release: bump 0.9.2 -> 0.9.3 (#325)

Release the native data-layer bundle.

`0.9.3` ships everything merged since `0.9.2`:

- **Data layer in all 10 languages** — `CandleReader` (CSV), `TickAggregator`, `Resampler`, live `BinanceFeed` (WebSocket) and the historical `fetch_binance_klines` (REST), each cross-language golden-pinned.
- **`name()` on every indicator** in all 10 languages (514 indicators, golden-pinned).
- **Python is now zero third-party deps** — NumPy is optional (`pip install wickra[numpy]`); `batch` returns a stdlib `array.array` / buffer-protocol `Matrix` (breaking; results numerically identical, batch throughput tradeoff noted in the CHANGELOG).
- **Binance feed: missing `3d` / `1M` intervals** fixed.

Pure version-string bump on top — `bump_version.py` touched 19 files (Cargo + Lock, pyproject, all node package.json/locks + 6 platform stubs, pom + csproj + DESCRIPTION, SECURITY, CHANGELOG `[0.9.3]` + compare URLs). `cargo fmt`/`clippy -D warnings`/`test --workspace --all-features` all green locally (4225+ tests, 0 failed).

The tag/publish is **not** part of this PR — it waits for explicit GO (irreversible publish to crates.io / PyPI / npm / NuGet / Maven / Go / r-universe).

.gitattributes

@@ -11,10 +11,13 @@ bindings/c/include/wickra.h text eol=lf
 *.cs text eol=lf
 
 # Go sources (including the generated binding) are pinned to LF so gofmt's CI
-# check never trips on a CRLF checkout on Windows.
+# check never trips on a CRLF checkout on Windows. The vendored C ABI header is
+# a committed copy of bindings/c/include/wickra.h (the parent dir is outside the
+# Go module), pinned to LF so the drift check never trips on CRLF.
 *.go text eol=lf
 go.mod text eol=lf
 go.sum text eol=lf
+bindings/go/include/wickra.h text eol=lf
 
 # Java sources (including the generated binding) are pinned to LF so the
 # committed files stay stable regardless of the committer's autocrlf setting.
@@ -23,8 +26,16 @@ go.sum text eol=lf
 # R binding: `R CMD check` requires LF in sources, Makevars and shell scripts.
 *.R text eol=lf
 *.Rd text eol=lf
+bindings/r/configure text eol=lf
 bindings/r/configure.win text eol=lf
-bindings/r/src/Makevars text eol=lf
+bindings/r/src/Makevars.in text eol=lf
 bindings/r/src/Makevars.win text eol=lf
 bindings/r/src/wickra.c text eol=lf
 
+# Golden fixtures are replayed byte-for-byte by every binding's parity test. Pin
+# them to LF so a Windows `core.autocrlf=true` checkout doesn't rewrite them as
+# CRLF — which silently broke the Node reader (`Number('inf\r')` is NaN, and a
+# blank "no-bar" row gained a stray `\r`), failing only on Windows runners. The
+# tolerant readers (Python `splitlines`/`float`) hid the same hazard.
+testdata/golden/** text eol=lf
+

.github/ISSUE_TEMPLATE/bug_report.md

@@ -30,9 +30,9 @@ assignees: ""
 ## Environment
 
 - Wickra version:
-- Language / binding: <!-- Rust crate / Python / Node / WASM / C ABI / C# (.NET) / Go / Java / R -->
+- Language / binding: <!-- Rust crate / Python / Node.js / WASM / C / C++ / C# / Go / Java / R -->
 - OS and architecture:
-- Rust / Python / Node / .NET version (If relevant):
+- Rust / Python / Node.js / .NET version (If relevant):
 
 ## Additional context
 

.github/ISSUE_TEMPLATE/bug_report_detailed.md

@@ -15,9 +15,9 @@ assignees: []
 - [ ] Rust crate (`wickra`)
 - [ ] Python (`pip install wickra`)
 - [ ] Node.js (`npm install wickra`)
-- [ ] WebAssembly
+- [ ] WASM
 - [ ] C ABI (`bindings/c`)
-- [ ] C# / .NET (`Wickra` on NuGet)
+- [ ] C# (`Wickra` on NuGet)
 - [ ] Go (`bindings/go`)
 - [ ] Java (`org.wickra:wickra` on Maven Central)
 - [ ] R (`bindings/r`)
@@ -31,7 +31,7 @@ assignees: []
 | Binding version      | `e.g. python 0.4.2 / node 0.4.2`       |
 | OS / arch            | `e.g. Windows 11 x86_64, Linux glibc`  |
 | Rust toolchain       | `rustc --version` (If building from source) |
-| Python / Node / .NET version | `python --version` / `node --version` / `dotnet --version` |
+| Python / Node.js / .NET version | `python --version` / `node --version` / `dotnet --version` |
 
 ## Minimal reproducer
 

.github/ISSUE_TEMPLATE/feature_request.md

@@ -26,7 +26,7 @@ assignees: ""
 - [ ] Should be exposed in the Node binding
 - [ ] Should be exposed in the WASM binding
 - [ ] Should be exposed in the C ABI
-- [ ] Should be exposed in the C# / .NET binding
+- [ ] Should be exposed in the C# binding
 - [ ] Should be exposed in the Go binding
 - [ ] Should be exposed in the Java binding
 - [ ] Should be exposed in the R binding

.github/ISSUE_TEMPLATE/performance_regression.md

@@ -13,7 +13,7 @@ assignees: []
 ## Affected code path
 
 - Indicator / API: `e.g. EMA.update`
-- Binding: `Rust / Python / Node / Wasm / C ABI / C# (.NET) / Go / Java / R`
+- Binding: `Rust / Python / Node.js / WASM / C / C++ / C# / Go / Java / R`
 - Hot loop or one-shot call?
 
 ## Versions compared

.github/ISSUE_TEMPLATE/question.md

@@ -33,4 +33,4 @@ import wickra as ta
 ## Environment (Only if relevant)
 
 - Wickra version: `e.g. 0.4.2`
-- Binding: `Rust / Python / Node / Wasm / C ABI / C# (.NET) / Go / Java / R`
+- Binding: `Rust / Python / Node.js / WASM / C / C++ / C# / Go / Java / R`

.github/PULL_REQUEST_TEMPLATE.md

@@ -22,7 +22,7 @@
 - [ ] `cargo clippy --workspace --all-targets -- -D warnings` is clean.
 - [ ] `cargo test --workspace` passes.
 - [ ] New behaviour has tests; bug fixes have a regression test.
-- [ ] Public API changes are mirrored in the Python / Node / WASM bindings, and the C ABI + C# + Go + Java + R bindings are regenerated
+- [ ] Public API changes are mirrored in the Python / Node.js / WASM bindings, and the C ABI + C# + Go + Java + R bindings are regenerated
       and their type stubs (If applicable).
 - [ ] The relevant page on the [documentation site](https://docs.wickra.org)
       and the `README.md` are updated (If applicable). Docs edits go to a

.github/PULL_REQUEST_TEMPLATE/detailed.md

@@ -22,9 +22,9 @@ Please fill in the sections below. Delete any that don't apply.
 - [ ] Rust crate (`crates/wickra`)
 - [ ] Python binding (`bindings/python`)
 - [ ] Node.js binding (`bindings/node`)
-- [ ] WebAssembly binding (`bindings/wasm`)
+- [ ] WASM binding (`bindings/wasm`)
 - [ ] C ABI (`bindings/c`)
-- [ ] C# / .NET binding (`bindings/csharp`)
+- [ ] C# binding (`bindings/csharp`)
 - [ ] Go binding (`bindings/go`)
 - [ ] Java binding (`bindings/java`)
 - [ ] R binding (`bindings/r`)

.github/actions/setup-rust/action.yml

@@ -0,0 +1,46 @@
+name: Setup Rust toolchain (with retry)
+description: >
+  Install a Rust toolchain via dtolnay/rust-toolchain, retrying once after a
+  short pause on the transient rustup CDN failure (a corrupt channel manifest /
+  checksum mismatch on `channel-rust-<channel>.toml`) that rustup itself does
+  not retry — the same hardening already applied to setup-node / setup-go.
+
+inputs:
+  toolchain:
+    description: Rust toolchain (channel or version) to install.
+    required: false
+    default: stable
+  components:
+    description: Comma-separated list of rustup components (e.g. "rustfmt, clippy").
+    required: false
+    default: ""
+  targets:
+    description: Comma-separated list of rustup targets (e.g. "wasm32-unknown-unknown").
+    required: false
+    default: ""
+
+runs:
+  using: composite
+  steps:
+    - id: first
+      uses: dtolnay/rust-toolchain@29eef336d9b2848a0b548edc03f92a220660cdb8 # stable branch, 2026-03-27
+      continue-on-error: true
+      with:
+        toolchain: ${{ inputs.toolchain }}
+        components: ${{ inputs.components }}
+        targets: ${{ inputs.targets }}
+
+    - name: Wait before retrying the toolchain install
+      if: steps.first.outcome == 'failure'
+      shell: bash
+      run: |
+        echo "::warning::rustup toolchain install failed (likely a CDN flake / corrupt channel manifest); retrying in 30s"
+        sleep 30
+
+    - name: Retry the Rust toolchain install
+      if: steps.first.outcome == 'failure'
+      uses: dtolnay/rust-toolchain@29eef336d9b2848a0b548edc03f92a220660cdb8 # stable branch, 2026-03-27
+      with:
+        toolchain: ${{ inputs.toolchain }}
+        components: ${{ inputs.components }}
+        targets: ${{ inputs.targets }}

.github/dependabot.yml

@@ -10,6 +10,9 @@ updates:
       default-days: 7
     commit-message:
       prefix: "deps(cargo)"
+    groups:
+      cargo:
+        patterns: ["*"]
 
   # Node binding npm dependencies.
   - package-ecosystem: npm
@@ -21,6 +24,9 @@ updates:
       default-days: 7
     commit-message:
       prefix: "deps(npm)"
+    groups:
+      node-binding:
+        patterns: ["*"]
 
   # Python binding pip dependencies.
   - package-ecosystem: pip
@@ -32,6 +38,9 @@ updates:
       default-days: 7
     commit-message:
       prefix: "deps(pip)"
+    groups:
+      python-binding:
+        patterns: ["*"]
 
   # Hash-pinned CI/bench Python tooling under .github/requirements/. Each
   # <name>.in is the loose source; the matching hash-locked <name>.txt is the
@@ -47,6 +56,9 @@ updates:
       default-days: 7
     commit-message:
       prefix: "deps(ci-pip)"
+    groups:
+      ci-pip:
+        patterns: ["*"]
 
   # GitHub Actions — keeps the SHA-pinned actions current (Dependabot reads
   # the version comment after each pinned SHA and bumps both together).
@@ -59,3 +71,73 @@ updates:
       default-days: 7
     commit-message:
       prefix: "deps(actions)"
+    groups:
+      github-actions:
+        patterns: ["*"]
+
+  # Java binding + examples (Maven). Tracks the C-ABI binding's build plugins
+  # (e.g. central-publishing-maven-plugin) and the examples' jackson dependency,
+  # which had no Dependabot coverage before — a stale publishing plugin slipped
+  # through unnoticed until an OSV scan flagged it.
+  - package-ecosystem: maven
+    directories:
+      - "/bindings/java"
+      - "/bindings/java/benchmarks"
+      - "/examples/java"
+    schedule:
+      interval: weekly
+    open-pull-requests-limit: 10
+    cooldown:
+      default-days: 7
+    commit-message:
+      prefix: "deps(maven)"
+    groups:
+      maven:
+        patterns: ["*"]
+
+  # C# binding (NuGet). The published Wickra.csproj is a thin C-ABI wrapper with
+  # no external packages, but the test and benchmark projects pull xunit,
+  # Microsoft.NET.Test.Sdk and BenchmarkDotNet.
+  - package-ecosystem: nuget
+    directories:
+      - "/bindings/csharp/Wickra.Tests"
+      - "/bindings/csharp/benchmarks"
+    schedule:
+      interval: weekly
+    open-pull-requests-limit: 10
+    cooldown:
+      default-days: 7
+    commit-message:
+      prefix: "deps(nuget)"
+    groups:
+      nuget:
+        patterns: ["*"]
+
+  # Node examples (npm) — separate from the binding's own package.json.
+  - package-ecosystem: npm
+    directory: "/examples/node"
+    schedule:
+      interval: weekly
+    open-pull-requests-limit: 10
+    cooldown:
+      default-days: 7
+    commit-message:
+      prefix: "deps(npm)"
+    groups:
+      node-examples:
+        patterns: ["*"]
+
+  # Go examples (Go modules). The binding's own go.mod has no external deps;
+  # the examples pull coder/websocket.
+  - package-ecosystem: gomod
+    directory: "/examples/go"
+    schedule:
+      interval: weekly
+    open-pull-requests-limit: 10
+    cooldown:
+      default-days: 7
+    commit-message:
+      prefix: "deps(gomod)"
+    groups:
+      go-examples:
+        patterns: ["*"]

.github/workflows/bench.yml

@@ -48,11 +48,11 @@ jobs:
     name: Cross-library benchmark report
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
-      - uses: dtolnay/rust-toolchain@29eef336d9b2848a0b548edc03f92a220660cdb8 # stable branch, 2026-03-27
+      - uses: ./.github/actions/setup-rust
 
       - uses: Swatinem/rust-cache@e18b497796c12c097a38f9edb9d0641fb99eee32 # v2
         continue-on-error: true # cache is an optimisation; never block on a stuck/slow restore
@@ -122,11 +122,11 @@ jobs:
     name: Rust cross-library benchmark report
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
-      - uses: dtolnay/rust-toolchain@29eef336d9b2848a0b548edc03f92a220660cdb8 # stable branch, 2026-03-27
+      - uses: ./.github/actions/setup-rust
 
       - uses: Swatinem/rust-cache@e18b497796c12c097a38f9edb9d0641fb99eee32 # v2
         continue-on-error: true # cache is an optimisation; never block on a stuck/slow restore

.github/workflows/ci.yml

@@ -34,17 +34,18 @@ jobs:
   rust:
     name: Rust ${{ matrix.os }}
     runs-on: ${{ matrix.os }}
+    timeout-minutes: 20 # backstop: cap a wedged job instead of GitHub's 6h default (slowest real job ~5 min)
     strategy:
       fail-fast: false
       matrix:
         os: [ubuntu-latest, macos-latest, windows-latest]
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
       - name: Install Rust toolchain
-        uses: dtolnay/rust-toolchain@29eef336d9b2848a0b548edc03f92a220660cdb8 # stable branch, 2026-03-27
+        uses: ./.github/actions/setup-rust
         with:
           components: rustfmt, clippy
 
@@ -104,8 +105,9 @@ jobs:
   examples-smoke:
     name: Examples (syntax smoke)
     runs-on: ubuntu-latest
+    timeout-minutes: 20 # backstop: cap a wedged job instead of GitHub's 6h default (slowest real job ~5 min)
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
@@ -114,7 +116,7 @@ jobs:
         continue-on-error: true
         uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6.4.0
         with:
-          node-version: "20"
+          node-version: "22"
 
       - name: Wait before Node retry
         if: steps.setup_node.outcome == 'failure'
@@ -127,7 +129,7 @@ jobs:
         if: steps.setup_node.outcome == 'failure'
         uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6.4.0
         with:
-          node-version: "20"
+          node-version: "22"
 
       - name: Set up Python
         id: setup_python
@@ -193,13 +195,14 @@ jobs:
   clippy-bindings:
     name: Clippy bindings
     runs-on: ubuntu-latest
+    timeout-minutes: 20 # backstop: cap a wedged job instead of GitHub's 6h default (slowest real job ~5 min)
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
       - name: Install Rust toolchain
-        uses: dtolnay/rust-toolchain@29eef336d9b2848a0b548edc03f92a220660cdb8 # stable branch, 2026-03-27
+        uses: ./.github/actions/setup-rust
         with:
           components: clippy
 
@@ -228,7 +231,7 @@ jobs:
         continue-on-error: true
         uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6.4.0
         with:
-          node-version: "20"
+          node-version: "22"
 
       - name: Wait before Node retry
         if: steps.setup_node.outcome == 'failure'
@@ -241,7 +244,7 @@ jobs:
         if: steps.setup_node.outcome == 'failure'
         uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6.4.0
         with:
-          node-version: "20"
+          node-version: "22"
 
       - name: Cache cargo
         uses: Swatinem/rust-cache@e18b497796c12c097a38f9edb9d0641fb99eee32 # v2
@@ -276,6 +279,7 @@ jobs:
   msrv:
     name: ${{ matrix.name }}
     runs-on: ubuntu-latest
+    timeout-minutes: 20 # backstop: cap a wedged job instead of GitHub's 6h default (slowest real job ~5 min)
     strategy:
       fail-fast: false
       matrix:
@@ -287,12 +291,12 @@ jobs:
             toolchain: "1.88"
             packages: "-p wickra-node"
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
       - name: Install Rust ${{ matrix.toolchain }}
-        uses: dtolnay/rust-toolchain@29eef336d9b2848a0b548edc03f92a220660cdb8 # stable branch, 2026-03-27
+        uses: ./.github/actions/setup-rust
         with:
           toolchain: ${{ matrix.toolchain }}
 
@@ -324,13 +328,14 @@ jobs:
   coverage:
     name: Coverage
     runs-on: ubuntu-latest
+    timeout-minutes: 20 # backstop: cap a wedged job instead of GitHub's 6h default (slowest real job ~5 min)
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
       - name: Install Rust toolchain
-        uses: dtolnay/rust-toolchain@29eef336d9b2848a0b548edc03f92a220660cdb8 # stable branch, 2026-03-27
+        uses: ./.github/actions/setup-rust
         with:
           components: llvm-tools-preview
 
@@ -340,7 +345,7 @@ jobs:
         timeout-minutes: 6
 
       - name: Install cargo-llvm-cov
-        uses: taiki-e/install-action@0fd46367812ee04360509b4169d9f659d6892bb2 # v2.79.15
+        uses: taiki-e/install-action@59012be0884e296ca2da49b530610e72c49039ad # v2.81.6
         timeout-minutes: 10 # fail fast on a stuck download instead of hanging the job
         with:
           tool: cargo-llvm-cov
@@ -365,8 +370,9 @@ jobs:
   supply-chain:
     name: Supply-chain (cargo-deny)
     runs-on: ubuntu-latest
+    timeout-minutes: 20 # backstop: cap a wedged job instead of GitHub's 6h default (slowest real job ~5 min)
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
@@ -383,13 +389,14 @@ jobs:
   fuzz-smoke:
     name: Fuzz (smoke)
     runs-on: ubuntu-latest
+    timeout-minutes: 20 # backstop: cap a wedged job instead of GitHub's 6h default (slowest real job ~5 min)
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
       - name: Install nightly Rust
-        uses: dtolnay/rust-toolchain@29eef336d9b2848a0b548edc03f92a220660cdb8 # stable branch, 2026-03-27
+        uses: ./.github/actions/setup-rust
         with:
           toolchain: nightly
 
@@ -408,7 +415,7 @@ jobs:
         # attributes the modern nightly compiler rejects, so the install
         # never gets off the ground. The prebuilt binary avoids the entire
         # transitive-dep compile.
-        uses: taiki-e/install-action@0fd46367812ee04360509b4169d9f659d6892bb2 # v2.79.15
+        uses: taiki-e/install-action@59012be0884e296ca2da49b530610e72c49039ad # v2.81.6
         timeout-minutes: 10 # fail fast on a stuck download instead of hanging the job
         with:
           tool: cargo-fuzz
@@ -436,18 +443,19 @@ jobs:
   python:
     name: Python ${{ matrix.python-version }} on ${{ matrix.os }}
     runs-on: ${{ matrix.os }}
+    timeout-minutes: 20 # backstop: cap a wedged job instead of GitHub's 6h default (slowest real job ~5 min)
     strategy:
       fail-fast: false
       matrix:
         os: [ubuntu-latest, macos-latest, windows-latest]
         python-version: ["3.9", "3.11", "3.12", "3.13"]
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
       - name: Install Rust toolchain
-        uses: dtolnay/rust-toolchain@29eef336d9b2848a0b548edc03f92a220660cdb8 # stable branch, 2026-03-27
+        uses: ./.github/actions/setup-rust
 
       - name: Cache cargo
         uses: Swatinem/rust-cache@e18b497796c12c097a38f9edb9d0641fb99eee32 # v2
@@ -517,13 +525,14 @@ jobs:
   wasm:
     name: WASM build
     runs-on: ubuntu-latest
+    timeout-minutes: 20 # backstop: cap a wedged job instead of GitHub's 6h default (slowest real job ~5 min)
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
       - name: Install Rust toolchain (with wasm target)
-        uses: dtolnay/rust-toolchain@29eef336d9b2848a0b548edc03f92a220660cdb8 # stable branch, 2026-03-27
+        uses: ./.github/actions/setup-rust
         with:
           targets: wasm32-unknown-unknown
 
@@ -540,7 +549,7 @@ jobs:
         # same taiki-e prebuilt-binary installer we already use for
         # cargo-llvm-cov and cargo-fuzz; it tracks the latest wasm-pack
         # release, which has `--features` as a top-level flag (since 0.12).
-        uses: taiki-e/install-action@0fd46367812ee04360509b4169d9f659d6892bb2 # v2.79.15
+        uses: taiki-e/install-action@59012be0884e296ca2da49b530610e72c49039ad # v2.81.6
         timeout-minutes: 10 # fail fast on a stuck download instead of hanging the job
         with:
           tool: wasm-pack
@@ -557,21 +566,28 @@ jobs:
           test -f bindings/wasm/pkg/wickra_wasm_bg.wasm
           test -f bindings/wasm/pkg/wickra_wasm.d.ts
 
+      - name: Build WASM package (nodejs target) for the golden suite
+        run: wasm-pack build bindings/wasm --target nodejs --release --out-dir pkg
+
+      - name: Golden parity — all 514 indicators vs the Rust reference
+        run: node --test bindings/wasm/tests/golden.test.js
+
   node:
     name: Node ${{ matrix.node-version }} on ${{ matrix.os }}
     runs-on: ${{ matrix.os }}
+    timeout-minutes: 20 # backstop: cap a wedged job instead of GitHub's 6h default (slowest real job ~5 min)
     strategy:
       fail-fast: false
       matrix:
         os: [ubuntu-latest, macos-latest, windows-latest]
-        node-version: ["18", "20"]
+        node-version: ["22", "24"]
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
       - name: Install Rust toolchain
-        uses: dtolnay/rust-toolchain@29eef336d9b2848a0b548edc03f92a220660cdb8 # stable branch, 2026-03-27
+        uses: ./.github/actions/setup-rust
 
       - name: Cache cargo
         uses: Swatinem/rust-cache@e18b497796c12c097a38f9edb9d0641fb99eee32 # v2
@@ -618,24 +634,33 @@ jobs:
         # exist yet for win32-x64-msvc).
         run: npx napi build --platform --release
 
+      # The Node test process has wedged on macOS runners (the step hung for
+      # 1h+ while the same tests passed in ~1.5 min elsewhere). Wrap it so a
+      # hung attempt is killed after 6 min and retried once, rather than
+      # running up to the job-level backstop. A normal run is under a minute.
       - name: Run Node tests
-        working-directory: bindings/node
-        run: node --test __tests__/
+        uses: nick-fields/retry@ad984534de44a9489a53aefd81eb77f87c70dc60 # v4.0.0
+        with:
+          timeout_minutes: 6
+          max_attempts: 2
+          command: cd bindings/node && node --test
+          shell: bash
 
   c-abi:
     name: C ABI on ${{ matrix.os }}
     runs-on: ${{ matrix.os }}
+    timeout-minutes: 20 # backstop: cap a wedged job instead of GitHub's 6h default (slowest real job ~5 min)
     strategy:
       fail-fast: false
       matrix:
         os: [ubuntu-latest, macos-latest, windows-latest]
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
       - name: Install Rust toolchain
-        uses: dtolnay/rust-toolchain@29eef336d9b2848a0b548edc03f92a220660cdb8 # stable branch, 2026-03-27
+        uses: ./.github/actions/setup-rust
 
       - name: Cache cargo
         uses: Swatinem/rust-cache@e18b497796c12c097a38f9edb9d0641fb99eee32 # v2
@@ -643,7 +668,7 @@ jobs:
         timeout-minutes: 6
 
       - name: Install cbindgen
-        uses: taiki-e/install-action@0fd46367812ee04360509b4169d9f659d6892bb2 # v2.79.15
+        uses: taiki-e/install-action@59012be0884e296ca2da49b530610e72c49039ad # v2.81.6
         timeout-minutes: 10 # fail fast on a stuck download instead of hanging the job
         with:
           tool: cbindgen
@@ -680,17 +705,18 @@ jobs:
   csharp:
     name: C# on ${{ matrix.os }}
     runs-on: ${{ matrix.os }}
+    timeout-minutes: 20 # backstop: cap a wedged job instead of GitHub's 6h default (slowest real job ~5 min)
     strategy:
       fail-fast: false
       matrix:
         os: [ubuntu-latest, macos-latest, windows-latest]
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
       - name: Install Rust toolchain
-        uses: dtolnay/rust-toolchain@29eef336d9b2848a0b548edc03f92a220660cdb8 # stable branch, 2026-03-27
+        uses: ./.github/actions/setup-rust
 
       - name: Cache cargo
         uses: Swatinem/rust-cache@e18b497796c12c097a38f9edb9d0641fb99eee32 # v2
@@ -730,12 +756,13 @@ jobs:
   go:
     name: Go on ${{ matrix.os }}
     runs-on: ${{ matrix.os }}
+    timeout-minutes: 20 # backstop: cap a wedged job instead of GitHub's 6h default (slowest real job ~5 min)
     strategy:
       fail-fast: false
       matrix:
         os: [ubuntu-latest, macos-latest, windows-latest]
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
@@ -745,7 +772,7 @@ jobs:
       - name: Set up Go
         id: setup-go
         continue-on-error: true
-        uses: actions/setup-go@40f1582b2485089dde7abd97c1529aa768e1baff # v5
+        uses: actions/setup-go@4a3601121dd01d1626a1e23e37211e3254c1c06c # v6.4.0
         with:
           go-version: "stable"
           cache: false
@@ -759,13 +786,13 @@ jobs:
 
       - name: Set up Go (retry)
         if: steps.setup-go.outcome == 'failure'
-        uses: actions/setup-go@40f1582b2485089dde7abd97c1529aa768e1baff # v5
+        uses: actions/setup-go@4a3601121dd01d1626a1e23e37211e3254c1c06c # v6.4.0
         with:
           go-version: "stable"
           cache: false
 
       - name: Install Rust toolchain
-        uses: dtolnay/rust-toolchain@29eef336d9b2848a0b548edc03f92a220660cdb8 # stable branch, 2026-03-27
+        uses: ./.github/actions/setup-rust
 
       - name: Cache cargo
         uses: Swatinem/rust-cache@e18b497796c12c097a38f9edb9d0641fb99eee32 # v2
@@ -778,15 +805,36 @@ jobs:
       - name: Build the C ABI library
         run: cargo build -p wickra-c --release
 
+      - name: Vendored header in sync with the C ABI
+        shell: bash
+        # bindings/go/include/wickra.h is a committed copy of the cbindgen header
+        # (the parent ../c/include is outside the Go module, so it must be
+        # vendored). Fail if it drifts from the source of truth.
+        run: |
+          if ! diff -u bindings/c/include/wickra.h bindings/go/include/wickra.h; then
+            echo "::error::bindings/go/include/wickra.h is stale — copy bindings/c/include/wickra.h over it"
+            exit 1
+          fi
+
       - name: Stage the native library
         shell: bash
+        # Stage into lib/<goos>_<goarch>/ to match the per-platform cgo LDFLAGS.
+        # CI builds the host target, so RUNNER_OS/ARCH give the right directory
+        # (note macos-latest is arm64).
         run: |
-          mkdir -p bindings/go/lib
-          case "$RUNNER_OS" in
-            Linux)   cp target/release/libwickra.so    bindings/go/lib/ ;;
-            macOS)   cp target/release/libwickra.dylib  bindings/go/lib/ ;;
-            Windows) cp target/release/wickra.dll       bindings/go/lib/ ;;
+          case "$RUNNER_ARCH" in
+            X64) arch=amd64 ;;
+            ARM64) arch=arm64 ;;
+            *) echo "::error::unsupported RUNNER_ARCH '$RUNNER_ARCH'"; exit 1 ;;
           esac
+          case "$RUNNER_OS" in
+            Linux)   dir="linux_$arch";   lib=target/release/libwickra.so ;;
+            macOS)   dir="darwin_$arch";  lib=target/release/libwickra.dylib ;;
+            Windows) dir="windows_$arch"; lib=target/release/wickra.dll ;;
+          esac
+          mkdir -p "bindings/go/lib/$dir"
+          cp "$lib" "bindings/go/lib/$dir/"
+          echo "WICKRA_GO_LIBDIR=$PWD/bindings/go/lib/$dir" >> "$GITHUB_ENV"
 
       - name: Go info
         run: go version
@@ -801,9 +849,11 @@ jobs:
 
       - name: Vet and test the Go binding
         shell: bash
-        # On Windows there is no rpath; the loader resolves wickra.dll via PATH.
+        # On Windows there is no rpath; the loader resolves wickra.dll via PATH
+        # (WICKRA_GO_LIBDIR is the per-platform staged lib dir). Linux/macOS use
+        # the rpath baked by the per-platform cgo LDFLAGS.
         run: |
-          export PATH="$PWD/bindings/go/lib:$PATH"
+          export PATH="$WICKRA_GO_LIBDIR:$PATH"
           cd bindings/go
           go vet ./...
           go test ./...
@@ -811,7 +861,7 @@ jobs:
       - name: Build the Go examples
         shell: bash
         run: |
-          export PATH="$PWD/bindings/go/lib:$PATH"
+          export PATH="$WICKRA_GO_LIBDIR:$PATH"
           cd examples/go
           go build ./...
 
@@ -819,7 +869,7 @@ jobs:
       - name: Run the offline Go examples
         shell: bash
         run: |
-          export PATH="$PWD/bindings/go/lib:$PATH"
+          export PATH="$WICKRA_GO_LIBDIR:$PATH"
           cd examples/go
           for d in streaming backtest multi_timeframe parallel_assets \
                    strategy_rsi_mean_reversion strategy_macd_adx strategy_bollinger_squeeze; do
@@ -829,6 +879,7 @@ jobs:
   r:
     name: R on ${{ matrix.os }}
     runs-on: ${{ matrix.os }}
+    timeout-minutes: 20 # backstop: cap a wedged job instead of GitHub's 6h default (slowest real job ~5 min)
     strategy:
       fail-fast: false
       matrix:
@@ -837,12 +888,12 @@ jobs:
       WICKRA_INCLUDE_DIR: ${{ github.workspace }}/bindings/c/include
       WICKRA_LIB_DIR: ${{ github.workspace }}/target/release
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
       - name: Install Rust toolchain
-        uses: dtolnay/rust-toolchain@29eef336d9b2848a0b548edc03f92a220660cdb8 # stable branch, 2026-03-27
+        uses: ./.github/actions/setup-rust
 
       - name: Cache cargo
         uses: Swatinem/rust-cache@e18b497796c12c097a38f9edb9d0641fb99eee32 # v2
@@ -868,23 +919,34 @@ jobs:
 
       - name: Install and test the R binding
         shell: bash
-        # github.workspace is a backslash path on Windows; configure.win (sh) and
-        # mingw need forward slashes. On Linux/macOS the rpath points at
-        # WICKRA_LIB_DIR; export the loader path too as a belt-and-suspenders.
+        # github.workspace is a backslash path on Windows; configure(.win) (sh) and
+        # mingw need forward slashes. WICKRA_*_DIR makes configure use the locally
+        # built C ABI (dev override) instead of downloading the release asset, so
+        # CI is version-independent. Deliberately do NOT set LD_LIBRARY_PATH /
+        # DYLD_LIBRARY_PATH: the lib is bundled into the package and must resolve
+        # via the rpath ($ORIGIN / @loader_path) baked by configure — that is the
+        # self-contained install path real users (and r-universe) get.
         run: |
           export WICKRA_INCLUDE_DIR="${WICKRA_INCLUDE_DIR//\\//}"
           export WICKRA_LIB_DIR="${WICKRA_LIB_DIR//\\//}"
-          export LD_LIBRARY_PATH="$WICKRA_LIB_DIR:$LD_LIBRARY_PATH"
-          export DYLD_LIBRARY_PATH="$WICKRA_LIB_DIR:$DYLD_LIBRARY_PATH"
           R CMD INSTALL bindings/r
           Rscript -e 'library(testthat); library(wickra); test_dir("bindings/r/tests/testthat", stop_on_failure = TRUE)'
 
+      - name: Build the vignette code
+        shell: bash
+        # The getting-started vignette runs at R CMD check time on r-universe /
+        # CRAN (with pandoc); this job only INSTALLs, so execute the vignette's R
+        # chunks here (knit, no pandoc needed) to catch a broken example before it
+        # reaches the published build.
+        run: |
+          Rscript -e 'install.packages("knitr", repos = Sys.getenv("RSPM", unset = "https://cloud.r-project.org"))'
+          Rscript -e 'knitr::knit("bindings/r/vignettes/getting-started.Rmd", output = tempfile(fileext = ".md"), quiet = TRUE); cat("vignette code OK\n")'
+
       - name: Run the offline R examples
         shell: bash
+        # No loader-path exports: the installed package is self-contained (bundled
+        # lib + rpath), so the examples exercise exactly what end users run.
         run: |
-          export WICKRA_LIB_DIR="${WICKRA_LIB_DIR//\\//}"
-          export LD_LIBRARY_PATH="$WICKRA_LIB_DIR:$LD_LIBRARY_PATH"
-          export DYLD_LIBRARY_PATH="$WICKRA_LIB_DIR:$DYLD_LIBRARY_PATH"
           cd examples/r
           for f in streaming backtest multi_timeframe parallel_assets \
                    strategy_rsi_mean_reversion strategy_macd_adx strategy_bollinger_squeeze; do
@@ -899,17 +961,18 @@ jobs:
   java:
     name: Java on ${{ matrix.os }}
     runs-on: ${{ matrix.os }}
+    timeout-minutes: 20 # backstop: cap a wedged job instead of GitHub's 6h default (slowest real job ~5 min)
     strategy:
       fail-fast: false
       matrix:
         os: [ubuntu-latest, macos-latest, windows-latest]
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
       - name: Install Rust toolchain
-        uses: dtolnay/rust-toolchain@29eef336d9b2848a0b548edc03f92a220660cdb8 # stable branch, 2026-03-27
+        uses: ./.github/actions/setup-rust
 
       - name: Cache cargo
         uses: Swatinem/rust-cache@e18b497796c12c097a38f9edb9d0641fb99eee32 # v2
@@ -918,18 +981,19 @@ jobs:
 
       # The binding links the C ABI hub at runtime through the Java FFM API; build
       # it first so WickraNative's development fallback finds
-      # target/release/wickra.{so,dylib,dll}. JDK 22+ is required for the final FFM
-      # API, so it is installed explicitly (runners ship 17/21).
+      # target/release/wickra.{so,dylib,dll}. The FFM API is final since JDK 22; we
+      # build on the 25 LTS (22 is EOL; the pom pins bytecode to release 22 so the
+      # runtime floor stays Java 22). Installed explicitly (runners ship 17/21).
       - name: Build the C ABI library
         run: cargo build -p wickra-c --release
 
-      - name: Set up JDK 22
+      - name: Set up JDK 25
         id: setup-java
         continue-on-error: true
-        uses: actions/setup-java@c1e323688fd81a25caa38c78aa6df2d33d3e20d9 # v4
+        uses: actions/setup-java@be666c2fcd27ec809703dec50e508c2fdc7f6654 # v5.2.0
         with:
           distribution: temurin
-          java-version: "22"
+          java-version: "25"
           cache: maven
 
       - name: Retry JDK setup (CDN flake)
@@ -939,12 +1003,12 @@ jobs:
           echo "::warning::setup-java failed (likely CDN flake), waiting 30s before retry..."
           sleep 30
 
-      - name: Set up JDK 22 (retry)
+      - name: Set up JDK 25 (retry)
         if: steps.setup-java.outcome == 'failure'
-        uses: actions/setup-java@c1e323688fd81a25caa38c78aa6df2d33d3e20d9 # v4
+        uses: actions/setup-java@be666c2fcd27ec809703dec50e508c2fdc7f6654 # v5.2.0
         with:
           distribution: temurin
-          java-version: "22"
+          java-version: "25"
           cache: maven
 
       - name: Java info

.github/workflows/codeql.yml

@@ -40,17 +40,17 @@ jobs:
             build-mode: none
     steps:
       - name: Checkout
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
       - name: Initialize CodeQL
-        uses: github/codeql-action/init@03e4368ac7daa2bd82b3e85262f3bf87ee112f57 # v3.36.0
+        uses: github/codeql-action/init@8aad20d150bbac5944a9f9d289da16a4b0d87c1e # v4.36.2
         with:
           languages: ${{ matrix.language }}
           build-mode: ${{ matrix.build-mode }}
 
       - name: Perform CodeQL analysis
-        uses: github/codeql-action/analyze@03e4368ac7daa2bd82b3e85262f3bf87ee112f57 # v3.36.0
+        uses: github/codeql-action/analyze@8aad20d150bbac5944a9f9d289da16a4b0d87c1e # v4.36.2
         with:
           category: "/language:${{ matrix.language }}"

.github/workflows/release.yml

@@ -45,10 +45,10 @@ jobs:
     # Settings -> Environments.
     environment: release
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
-      - uses: dtolnay/rust-toolchain@29eef336d9b2848a0b548edc03f92a220660cdb8 # stable branch, 2026-03-27
+      - uses: ./.github/actions/setup-rust
       - uses: Swatinem/rust-cache@e18b497796c12c097a38f9edb9d0641fb99eee32 # v2
         continue-on-error: true # cache is an optimisation; never block on a stuck/slow restore
         timeout-minutes: 6
@@ -110,7 +110,7 @@ jobs:
       # consumers can audit the published dependency tree without
       # re-resolving Cargo.lock.
       - name: Install cargo-cyclonedx
-        uses: taiki-e/install-action@0fd46367812ee04360509b4169d9f659d6892bb2 # v2.79.15
+        uses: taiki-e/install-action@59012be0884e296ca2da49b530610e72c49039ad # v2.81.6
         timeout-minutes: 10 # fail fast on a stuck download instead of hanging the job
         with:
           tool: cargo-cyclonedx
@@ -157,7 +157,7 @@ jobs:
           - { os: windows-11-arm, target: aarch64, manylinux: auto }
     runs-on: ${{ matrix.os }}
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
       - name: Set up Python
@@ -197,7 +197,7 @@ jobs:
     name: Build Python sdist
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
       - name: Sync root README into bindings/python so it ships in the sdist
@@ -249,7 +249,7 @@ jobs:
           - { host: windows-11-arm, target: aarch64-pc-windows-msvc }
     runs-on: ${{ matrix.host }}
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
@@ -258,7 +258,7 @@ jobs:
         continue-on-error: true
         uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6.4.0
         with:
-          node-version: "20"
+          node-version: "22"
 
       - name: Wait before Node retry
         if: steps.setup_node.outcome == 'failure'
@@ -271,9 +271,9 @@ jobs:
         if: steps.setup_node.outcome == 'failure'
         uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6.4.0
         with:
-          node-version: "20"
+          node-version: "22"
 
-      - uses: dtolnay/rust-toolchain@29eef336d9b2848a0b548edc03f92a220660cdb8 # stable branch, 2026-03-27
+      - uses: ./.github/actions/setup-rust
         with:
           targets: ${{ matrix.target }}
 
@@ -310,7 +310,7 @@ jobs:
       contents: read
       id-token: write
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
@@ -319,7 +319,7 @@ jobs:
         continue-on-error: true
         uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6.4.0
         with:
-          node-version: "20"
+          node-version: "22"
           registry-url: "https://registry.npmjs.org"
 
       - name: Wait before Node retry
@@ -333,7 +333,7 @@ jobs:
         if: steps.setup_node.outcome == 'failure'
         uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6.4.0
         with:
-          node-version: "20"
+          node-version: "22"
           registry-url: "https://registry.npmjs.org"
 
       - name: Install Node deps
@@ -479,7 +479,7 @@ jobs:
       contents: read
       id-token: write
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
@@ -488,7 +488,7 @@ jobs:
         continue-on-error: true
         uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6.4.0
         with:
-          node-version: "20"
+          node-version: "22"
           registry-url: "https://registry.npmjs.org"
 
       - name: Wait before Node retry
@@ -502,17 +502,17 @@ jobs:
         if: steps.setup_node.outcome == 'failure'
         uses: actions/setup-node@48b55a011bda9f5d6aeb4c2d9c7362e8dae4041e # v6.4.0
         with:
-          node-version: "20"
+          node-version: "22"
           registry-url: "https://registry.npmjs.org"
 
-      - uses: dtolnay/rust-toolchain@29eef336d9b2848a0b548edc03f92a220660cdb8 # stable branch, 2026-03-27
+      - uses: ./.github/actions/setup-rust
         with:
           targets: wasm32-unknown-unknown
 
       - name: Install wasm-pack (latest, via prebuilt binary)
         # See the matching note in ci.yml: jetli's default installs an old
         # 0.10.x wasm-pack whose build subcommand rejects --features.
-        uses: taiki-e/install-action@0fd46367812ee04360509b4169d9f659d6892bb2 # v2.79.15
+        uses: taiki-e/install-action@59012be0884e296ca2da49b530610e72c49039ad # v2.81.6
         timeout-minutes: 10 # fail fast on a stuck download instead of hanging the job
         with:
           tool: wasm-pack
@@ -588,11 +588,11 @@ jobs:
           - { host: windows-11-arm, target: aarch64-pc-windows-msvc }
     runs-on: ${{ matrix.host }}
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
-      - uses: dtolnay/rust-toolchain@29eef336d9b2848a0b548edc03f92a220660cdb8 # stable branch, 2026-03-27
+      - uses: ./.github/actions/setup-rust
         with:
           targets: ${{ matrix.target }}
 
@@ -638,7 +638,7 @@ jobs:
       contents: read
       id-token: write # request the GitHub OIDC token for trusted publishing
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
@@ -718,7 +718,7 @@ jobs:
     runs-on: ubuntu-latest
     environment: release
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
@@ -757,11 +757,11 @@ jobs:
 
       # setup-java writes a settings.xml with the 'central' server credentials
       # (mapped from the env vars below) and imports the GPG signing key.
-      - name: Set up JDK 22 + Maven Central credentials + GPG
-        uses: actions/setup-java@c1e323688fd81a25caa38c78aa6df2d33d3e20d9 # v4
+      - name: Set up JDK 25 + Maven Central credentials + GPG
+        uses: actions/setup-java@be666c2fcd27ec809703dec50e508c2fdc7f6654 # v5.2.0
         with:
           distribution: temurin
-          java-version: "22"
+          java-version: "25"
           server-id: central
           server-username: CENTRAL_USERNAME
           server-password: CENTRAL_PASSWORD
@@ -775,6 +775,97 @@ jobs:
           GPG_PASSPHRASE: ${{ secrets.GPG_PASSPHRASE }}
         run: mvn -B -f bindings/java -Prelease deploy -DskipTests
 
+  # Mirror the in-repo Go module (bindings/go) to the standalone wickra-go
+  # repository so `go get github.com/wickra-lib/wickra-go` builds with no extra
+  # steps. The in-repo module keeps the prebuilt libraries git-ignored; the
+  # mirror commits them per platform under lib/<goos>_<goarch>/ alongside the
+  # vendored header. Independent of the GitHub-release job so a Go hiccup never
+  # blocks the C/C++ asset release. The push uses a fine-grained PAT
+  # (WICKRA_GO_MIRROR_TOKEN, contents:write on wickra-go); the mirror is a
+  # derived artifact, so its bot commit is intentionally unsigned.
+  go-mirror:
+    name: Mirror the Go module to wickra-go
+    needs: c-abi-build
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
+        with:
+          persist-credentials: false
+
+      - name: Download the C ABI native libraries
+        uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+        with:
+          pattern: c-abi-*
+          path: c-abi-artifacts
+
+      - name: Assemble the wickra-go module tree
+        shell: bash
+        run: |
+          set -e
+          out=wickra-go-module
+          mkdir -p "$out/include" "$out/lib"
+          # Single-package Go source + vendored C ABI header.
+          cp bindings/go/*.go "$out/"
+          cp bindings/go/include/wickra.h "$out/include/"
+          cp bindings/go/README.md "$out/"
+          # Ship the dual license so pkg.go.dev detects a redistributable license.
+          cp LICENSE-MIT LICENSE-APACHE "$out/"
+          # Standalone module path (the in-repo go.mod points at the subdir).
+          printf 'module github.com/wickra-lib/wickra-go\n\ngo 1.23\n' > "$out/go.mod"
+          # Point install instructions at the standalone module path.
+          sed -i 's#github.com/wickra-lib/wickra/bindings/go#github.com/wickra-lib/wickra-go#g' \
+            "$out/README.md" "$out"/*.go
+          # Stage each prebuilt library under lib/<goos>_<goarch>/ (committed in
+          # the mirror, unlike the in-repo lib/.gitignore). "<dir> <libfile>".
+          declare -A GO=(
+            [x86_64-unknown-linux-gnu]="linux_amd64 libwickra.so"
+            [aarch64-unknown-linux-gnu]="linux_arm64 libwickra.so"
+            [x86_64-apple-darwin]="darwin_amd64 libwickra.dylib"
+            [aarch64-apple-darwin]="darwin_arm64 libwickra.dylib"
+            [x86_64-pc-windows-msvc]="windows_amd64 wickra.dll"
+            [aarch64-pc-windows-msvc]="windows_arm64 wickra.dll"
+          )
+          for target in "${!GO[@]}"; do
+            read -r dir libfile <<< "${GO[$target]}"
+            archive=$(find c-abi-artifacts -name "wickra-c-$target.tar.gz" | head -1)
+            if [ -z "$archive" ]; then
+              echo "::error::missing native artifact for $target"; exit 1
+            fi
+            tmp=$(mktemp -d); tar -xzf "$archive" -C "$tmp"
+            src=$(find "$tmp" -name "$libfile" | head -1)
+            if [ -z "$src" ]; then
+              echo "::error::missing $libfile for $target"; exit 1
+            fi
+            mkdir -p "$out/lib/$dir"; cp "$src" "$out/lib/$dir/"
+          done
+          echo "assembled module:"; find "$out" -type f | sort
+
+      - name: Push to wickra-go and tag the release
+        shell: bash
+        env:
+          MIRROR_TOKEN: ${{ secrets.WICKRA_GO_MIRROR_TOKEN }}
+        run: |
+          set -e
+          version="${GITHUB_REF_NAME#v}"
+          remote="https://x-access-token:${MIRROR_TOKEN}@github.com/wickra-lib/wickra-go.git"
+          git clone -q "$remote" mirror-repo
+          cd mirror-repo
+          git config user.name "wickra-bot"
+          git config user.email "support@wickra.org"
+          git symbolic-ref HEAD refs/heads/main
+          # Replace all tracked content with the freshly assembled tree.
+          find . -mindepth 1 -maxdepth 1 -not -name .git -exec rm -rf {} +
+          cp -r ../wickra-go-module/. .
+          git add -A
+          if git diff --cached --quiet; then
+            echo "wickra-go already up to date; tagging only"
+          else
+            git -c commit.gpgsign=false commit -q -m "Release v$version"
+          fi
+          git push origin HEAD:refs/heads/main
+          git tag "v$version"
+          git push origin "v$version"
+
   github-release:
     name: Attach assets to the draft GitHub Release
     needs: [cargo-publish, python-publish, node-publish, wasm-publish, c-abi-build]
@@ -785,8 +876,9 @@ jobs:
     # bundle to this same release without re-resolving it.
     outputs:
       tag: ${{ steps.tag.outputs.tag }}
+      version: ${{ steps.tag.outputs.version }}
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
           fetch-depth: 0
@@ -813,6 +905,7 @@ jobs:
             exit 1
           fi
           echo "tag=$tag" >> "$GITHUB_OUTPUT"
+          echo "version=${tag#v}" >> "$GITHUB_OUTPUT"
           echo "::notice::attaching assets to release $tag"
 
       - name: Download all build artifacts
@@ -850,7 +943,7 @@ jobs:
           # the provenance bundle is attached (P24, immutability-ready).
           draft: true
           body: |
-            Wickra ${{ github.ref_name }} — streaming-first technical indicators across 4 language registries plus a C ABI.
+            Wickra ${{ github.ref_name }} — streaming-first technical indicators for 10 languages: native Rust, Python, Node.js, WASM plus a C ABI hub for C, C++, C#, Go, Java, R.
 
             ### Install
 
@@ -859,21 +952,37 @@ jobs:
             pip install wickra
             npm install wickra
             npm install wickra-wasm
+            dotnet add package Wickra
+            go get github.com/wickra-lib/wickra-go
+            ```
+
+            Java (Gradle, Maven Central):
+
+            ```gradle
+            implementation("org.wickra:wickra:${{ steps.tag.outputs.version }}")
+            ```
+
+            R (r-universe):
+
+            ```r
+            install.packages("wickra", repos = "https://wickra-lib.r-universe.dev")
             ```
 
             ### Attached assets
 
-            Pre-built artefacts for every supported platform — the same files that
-            were uploaded to crates.io, PyPI, and npm by this workflow run.
+            Pre-built artefacts for every supported platform — the same files this
+            workflow run published to crates.io, PyPI, and npm. C# ships to NuGet,
+            Java to Maven Central, Go to the wickra-go module, and R to r-universe
+            via their own release jobs.
 
             - `*.whl` / `wickra-*.tar.gz` — Python wheels + sdist (5 platforms, ABI3 ≥ 3.9)
-            - `wickra.*.node` — native Node bindings (linux-x64-gnu, darwin-x64,
+            - `wickra.*.node` — native Node.js bindings (linux-x64-gnu, darwin-x64,
               darwin-arm64, win32-x64-msvc)
             - `wickra-*.tgz` — npm-pack tarballs (main package + per-platform subpackages + WASM)
             - `*.crate` — cargo source crates (wickra-core, wickra-data, wickra)
             - `wickra-c-<target>.tar.gz` — C ABI: `include/wickra.h` + `wickra.hpp`
               and the cdylib/staticlib per target (linux/macos/windows × x64/arm64),
-              the hub for C / C++ / Go / C# / Java / R
+              the hub for C, C++, C#, Go, Java and R
 
             ### Auto-generated changelog
 

.github/workflows/scorecard.yml

@@ -24,7 +24,7 @@ jobs:
       id-token: write # OIDC token to publish results to the OpenSSF API
     steps:
       - name: Checkout code
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 
@@ -51,6 +51,6 @@ jobs:
           retention-days: 5
 
       - name: Upload SARIF to code-scanning
-        uses: github/codeql-action/upload-sarif@03e4368ac7daa2bd82b3e85262f3bf87ee112f57 # v3.36.0
+        uses: github/codeql-action/upload-sarif@8aad20d150bbac5944a9f9d289da16a4b0d87c1e # v4.36.2
         with:
           sarif_file: results.sarif

.github/workflows/sync-about.yml

@@ -93,7 +93,7 @@ jobs:
       # Fetching the now-gone `refs/heads/<branch>` then fails the run (exit 1).
       # The head SHA stays reachable via `refs/pull/N/head` after the branch is
       # gone, so the checkout — and the run — survives an instant merge.
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           fetch-depth: 1
           ref: ${{ github.event_name == 'pull_request' && github.event.pull_request.head.sha || github.ref }}
@@ -332,20 +332,28 @@ jobs:
             exit 0
           fi
           cd docs-ver
-          # Published-versions table rows (crates.io / PyPI / npm): replace only the
-          # version number, leaving the trailing padding + pipe intact. The '.' in
-          # the quickstart pattern matches the literal backtick around the version
-          # without needing a backtick in this shell string. Historical "since
-          # X.Y.Z" references contain no such anchor and are never matched.
-          sed -i -E "s/^(\| (crates\.io|PyPI|npm) .*\| )[0-9]+\.[0-9]+\.[0-9]+/\1${version}/" overview.md
+          # Published-versions table rows (all registries): replace only the
+          # version number, leaving the trailing padding + pipe intact. The
+          # registry name is matched whether plain or wrapped in a markdown link
+          # (\[?...\]?). The '.' in the quickstart pattern matches the literal
+          # backtick around the version without needing a backtick in this shell
+          # string. Historical "since X.Y.Z" references contain no such anchor and
+          # are never matched.
+          sed -i -E "s/^(\| \[?(crates\.io|PyPI|npm|NuGet|Maven Central|Go|r-universe)\]?.*\| )[0-9]+\.[0-9]+\.[0-9]+/\1${version}/" overview.md
           sed -i -E "s/(published crate is at version .)[0-9]+\.[0-9]+\.[0-9]+/\1${version}/" Quickstart-Rust.md
+          # Quickstart-Java is the only quickstart whose install block pins a
+          # version (the Maven `<version>` tag and the `org.wickra:wickra:<v>`
+          # Gradle coordinate). Java publishes on every release, so it tracks the
+          # same ${version}.
+          sed -i -E "s|<version>[0-9]+\.[0-9]+\.[0-9]+</version>|<version>${version}</version>|" Quickstart-Java.md
+          sed -i -E "s|(org\.wickra:wickra:)[0-9]+\.[0-9]+\.[0-9]+|\1${version}|" Quickstart-Java.md
           if git diff --quiet; then
             echo "Docs version already at ${version}."
             exit 0
           fi
           git config user.name "wickra-bot"
           git config user.email "wickra-bot@users.noreply.github.com"
-          git add overview.md Quickstart-Rust.md
+          git add overview.md Quickstart-Rust.md Quickstart-Java.md
           git commit -m "chore: sync published version to ${version}"
           if ! git push 2>/dev/null; then
             echo "::warning::push to wickra-lib/wickra-docs failed — ABOUT_SYNC_TOKEN likely lacks write (findings P10.0a)."
@@ -431,6 +439,14 @@ jobs:
           sed -i -E "s/(Latest:\*\* \[.wickra(-wasm)? )[0-9]+\.[0-9]+\.[0-9]+/\1${version}/" api/*.md
           sed -i -E "s/(text: .v)[0-9]+\.[0-9]+\.[0-9]+/\1${version}/" .vitepress/config.ts
           sed -i -E "s/(.wickra-wasm.: .\^)[0-9]+\.[0-9]+\.[0-9]+/\1${version}/" package.json
+          # Java is the only target whose install snippet pins a version: the
+          # Maven `<version>` tag in the api/java.md dependency block and the
+          # home-page install tab in index.md, plus any `org.wickra:wickra:<v>`
+          # Gradle coordinate. Java publishes on every release, so it tracks the
+          # same ${version} as the rest. (Other languages' api/*.md carry a
+          # "Latest:" line handled above; Java uses the XML snippet instead.)
+          sed -i -E "s|<version>[0-9]+\.[0-9]+\.[0-9]+</version>|<version>${version}</version>|" api/java.md index.md
+          sed -i -E "s|(org\.wickra:wickra:)[0-9]+\.[0-9]+\.[0-9]+|\1${version}|" api/java.md index.md
           # Keep package-lock.json in sync with the package.json bump. The site's
           # Cloudflare build runs `npm clean-install` (npm ci), which hard-fails
           # with EUSAGE if the lockfile still pins the previous wickra-wasm —
@@ -449,7 +465,7 @@ jobs:
           fi
           git config user.name "wickra-bot"
           git config user.email "wickra-bot@users.noreply.github.com"
-          git add api/*.md .vitepress/config.ts package.json package-lock.json
+          git add api/*.md index.md .vitepress/config.ts package.json package-lock.json
           git commit -m "chore: sync published version to ${version}"
           if ! git push 2>/dev/null; then
             echo "::warning::push to wickra-lib/webpage failed — ABOUT_SYNC_TOKEN likely lacks write (findings P10.0a)."

.github/workflows/sync-metadata.yml

@@ -14,7 +14,7 @@ jobs:
     name: metadata audit
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
       - uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0

.github/workflows/zizmor.yml

@@ -32,7 +32,7 @@ jobs:
       actions: read # online audits resolve referenced actions
     steps:
       - name: Checkout
-        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6.0.3
         with:
           persist-credentials: false
 

.gitignore

@@ -55,6 +55,7 @@ bindings/node/npm-debug.log*
 
 # WASM build output
 bindings/wasm/pkg/
+bindings/wasm/pkg-node/
 
 # Python venv
 .venv/

ARCHITECTURE.md

@@ -7,7 +7,7 @@ for the day-to-day workflow.
 
 ## Workspace layout
 
-Wickra is a Cargo workspace of three Rust crates plus three binding crates.
+Wickra is a Cargo workspace of three Rust crates plus four binding crates.
 The split is deliberate: every concern that one user might want to disable
 or replace lives behind a separate crate boundary.
 
@@ -20,7 +20,7 @@ or replace lives behind a separate crate boundary.
    ┌───────────▼──────────┐            ┌──────────▼─────────┐
    │    wickra-core       │            │    wickra-data     │
    │   indicator engine   │            │  i/o + aggregation │
-   │   • 214 indicators   │            │  • CSV reader      │
+   │   • 514 indicators   │            │  • CSV reader      │
    │   • Indicator trait  │            │  • Tick aggregator │
    │   • BatchExt impl    │            │  • Resampler       │
    │   • OHLCV / Candle   │            │  • Live feeds      │
@@ -31,7 +31,7 @@ or replace lives behind a separate crate boundary.
    ┌────────────┼────────────┬────────────────┐
    │            │            │                │
 ┌──▼───────┐ ┌──▼───────┐ ┌──▼───────────┐ ┌──▼──────────────────┐
-│  Python  │ │   Node   │ │     WASM     │ │  C ABI (cbindgen)   │
+│  Python  │ │ Node.js  │ │     WASM     │ │  C ABI (cbindgen)   │
 │  (PyO3)  │ │ (napi-rs)│ │(wasm-bindgen)│ │   cdylib + header   │
 └──────────┘ └──────────┘ └──────────────┘ └─────────┬───────────┘
                                                      │  linked by
@@ -41,11 +41,11 @@ or replace lives behind a separate crate boundary.
                                           └─────────────────────┘
 ```
 
-Python, Node and WASM are *native* Rust bindings (PyO3 / napi-rs /
+Python, Node.js and WASM are *native* Rust bindings (PyO3 / napi-rs /
 wasm-bindgen). The C ABI is the *hub* every other C-capable language links
 against: it builds to a `cdylib`/`staticlib` plus a generated `wickra.h`, and
 downstream languages link that one artifact rather than each re-wrapping the
-core. C and C++ link it directly; the **C# / .NET** binding (`bindings/csharp`,
+core. C and C++ link it directly; the **C#** binding (`bindings/csharp`,
 on NuGet), the **Go** binding (`bindings/go`, cgo), the **R** binding
 (`bindings/r`, `.Call`) and the **Java** binding (`bindings/java`, the Java FFM
 API / Panama, on Maven Central) are all generated from `wickra.h`.
@@ -57,7 +57,7 @@ API / Panama, on Maven Central) are all generated from `wickra.h`.
 | `wickra-data` | `crates/wickra-data` | CSV reader, tick aggregator, resampler, live exchange feeds (feature-gated) | `tokio`, `tokio-tungstenite` (live), `serde_json` |
 | `wickra-python` | `bindings/python` | `_wickra` PyO3 module + Python package | `pyo3`, `numpy`, depends on `wickra-core` |
 | `wickra-node` | `bindings/node` | NAPI-RS native binding | `napi`, depends on `wickra-core` |
-| `wickra-wasm` | `bindings/wasm` | WebAssembly binding | `wasm-bindgen`, depends on `wickra-core` |
+| `wickra-wasm` | `bindings/wasm` | WASM binding | `wasm-bindgen`, depends on `wickra-core` |
 | `wickra-c` | `bindings/c` | C ABI hub — `cdylib`/`staticlib` + generated `wickra.h` (cbindgen) | depends on `wickra-core` |
 | `wickra-examples` | `examples/rust` | runnable binary examples | depends on `wickra`, `wickra-data` |
 
@@ -203,14 +203,17 @@ typed object arrays for Node/WASM).
 
 A handful of indicators need care beyond naive accumulation:
 
-- **Welford's online variance** is used in `StdDev`, `Variance`, `ZScore`,
-  `BollingerBands`, and several others. Standard sum-of-squares is
-  catastrophically lossy for low-variance inputs; Welford's recurrence
-  keeps O(eps) error.
-- **Kahan summation** is used wherever rolling sums could span > 1e6
-  elements without resetting — currently only Hurst-exponent's R/S
-  chunks. Most rolling sums are bounded by the window size and don't need
-  it.
+- **Rolling variance is running-sum, not Welford.** The sliding-window
+  variance family — `StdDev`, `Variance`, `ZScore`, `Bollinger` — keeps
+  running `Σx` and `Σx²` over the window and reports `var = Σx²/n − mean²`,
+  clamping to zero the tiny negative values floating-point cancellation can
+  produce. `Bollinger` periodically reseeds its `Σx²` from the live window
+  so error cannot accumulate over a long stream. Welford's online algorithm
+  (an incremental `M2` accumulator) does **not** transfer cleanly to a
+  sliding window — removing the oldest point from `M2` is numerically
+  unstable — so it is used only where the statistic is *not* a fixed
+  window: `IntradayVolatilityProfile` and `SeasonalZScore` accumulate
+  per-bucket variance that way.
 - **Logarithm bases** matter for some indicators (Hurst, MFI). Wickra
   uses natural log everywhere unless the reference math explicitly
   requires `log10` or `log2` — and then it documents the choice in the
@@ -224,7 +227,7 @@ A handful of indicators need care beyond naive accumulation:
 A typical full-stack call sequence for a Python live-trading example:
 
 ```
-[ Python: live_trading.py ]
+[ Python: live_binance.py ]
         │
         ▼
 [ binance.AsyncClient WebSocket ] ──── wickra_data live feed ───┐
@@ -327,9 +330,9 @@ re-discovering them.
 - **`FAMILIES` (from PR #60) is hand-maintained.** Adding a new
   indicator requires a separate entry in `FAMILIES`. The
   `total_count_matches_expected` test will fail if you forget.
-- **WASM does not have automated tests yet.** Smoke-validated only
-  through the manual examples. Adding `wasm-bindgen-test` coverage is
-  on the roadmap.
+- **WASM is covered by `wasm-bindgen-test`.** `bindings/wasm/src/lib.rs`
+  carries 21 in-crate tests (run under `wasm-pack test` in CI), in
+  addition to the manual browser examples.
 
 For the high-level project goals see [`ROADMAP.md`](ROADMAP.md); for
 day-to-day contribution mechanics see [`CONTRIBUTING.md`](CONTRIBUTING.md).

BENCHMARKS.md

@@ -94,3 +94,115 @@ cargo bench -p wickra-bench            # Rust core vs kand / ta-rs / yata
 pip install -e bindings/python[bench]  # Python peers
 python -m benchmarks.compare_libraries
 ```
+
+## 3. Per-binding throughput — the cost of the boundary
+
+The sections above compare Wickra against other libraries, which only exists for
+Python and Rust (there is no comparable streaming TA library for C, C++, C#, Go, Java,
+R or WASM to benchmark against). Every binding calls the **same** Rust
+core, so these per-binding benchmarks are **not** a speed claim and **not** a
+cross-library ratio — they document the raw cost of crossing each language's FFI
+boundary, in million updates per second (Mupd/s).
+
+Each binding ships a small `throughput` benchmark that feeds a synthetic OHLCV
+series through three indicators chosen by call-signature archetype — `SMA(20)`
+(1-in → 1-out), `ATR(14)` (multi-in → 1-out) and `MACD(12,26,9)` (1-in →
+multi-out). Two things fall out of the numbers:
+
+- **Batch crosses once.** A `batch` call crosses the boundary a single time and the
+  Rust core computes the whole series internally, so batch throughput stays high for
+  most bindings — the exceptions are the ones that copy or box the result array on
+  the way out (Node's JS `Array`, Python's stdlib `array.array` now that NumPy is
+  optional).
+- **Streaming reveals the boundary.** A per-tick `update` crosses the boundary
+  once per value, so streaming throughput is where the bindings differ: the raw C
+  ABI and P/Invoke-style calls are nearly free, while managed or interpreted
+  per-call marshalling (cgo, FFM, the R/WASM boundary) costs more per tick.
+
+The Rust core ships the same benchmark with **no** FFI boundary
+(`examples/rust/.../throughput.rs`) — it is the ceiling each binding is measured
+against and the value the batch paths converge towards.
+
+`SMA(20)`, 200 000 bars, median of 3 runs, on the reference machine (Windows 11,
+AMD Ryzen 9 9950X):
+
+| Target               | streaming (Mupd/s) | batch (Mupd/s) |
+|----------------------|-------------------:|---------------:|
+| Rust core (no FFI)   |                380 |            498 |
+| C / C++              |                365 |            358 |
+| C#                   |                348 |            259 |
+| Python               |                 31 |             46 |
+| Java                 |                 38 |            173 |
+| Go                   |                 23 |            394 |
+| WASM                 |                 21 |            169 |
+| Node.js              |                 16 |              9 |
+| R                    |                0.1 |            279 |
+
+Streaming spans more than three orders of magnitude — the raw C ABI (365) sits
+just under the FFI-free Rust ceiling (380), while R's per-call interpreter overhead
+(0.1) makes streaming ~2800× slower than its own batch. Batch stays high for the
+bindings that hand back a contiguous buffer (slices, typed arrays); the two low
+outliers are Node — whose napi `batch` boxes every element into a JS `Array` — and
+Python, which now copies into a stdlib `array.array` since NumPy became optional.
+These are machine-dependent and reflect FFI overhead, not algorithm speed.
+
+These are throughput numbers, not competitive numbers — the "Wickra is fast"
+claim lives in sections 1 and 2 (Rust core + the Python/Rust cross-library runs).
+
+Run any target's benchmark (build the C ABI library first where it links one):
+
+```bash
+cargo run -p wickra-examples --release --bin throughput           # Rust core baseline (no FFI)
+
+node bindings/node/benchmarks/throughput.js                       # native napi-rs
+( cd bindings/python && python -m benchmarks.throughput )         # native PyO3
+( cd bindings/wasm && wasm-pack build --target nodejs --out-dir pkg-node --release ) \
+  && node bindings/wasm/benchmarks/throughput.mjs                 # wasm boundary
+
+cargo build -p wickra-c --release                                 # the C ABI hub
+cmake -S bindings/c/benchmarks -B build/cbench && cmake --build build/cbench \
+  && ./build/cbench/throughput                                    # raw C ABI
+dotnet run -c Release --project bindings/csharp/benchmarks        # C# (P/Invoke)
+( cd bindings/go/benchmarks && go run . )                         # Go (cgo)
+mvn -q -f bindings/java install -DskipTests \
+  && mvn -q -f bindings/java/benchmarks exec:exec -Dexec.mainClass=org.wickra.benchmarks.Throughput
+Rscript bindings/r/benchmarks/throughput.R                        # R (.Call)
+```
+
+## 4. Data layer — native I/O throughput
+
+Wickra ships its own data layer — a CSV candle reader, a tick-to-candle
+aggregator, and a timeframe resampler — so loading and reshaping market data
+needs **no third-party package** (`pandas`, `csv-parse`, manual bucketing,
+`pandas.resample`, …) in any of the ten languages. These run on the same Rust
+core as the indicators, so every binding reaches these speeds minus the FFI
+boundary characterised in section 3 (a `read` / `push` / `flush` call crosses the
+boundary once per batch, like `batch`, so bindings land close to the core).
+
+Rust core, 50 000 real BTCUSDT one-minute candles
+(`examples/data/btcusdt-1m.csv`), median of 100 samples, on the reference machine
+(Windows 11, AMD Ryzen 9 9950X):
+
+| Operation                          | Throughput          | Per element |
+|------------------------------------|--------------------:|------------:|
+| CSV parse (`CandleReader`)         |   3.0 M candles/s   |      329 ns |
+| Tick aggregate → 1m (`TickAggregator`) |  44 M ticks/s   |     22.6 ns |
+| Resample 1m → 5m (`Resampler`)     | 234 M candles/s     |      4.3 ns |
+
+Reading and validating a 50 000-row CSV into typed candles takes ~16 ms;
+aggregating 50 000 ticks into one-minute bars ~1.1 ms; resampling 50 000
+one-minute candles to five-minute bars ~0.2 ms. CSV parsing is the floor because
+it does the most per row (UTF-8 scan, field split, six `f64` parses, finiteness
+checks); aggregation and resampling are pure arithmetic over already-typed
+candles.
+
+The live and historical Binance feeds (`BinanceFeed`, `fetch_binance_klines`) are
+network-bound — their throughput is set by the exchange and the socket, not by
+Wickra — so they are not micro-benchmarked here; the relevant Wickra cost is the
+per-event parse, which is the same arithmetic measured above.
+
+Run it with:
+
+```bash
+cargo bench -p wickra --bench data_layer
+```

CHANGELOG.md

@@ -5,6 +5,355 @@ All notable changes to Wickra are documented in this file.
 The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.1.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
+## [Unreleased]
+
+## [0.9.3] - 2026-06-17
+
+### Changed
+- **Python: zero third-party dependencies — NumPy is no longer required**
+  (breaking). `pip install wickra` now pulls nothing else. Batch inputs accept any
+  sequence or buffer of numbers (`array.array`, `memoryview`, a NumPy array, or a
+  plain `list`); single-output `batch(...)` now returns a stdlib `array.array('d')`
+  and multi-output indicators return a buffer-protocol `Matrix` (with `.shape`,
+  integer-row and `[i, j]` element access, `.tolist()`) instead of 1-D / 2-D NumPy
+  arrays. Both expose the buffer protocol, so `numpy.asarray(result)` still wraps a
+  1-D result zero-copy when NumPy is installed — it is now an optional extra
+  (`pip install wickra[numpy]`). Streaming `update(...)` is unchanged, and results
+  are numerically identical. Single-output `batch(...)` is slower than the previous
+  NumPy path — a stdlib `array.array` cannot take ownership of the Rust result, so
+  it is copied rather than moved — though absolute batch latency stays in the
+  low-millisecond range. The other nine languages were already dependency-free.
+
+### Removed
+- **Python: `numpy` runtime dependency** (see *Changed*). NumPy moves to the
+  optional `numpy`/`test`/`bench` extras.
+
+### Fixed
+- **Binance kline feed: add the missing `3d` and `1M` intervals.** The
+  `live-binance` `Interval` enum was missing three-day (`3d`) and one-month (`1M`)
+  candles, two of Binance's 16 supported kline intervals. Both are now selectable
+  and map to the correct wire-format strings.
+
+### Added
+- **Native historical Binance REST kline fetcher in 9 languages (data layer).**
+  `fetchBinanceKlines` (Node.js / Python `fetch_binance_klines` / Go
+  `FetchBinanceKlines` / C# `BinanceFeed.FetchKlines` / Java `BinanceFeed.fetchKlines`
+  / R `fetch_binance_klines`; C / C++ call `wickra_binance_fetch_klines`) downloads
+  historical OHLCV candles straight from Binance's public REST endpoint — no
+  third-party HTTP/JSON client (`jackson`, `jsonlite`, `urllib`, …) needed. Pass a
+  symbol, interval, and limit (`1..=1000`) plus optional millisecond start/end
+  bounds; it blocks until the response arrives and returns the parsed candles. It
+  is built on `ureq` with native-tls, sharing the live feed's TLS stack, and is
+  covered by mock-HTTP-server tests. The historical counterpart to the live
+  `BinanceFeed`; WASM is excluded (browsers use the host `fetch`). Ships with the
+  C ABI's default `live-binance` feature.
+- **Native live Binance kline feed in 9 languages (data layer).** `BinanceFeed`
+  streams live OHLCV candles straight from Binance's public WebSocket — no
+  third-party WebSocket client (`ws`, `websockets`, `gorilla/websocket`, …) in any
+  binding. Construct it with comma-separated symbols + an interval, then poll
+  `next(timeout)` for the next event (or `null`/`None` on timeout); the connection
+  reconnects transparently. Exposed natively (Node.js / Python — a blocking poll
+  that drives the tested async stream on a tokio runtime) and over the C ABI as Go
+  `Next()`, C# `Next()`, Java `next()`, and the R `binance_next()`; C / C++ call
+  `wickra_binance_connect` / `_next` / `_close` / `_free` directly. The connect →
+  read → reconnect pipeline is covered by the existing mock-WS-server tests. WASM
+  is excluded (a browser has no raw sockets; use the host `WebSocket`). The C ABI
+  ships the feed by default (`live-binance` feature); the wasm build drops it.
+- **CSV candle reading in all 10 languages (data layer).** The `CandleReader`
+  parses a `timestamp,open,high,low,close,volume` CSV buffer (a leading UTF-8 BOM
+  and field whitespace are tolerated) into candles: construct it from a CSV string
+  and call `read()` for every candle in file order. Exposed natively (Node.js /
+  WASM `read(): Candle[]`, Python `read() -> list[tuple]`) and over the C ABI as Go
+  `Read() []Candle`, C# `Candle[] Read()`, Java `Candle[] read()`, and the R
+  `read()` S3 generic (an `n×6` matrix); C / C++ call `wickra_candle_reader_new` /
+  `_count` / `_read` directly. A cross-language golden
+  (`testdata/golden/data_csv*.csv`) pins the parsed candles identically across
+  every binding. This makes CSV backtest loading dependency-free in every binding.
+- **Candle resampling in all 10 languages (data layer).** The `Resampler`
+  aggregates candles into a higher timeframe (e.g. 1m → 5m): `update(open, high,
+  low, close, volume, timestamp)` returns the completed higher-timeframe candle on
+  a bucket boundary (else `null`/`None`/`NA`), and `flush()` emits the final,
+  still-open candle. Exposed natively (Node.js / WASM / Python) and over the C ABI
+  (Go / C# / Java return `(Candle, bool)` / `Candle?` / `Candle`; R via `update()`
+  and a `flush()` S3 method; C / C++ directly). A cross-language golden
+  (`testdata/golden/data_resampled.csv`) pins the resampled stream identically.
+- **Tick-to-candle aggregation in all 10 languages (data layer).** The
+  `TickAggregator` — roll trade ticks up into fixed-timeframe OHLCV candles, with
+  optional gap filling — is now exposed natively (Node.js / WASM `push(price,
+  size, ts): Candle[]`, Python `push(...) -> list[tuple]`) and over the C ABI as
+  Go `Push() []Candle`, C# `Candle[] Push()`, Java `Candle[] push()`, and the R
+  `push()` generic (an `n×6` matrix); C / C++ call the C ABI directly. The C ABI
+  uses a lossless two-step `wickra_tick_aggregator_push` / `_drain` so a single
+  push that gap-fills across many empty buckets never overflows a fixed buffer. A
+  new cross-language golden (`testdata/golden/data_*.csv`) pins the candle stream
+  identically across every binding. This is the first feature of a data layer that
+  makes the non-Rust bindings dependency-free for tick aggregation.
+- **`name()` on every indicator in all 10 languages.** The canonical
+  `Indicator::name()` / `BarBuilder::name()` accessor is now exposed through every
+  binding — Node.js `name()`, WASM `name()`, Python `name()`, and the C ABI
+  `wickra_<ind>_name()` surfaced as Go `Name()`, C# `Name()`, Java `name()`, and
+  the R `name()` S3 generic (C/C++ call the C ABI directly). The returned string
+  is the core canonical name, which may differ from the registered class name
+  (e.g. `ChaikinMoneyFlow` reports `"CMF"`, `Donchian` reports
+  `"DonchianChannels"`). A new cross-language golden (`testdata/golden/names.json`)
+  pins this name for all 514 indicators identically across every binding.
+
+## [0.9.2] - 2026-06-15
+
+### Added
+- **Cross-language golden parity for all 514 indicators across all 10 languages.**
+  A new `gen_golden` reference emits a deterministic OHLCV input series plus the
+  Rust output of every one of the 514 indicators to `testdata/golden/`. Each
+  binding now replays that shared input and is checked **bit-for-bit against the
+  Rust reference**, covering every archetype (scalar, multi-output, pairwise,
+  derivatives-tick, cross-section, order-book, trade, profile, alt-chart bars,
+  footprint):
+  - Python, Node.js, Java and R via reflection-driven runners.
+  - Go, C# and C/C++ via generated dispatch (`golden_all_test.go`,
+    `GoldenAllTests.g.cs`, `examples/c/golden_test.c` compiled as both C and C++).
+  - WASM via a `node --test` runner over the nodejs-target build.
+- CI now runs the WASM golden suite; the C/C++ golden tests run as `ctest`
+  targets in the existing C-ABI job, and the Python/Node/Go/C#/Java/R suites pick
+  up their golden runners automatically.
+- **README:** a "verified across 10 languages" badge (linking to the FAQ that
+  explains the cross-language golden parity) and a per-binding throughput table so
+  readers can pick a binding by its streaming FFI cost.
+
+### Fixed
+- **Java binding marshalled C ABI `bool` parameters incorrectly.** The
+  cross-section state flags (`newHigh`, `newLow`, `aboveMa`, `onBuySignal`) were
+  allocated as `JAVA_DOUBLE` arrays and passed to `const bool*` parameters, so the
+  native side read the low byte of each 8-byte double and saw every flag as
+  `false` (affecting e.g. `NewHighsNewLows`, `HighLowIndex`, `BullishPercentIndex`,
+  `PercentAboveMa`). They are now packed into a real `bool` buffer. `MacdExt`'s
+  `MaType` arguments are now passed as `byte` to match the `uint8_t` downcall.
+- **R binding marshalled C ABI `bool` flags incorrectly.** `(bool *)REAL(x)`
+  reinterpreted the 8-byte doubles as 1-byte bools across the 15 cross-section
+  update wrappers, reading every flag as `false`; the flags are now converted into
+  a real C `bool` buffer.
+- C# binding: added the `#nullable enable` directive the generated
+  `Indicators.g.cs` requires, clearing four `CS8669` warnings.
+
+### Changed
+- Renamed the `live_trading` examples to `live_binance` across the Python, Node.js,
+  WASM and C examples — they poll Binance market data, they do not place trades.
+- **Breaking — de-duplicated four indicators that computed identically to another
+  one.** Each is now its own distinct, correctly-defined indicator (the catalogue
+  stays at the same count):
+  - `AverageDrawdown` now reports the mean of the maximum depths of the distinct
+    drawdown episodes in the window (previously the per-bar mean under-water
+    fraction, which equalled `PainIndex`).
+  - `IntradayIntensity` now reports the raw per-bar Bostian intensity
+    `volume * (2*close − high − low) / (high − low)` (previously a cumulative line
+    that equalled the A/D Line `Adl`; its normalized form is `Cmf`).
+  - `AwesomeOscillatorHistogram` now reports the AO momentum
+    `AO[t] − AO[t−lookback]`; its third parameter is the momentum `lookback`
+    (default 1) instead of an SMA period (the old `AO − SMA(AO, n)` equalled
+    `AcceleratorOscillator`).
+  - `AdOscillator` is now the Williams **A/D Oscillator** (`WAD − SMA(WAD, 13)`),
+    distinct from the cumulative Williams A/D line `Wad`. Its native (Python /
+    Node.js / WASM) alias is renamed **`WilliamsAD` → `ADOSC`**.
+
+## [0.9.1] - 2026-06-14
+
+### Added
+- C ABI hub: every indicator now exposes `wickra_<ind>_warmup_period` and
+  `wickra_<ind>_is_ready`, closing the gap with the native bindings (which
+  already had them). The C-ABI languages surface them idiomatically: C# `int
+  WarmupPeriod()` / `bool IsReady()`, Go `WarmupPeriod()` / `IsReady()`, Java
+  `int warmupPeriod()` / `boolean isReady()`, and R `warmup_period()` /
+  `is_ready()` generics. The alt-chart bar builders are excluded by design (a
+  candle can complete 0..n bars, so they have no warmup).
+- Runnable rustdoc examples for 23 indicators that previously lacked one.
+- A Requirements reference documenting the minimum supported version per
+  language — a new page in the documentation site plus README, marketing-site
+  and organization-profile sections.
+
+### Changed
+- Raised the minimum Node.js version to 20 — Node 18 reached end-of-life. The
+  prebuilt N-API addon is now tested on the active LTS lines (22 and 24).
+- The Java binding now builds on the JDK 25 LTS in CI (JDK 22 reached
+  end-of-life); the published bytecode still targets Java 22, so the runtime
+  requirement is unchanged.
+- Standardised programming-language naming and ordering across all docs, READMEs,
+  the documentation site, marketing site, organization profile and GitHub
+  repository descriptions. Canonical list:
+  `Rust, Python, Node.js, WASM, C, C++, C#, Go, Java, R`. Uses C# (not .NET) as
+  the language label, lists C and C++ separately, prefers `Node.js` and `WASM` in
+  prose, and frames the C ABI as a hub (`C ABI hub → …`) rather than a
+  language-list entry. Documentation only — no code or public API changes.
+- Python binding: upgraded `pyo3` and `rust-numpy` from 0.28 to 0.29. No public
+  API changes; the full test suite passes unchanged.
+
+### Fixed
+- Corrected the internal casing of the `RelativeStrengthAB` binding wrappers,
+  which used `...Ab` (`WasmRelativeStrengthAb` in the WASM crate,
+  `RelativeStrengthAbNode` in the Node crate) while every other surface uses the
+  acronym `AB`. The published JS/WASM class name was already `RelativeStrengthAB`
+  (set via `js_name`/`js_class`), so the runtime API is unchanged; the only
+  visible change is the auto-generated TypeScript type alias, renamed
+  `RelativeStrengthAbNode` → `RelativeStrengthABNode` in `index.d.ts`.
+
+### Security
+- Resolved the pyo3 advisories RUSTSEC-2026-0176 (out-of-bounds read in
+  `PyList`/`PyTuple` `nth`/`nth_back`) and RUSTSEC-2026-0177 (missing `Sync`
+  bound on `PyCFunction::new_closure`) by upgrading to pyo3 0.29, which fixes
+  both. The upgrade was previously blocked upstream by rust-numpy 0.28 pinning
+  pyo3 `^0.28`; rust-numpy 0.29 lifts that pin. The not-affected exceptions are
+  removed from `deny.toml` and `osv-scanner.toml`.
+
+## [0.9.0] - 2026-06-13
+
+Maintenance release: Java build-dependency updates and CI/Dependabot
+housekeeping only. No library code or public API changes.
+
+### Changed
+- Java binding: upgraded the test framework to JUnit Jupiter 6.1.0 (from
+  5.10.2) and bumped the Maven build plugins — `maven-compiler-plugin`
+  3.13.0 → 3.15.0, `maven-surefire-plugin` 3.2.5 → 3.5.6, `maven-jar-plugin`
+  3.4.1 → 3.5.0, `maven-source-plugin` 3.3.1 → 3.4.0, `maven-javadoc-plugin`
+  3.7.0 → 3.12.0, and `maven-gpg-plugin` 3.2.4 → 3.2.8.
+- Java benchmarks and examples: bumped `maven-compiler-plugin` to 3.15.0 and
+  `exec-maven-plugin` to 3.6.3; examples bumped `jackson-databind` 2.17.1 →
+  2.22.0.
+- Grouped Dependabot updates per ecosystem into a single pull request and
+  extended tracking to the NuGet (C#) binding and the Node/Go examples.
+
+
+## [0.8.9] - 2026-06-12
+
+Maintenance release: supply-chain and CI housekeeping only. No library code or
+public API changes.
+
+### Security
+- Triaged the pyo3 advisories RUSTSEC-2026-0176 (out-of-bounds read in
+  `PyList`/`PyTuple` `nth`/`nth_back`) and RUSTSEC-2026-0177 (missing `Sync`
+  bound on `PyCFunction::new_closure`) as **not affecting Wickra**: neither
+  vulnerable API is reachable from the Python binding. Both are fixed in pyo3
+  0.29, but rust-numpy 0.28 pins pyo3 `^0.28`, so the upgrade is blocked
+  upstream; the advisories are recorded with their not-affected rationale in
+  `deny.toml` and `osv-scanner.toml` and will be cleared once rust-numpy 0.29
+  ships.
+
+### Changed
+- Java binding: bumped `central-publishing-maven-plugin` 0.5.0 → 0.10.0 (the
+  Maven Central publishing plugin used at release time).
+- Bumped the SHA-pinned GitHub Actions used in CI (`actions/checkout`,
+  `actions/setup-go`, `actions/setup-java`, `github/codeql-action`,
+  `taiki-e/install-action`) to their latest releases.
+- Added a Maven ecosystem to Dependabot so the Java binding's build plugins and
+  dependencies are tracked going forward.
+
+
+## [0.8.8] - 2026-06-11
+### Fixed
+- R binding: declare `Depends: R (>= 2.10)`, clearing the `R CMD check` warning
+  ("package needs dependence on R (>= 2.10)") that the bundled, lazy-loaded
+  `sample_ohlcv` dataset triggers on r-universe / CRAN.
+
+## [0.8.7] - 2026-06-11
+### Added
+- R binding: a *Getting started* vignette and a synthetic `sample_ohlcv` example
+  dataset, giving new users a runnable, self-contained walkthrough and populating
+  the R-universe Articles and Datasets tabs. The vignette's code is exercised in
+  CI so a broken example is caught before the published build.
+
+## [0.8.6] - 2026-06-11
+### Changed
+- Package registry metadata for better discoverability:
+  - R (R-universe): added the R-universe URL and `X-schema.org-keywords` to the
+    R `DESCRIPTION`, plus a package logo at `bindings/r/man/figures/logo.png`
+    (pkgdown convention).
+  - Python (PyPI): added a `Documentation` project URL.
+  - C# (NuGet): added a package icon via `PackageIcon`.
+
+## [0.8.5] - 2026-06-11
+### Fixed
+- The R binding's golden-fixture parity test now skips gracefully when the shared
+  `testdata/golden` fixtures are not bundled with the package — standalone
+  r-universe / CRAN builds package only `bindings/r`, so the repo-root fixtures
+  are unreachable there. The parity stays enforced by the repository CI, where
+  the fixtures are present.
+
+## [0.8.4] - 2026-06-11
+### Fixed
+- A single non-finite (NaN/inf) tick no longer poisons indicator state.
+  The 16 pairwise running-sum/buffer indicators fixed first (`Beta`,
+  `BetaNeutralSpread`, `Cointegration`, `HasbrouckInformationShare`,
+  `PearsonCorrelation`, `RollingCorrelation`, `RollingCovariance`,
+  `DistanceSsd`, `GrangerCausality`, `KendallTau`, `LeadLagCrossCorrelation`,
+  `OuHalfLife`, `SpearmanCorrelation`, `SpreadAr1Coefficient`, `SpreadHurst`,
+  `VarianceRatio`) were joined by 38 more scalar/pairwise indicators the new
+  property harness surfaced (the linear-regression family, rolling quantiles
+  and IQR, `Variance`/`StdDev`-derived stats, `Kurtosis`/`Skewness`, the
+  trailing stops, `KalmanHedgeRatio`, `SpreadBollingerBands`, and more). Every
+  `f64` / `(f64, f64)` indicator now rejects non-finite input and returns
+  `None`, matching the streaming-robustness guarantee — and the harness enforces
+  it going forward.
+
+### Added
+- Catalogue-wide property-based invariant harness
+  (`crates/wickra-core/tests/invariants.rs`) asserting `batch == streaming`,
+  `reset == fresh`, and non-finite-input rejection for every indicator and
+  bar-builder.
+
+### Changed
+- CI: every job now has a runtime cap and the historically flaky Node test step
+  auto-retries, so a wedged runner fails fast instead of hanging for hours.
+- Documentation accuracy fixes in `SECURITY.md`, `ARCHITECTURE.md`, and
+  `THREAT_MODEL.md` (supported version, indicator count, WASM test coverage,
+  numerical-stability notes, and the C-ABI panic strategy).
+
+## [0.8.3] - 2026-06-10
+### Added
+- **Per-binding throughput benchmarks** — every target now ships a `throughput`
+  benchmark mirroring the Node `throughput.js`: streaming and batch
+  updates-per-second for `SMA(20)`, `ATR(14)` and `MACD(12,26,9)` over a
+  synthetic OHLCV series. New for Python (`bindings/python/benchmarks/`), C
+  (`bindings/c/benchmarks/`), C# (`bindings/csharp/benchmarks/`), Go
+  (`bindings/go/benchmarks/`), Java (`bindings/java/benchmarks/`), R
+  (`bindings/r/benchmarks/`), WebAssembly (`bindings/wasm/benchmarks/`) and the
+  Rust core baseline (`examples/rust/.../throughput.rs`, no FFI). They measure
+  each binding's FFI overhead — the same Rust core runs underneath all of them —
+  and are documented in [BENCHMARKS.md](BENCHMARKS.md) §3, not a cross-library
+  speed claim.
+- **C ABI archetype test** — `examples/c/archetypes.c` exercises one indicator
+  per FFI archetype (scalar, multi-output, bars, profile, array input) through
+  the C boundary, matching the Go/R/Java suites.
+
+## [0.8.2] - 2026-06-10
+### Fixed
+- **R binding builds for WebAssembly** — `bindings/r/configure` now builds the
+  C ABI from source for the `wasm32-unknown-emscripten` target (r-universe /
+  webR) using the build image's cargo + emscripten, instead of failing with
+  "unsupported OS Emscripten". rayon is dropped on wasm via
+  `--no-default-features`; the indicators are pure computation, so the serial
+  path is functionally identical.
+
+## [0.8.1] - 2026-06-10
+### Fixed
+- **`wickra-go` license** — the release-time Go module mirror now ships the dual
+  `LICENSE-MIT` and `LICENSE-APACHE` files, so pkg.go.dev detects a
+  redistributable license for `github.com/wickra-lib/wickra-go`. The previous
+  mirror shipped no license file.
+
+## [0.8.0] - 2026-06-09
+### Added
+- **Standalone `wickra-go` module** — the Go binding is now mirrored to a
+  dedicated `github.com/wickra-lib/wickra-go` repository on every release, with
+  the prebuilt C ABI libraries committed per platform under
+  `lib/<goos>_<goarch>/` and the C ABI header vendored alongside the source, so
+  `go get github.com/wickra-lib/wickra-go` builds with no extra steps. The
+  in-repo `bindings/go` module is unchanged for repo-clone workflows.
+
+### Changed
+- **Go binding (`bindings/go`) is self-contained** — the C ABI header is now
+  vendored inside the module (`bindings/go/include/wickra.h`) instead of being
+  referenced from the parent `bindings/c` directory, and the cgo link flags
+  resolve the prebuilt library per `GOOS`/`GOARCH` under `lib/<goos>_<goarch>/`.
+  This removes the dependency on a full repository checkout for building the
+  module.
+
 ## [0.7.9] - 2026-06-09
 ### Added
 - **Java binding (`bindings/java`)** — a Java binding reaching the C ABI hub
@@ -1461,7 +1810,21 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
   optional Binance live feed.
 - Bindings for Python, Node.js, and WebAssembly.
 
-[Unreleased]: https://github.com/wickra-lib/wickra/compare/v0.7.9...HEAD
+[Unreleased]: https://github.com/wickra-lib/wickra/compare/v0.9.3...HEAD
+[0.9.3]: https://github.com/wickra-lib/wickra/compare/v0.9.2...v0.9.3
+[0.9.2]: https://github.com/wickra-lib/wickra/compare/v0.9.1...v0.9.2
+[0.9.1]: https://github.com/wickra-lib/wickra/compare/v0.9.0...v0.9.1
+[0.9.0]: https://github.com/wickra-lib/wickra/compare/v0.8.9...v0.9.0
+[0.8.9]: https://github.com/wickra-lib/wickra/compare/v0.8.8...v0.8.9
+[0.8.8]: https://github.com/wickra-lib/wickra/compare/v0.8.7...v0.8.8
+[0.8.7]: https://github.com/wickra-lib/wickra/compare/v0.8.6...v0.8.7
+[0.8.6]: https://github.com/wickra-lib/wickra/compare/v0.8.5...v0.8.6
+[0.8.5]: https://github.com/wickra-lib/wickra/compare/v0.8.4...v0.8.5
+[0.8.4]: https://github.com/wickra-lib/wickra/compare/v0.8.3...v0.8.4
+[0.8.3]: https://github.com/wickra-lib/wickra/compare/v0.8.2...v0.8.3
+[0.8.2]: https://github.com/wickra-lib/wickra/compare/v0.8.1...v0.8.2
+[0.8.1]: https://github.com/wickra-lib/wickra/compare/v0.8.0...v0.8.1
+[0.8.0]: https://github.com/wickra-lib/wickra/compare/v0.7.9...v0.8.0
 [0.7.9]: https://github.com/wickra-lib/wickra/compare/v0.7.8...v0.7.9
 [0.7.8]: https://github.com/wickra-lib/wickra/compare/v0.7.7...v0.7.8
 [0.7.7]: https://github.com/wickra-lib/wickra/compare/v0.7.6...v0.7.7

CONTRIBUTING.md

@@ -22,7 +22,7 @@ licensed as above, without any additional terms or conditions.
 | `bindings/node` | napi-rs bindings (`wickra` on npm). |
 | `bindings/wasm` | wasm-bindgen bindings (`wickra-wasm` on npm). |
 | `bindings/c` | C ABI — `cdylib` + `staticlib` + generated `include/wickra.h`. The hub for C / C++ and any C-capable language. |
-| `bindings/csharp` | .NET binding over the C ABI (`Wickra` on NuGet) — `[LibraryImport]` P/Invoke generated from `wickra.h`. |
+| `bindings/csharp` | C# binding over the C ABI (`Wickra` on NuGet) — `[LibraryImport]` P/Invoke generated from `wickra.h`. |
 | `bindings/go` | Go binding over the C ABI via cgo (module tag `bindings/go/vX.Y.Z`) — wrappers generated from `wickra.h`. |
 | `bindings/r` | R binding over the C ABI via `.Call` (R package) — C glue + R wrappers generated from `wickra.h`. |
 | `bindings/java` | Java binding over the C ABI via the FFM API (Panama, Maven Central) — wrappers generated from `wickra.h`. |
@@ -107,7 +107,7 @@ installed. Dependabot also keeps the `.github/requirements` pins current.
 - **Streaming parity.** An indicator's `batch` output must equal the sequence
   of `update` calls.
 - **Bindings.** A change to a public indicator API must be mirrored across the
-  Python, Node, and WASM bindings, including their type stubs / `.d.ts`. The C ABI
+  Python, Node.js, and WASM bindings, including their type stubs / `.d.ts`. The C ABI
   (`bindings/c`) is generated from the core, so regenerate it from the core and
   commit `src/lib.rs` + `include/wickra.h`. The C# binding (`bindings/csharp`) is
   generated from `wickra.h`, so regenerate and commit its `Generated/*.g.cs` too.

Cargo.lock

@@ -32,12 +32,6 @@ version = "1.0.14"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "940b3a0ca603d1eade50a4846a2afffd5ef57a9feac2c0e2ec2e14f9ead76000"
 
-[[package]]
-name = "anyhow"
-version = "1.0.102"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7f202df86484c868dbad7eaa557ef785d5c66295e41b460ef922eca0723b842c"
-
 [[package]]
 name = "approx"
 version = "0.5.1"
@@ -64,6 +58,12 @@ version = "1.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c08606f8c3cbf4ce6ec8e28fb0014a2c086708fe954eaa885384a6165172e7e8"
 
+[[package]]
+name = "base64"
+version = "0.22.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "72b3254f16251a8381aa12e40e3c4d2f0199f8c6508fbecb9d91f575e0fbb8c6"
+
 [[package]]
 name = "bit-set"
 version = "0.8.0"
@@ -100,6 +100,12 @@ version = "3.20.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "5d20789868f4b01b2f2caec9f5c4e0213b41e3e5702a50157d699ae31ced2fcb"
 
+[[package]]
+name = "bytemuck"
+version = "1.25.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c8efb64bd706a16a1bdde310ae86b351e4d21550d98d056f22f8a7f7a2183fec"
+
 [[package]]
 name = "bytes"
 version = "1.11.1"
@@ -398,12 +404,6 @@ version = "1.0.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "3f9eec918d3f24069decb9af1554cad7c880e2da24a9afd88aca000531ab82c1"
 
-[[package]]
-name = "foldhash"
-version = "0.1.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d9c4f5dac5e15c24eb999c26181a6ca40b39fe946cbe4c263c7209467bc83af2"
-
 [[package]]
 name = "foreign-types"
 version = "0.3.2"
@@ -489,23 +489,10 @@ checksum = "899def5c37c4fd7b2664648c28120ecec138e4d395b459e5ca34f9cce2dd77fd"
 dependencies = [
  "cfg-if",
  "libc",
- "r-efi 5.3.0",
+ "r-efi",
  "wasip2",
 ]
 
-[[package]]
-name = "getrandom"
-version = "0.4.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0de51e6874e94e7bf76d726fc5d13ba782deca734ff60d5bb2fb2607c7406555"
-dependencies = [
- "cfg-if",
- "libc",
- "r-efi 6.0.0",
- "wasip2",
- "wasip3",
-]
-
 [[package]]
 name = "half"
 version = "2.7.1"
@@ -517,15 +504,6 @@ dependencies = [
  "zerocopy",
 ]
 
-[[package]]
-name = "hashbrown"
-version = "0.15.5"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9229cfe53dfd69f0609a49f65461bd93001ea1ef889cd5529dd176593f5338a1"
-dependencies = [
- "foldhash",
-]
-
 [[package]]
 name = "hashbrown"
 version = "0.17.1"
@@ -636,12 +614,6 @@ dependencies = [
  "zerovec",
 ]
 
-[[package]]
-name = "id-arena"
-version = "2.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3d3067d79b975e8844ca9eb072e16b31c3c1c36928edf9c6789548c524d0d954"
-
 [[package]]
 name = "idna"
 version = "1.1.0"
@@ -670,9 +642,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d466e9454f08e4a911e14806c24e16fba1b4c121d1ea474396f396069cf949d9"
 dependencies = [
  "equivalent",
- "hashbrown 0.17.1",
- "serde",
- "serde_core",
+ "hashbrown",
 ]
 
 [[package]]
@@ -712,12 +682,6 @@ dependencies = [
  "thiserror",
 ]
 
-[[package]]
-name = "leb128fmt"
-version = "0.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "09edd9e8b54e49e587e4f6295a7d29c3ea94d469cb40ab8ca70b288248a81db2"
-
 [[package]]
 name = "libc"
 version = "0.2.186"
@@ -758,16 +722,6 @@ version = "0.4.29"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "5e5032e24019045c762d3c0f28f5b6b8bbf38563a65908389bf7978758920897"
 
-[[package]]
-name = "matrixmultiply"
-version = "0.3.10"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a06de3016e9fae57a36fd14dba131fccf49f74b40b7fbdb472f96e361ec71a08"
-dependencies = [
- "autocfg",
- "rawpointer",
-]
-
 [[package]]
 name = "memchr"
 version = "2.8.0"
@@ -869,21 +823,6 @@ dependencies = [
  "tempfile",
 ]
 
-[[package]]
-name = "ndarray"
-version = "0.16.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "882ed72dce9365842bf196bdeedf5055305f11fc8c03dee7bb0194a6cad34841"
-dependencies = [
- "matrixmultiply",
- "num-complex",
- "num-integer",
- "num-traits",
- "portable-atomic",
- "portable-atomic-util",
- "rawpointer",
-]
-
 [[package]]
 name = "nu-ansi-term"
 version = "0.50.3"
@@ -893,24 +832,6 @@ dependencies = [
  "windows-sys",
 ]
 
-[[package]]
-name = "num-complex"
-version = "0.4.6"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "73f88a1307638156682bada9d7604135552957b7818057dcef22705b4d509495"
-dependencies = [
- "num-traits",
-]
-
-[[package]]
-name = "num-integer"
-version = "0.1.46"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7969661fd2958a5cb096e56c8e1ad0444ac2bbcd0061bd28660485a44879858f"
-dependencies = [
- "num-traits",
-]
-
 [[package]]
 name = "num-traits"
 version = "0.2.19"
@@ -943,22 +864,6 @@ dependencies = [
  "syn",
 ]
 
-[[package]]
-name = "numpy"
-version = "0.28.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "778da78c64ddc928ebf5ad9df5edf0789410ff3bdbf3619aed51cd789a6af1e2"
-dependencies = [
- "libc",
- "ndarray",
- "num-complex",
- "num-integer",
- "num-traits",
- "pyo3",
- "pyo3-build-config",
- "rustc-hash",
-]
-
 [[package]]
 name = "once_cell"
 version = "1.21.4"
@@ -1076,15 +981,6 @@ version = "1.13.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c33a9471896f1c69cecef8d20cbe2f7accd12527ce60845ff44c153bb2a21b49"
 
-[[package]]
-name = "portable-atomic-util"
-version = "0.2.7"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c2a106d1259c23fac8e543272398ae0e3c0b8d33c88ed73d0cc71b0f1d902618"
-dependencies = [
- "portable-atomic",
-]
-
 [[package]]
 name = "potential_utf"
 version = "0.1.5"
@@ -1103,16 +999,6 @@ dependencies = [
  "zerocopy",
 ]
 
-[[package]]
-name = "prettyplease"
-version = "0.2.37"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "479ca8adacdd7ce8f1fb39ce9ecccbfe93a3f1344b3d0d97f20bc0196208f62b"
-dependencies = [
- "proc-macro2",
- "syn",
-]
-
 [[package]]
 name = "proc-macro-crate"
 version = "3.5.0"
@@ -1152,9 +1038,9 @@ dependencies = [
 
 [[package]]
 name = "pyo3"
-version = "0.28.3"
+version = "0.29.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "91fd8e38a3b50ed1167fb981cd6fd60147e091784c427b8f7183a7ee32c31c12"
+checksum = "cd274650b21d4bfc26a0a47587962c1edb425f69287324355cd040c3ea66071c"
 dependencies = [
  "libc",
  "once_cell",
@@ -1166,18 +1052,18 @@ dependencies = [
 
 [[package]]
 name = "pyo3-build-config"
-version = "0.28.3"
+version = "0.29.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e368e7ddfdeb98c9bca7f8383be1648fd84ab466bf2bc015e94008db6d35611e"
+checksum = "c5e2a7d2f0d013342f295c048ad19237add5154a55b1c5a254c0ec93d4109078"
 dependencies = [
  "target-lexicon",
 ]
 
 [[package]]
 name = "pyo3-ffi"
-version = "0.28.3"
+version = "0.29.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7f29e10af80b1f7ccaf7f69eace800a03ecd13e883acfacc1e5d0988605f651e"
+checksum = "ca85c467da1bbc8d866eea5deff9cf29ea5f7785054a17da36e65bda9c05845b"
 dependencies = [
  "libc",
  "pyo3-build-config",
@@ -1185,9 +1071,9 @@ dependencies = [
 
 [[package]]
 name = "pyo3-macros"
-version = "0.28.3"
+version = "0.29.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "df6e520eff47c45997d2fc7dd8214b25dd1310918bbb2642156ef66a67f29813"
+checksum = "9ac53762fd065daa3194dd09337a38bd793a188100fd1a9304c4ab312d901771"
 dependencies = [
  "proc-macro2",
  "pyo3-macros-backend",
@@ -1197,13 +1083,12 @@ dependencies = [
 
 [[package]]
 name = "pyo3-macros-backend"
-version = "0.28.3"
+version = "0.29.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c4cdc218d835738f81c2338f822078af45b4afdf8b2e33cbb5916f108b813acb"
+checksum = "4ca3a1557399783172dc5bf39cfca835157732532cba56b71d2292161e53b362"
 dependencies = [
  "heck",
  "proc-macro2",
- "pyo3-build-config",
  "quote",
  "syn",
 ]
@@ -1229,12 +1114,6 @@ version = "5.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "69cdb34c158ceb288df11e18b4bd39de994f6657d83847bdffdbd7f346754b0f"
 
-[[package]]
-name = "r-efi"
-version = "6.0.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f8dcc9c7d52a811697d2151c701e0d08956f92b0e24136cf4cf27b57a6a0d9bf"
-
 [[package]]
 name = "rand"
 version = "0.9.4"
@@ -1261,7 +1140,7 @@ version = "0.9.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "76afc826de14238e6e8c374ddcc1fa19e374fd8dd986b0d2af0d02377261d83c"
 dependencies = [
- "getrandom 0.3.4",
+ "getrandom",
 ]
 
 [[package]]
@@ -1273,12 +1152,6 @@ dependencies = [
  "rand_core",
 ]
 
-[[package]]
-name = "rawpointer"
-version = "0.2.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "60a357793950651c4ed0f3f52338f53b2f809f32d83a07f72909fa13e4c6c1e3"
-
 [[package]]
 name = "rayon"
 version = "1.12.0"
@@ -1328,12 +1201,6 @@ version = "0.8.10"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "dc897dd8d9e8bd1ed8cdad82b5966c3e0ecae09fb1907d58efaa013543185d0a"
 
-[[package]]
-name = "rustc-hash"
-version = "2.1.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "94300abf3f1ae2e2b8ffb7b58043de3d399c73fa6f4b73826402a5c457614dbe"
-
 [[package]]
 name = "rustix"
 version = "1.1.4"
@@ -1558,7 +1425,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "32497e9a4c7b38532efcdebeef879707aa9f794296a4f0244f6f69e9bc8574bd"
 dependencies = [
  "fastrand",
- "getrandom 0.4.2",
+ "getrandom",
  "once_cell",
  "rustix",
  "windows-sys",
@@ -1726,10 +1593,17 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9629274872b2bfaf8d66f5f15725007f635594914870f65218920345aa11aa8c"
 
 [[package]]
-name = "unicode-xid"
-version = "0.2.6"
+name = "ureq"
+version = "2.12.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ebc1c04c71510c7f702b52b7c350734c9ff1295c464a03335b00bb84fc54f853"
+checksum = "02d1a66277ed75f640d608235660df48c8e3c19f3b4edb6a263315626cc3c01d"
+dependencies = [
+ "base64",
+ "log",
+ "native-tls",
+ "once_cell",
+ "url",
+]
 
 [[package]]
 name = "url"
@@ -1792,16 +1666,7 @@ version = "1.0.3+wasi-0.2.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "20064672db26d7cdc89c7798c48a0fdfac8213434a1186e5ef29fd560ae223d6"
 dependencies = [
- "wit-bindgen 0.57.1",
-]
-
-[[package]]
-name = "wasip3"
-version = "0.4.0+wasi-0.3.0-rc-2026-01-06"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5428f8bf88ea5ddc08faddef2ac4a67e390b88186c703ce6dbd955e1c145aca5"
-dependencies = [
- "wit-bindgen 0.51.0",
+ "wit-bindgen",
 ]
 
 [[package]]
@@ -1898,40 +1763,6 @@ version = "0.2.121"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "4f4d8ae7ad5440360e9799dfd42857d126454a88441ddf72d288ef83fa47f527"
 
-[[package]]
-name = "wasm-encoder"
-version = "0.244.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "990065f2fe63003fe337b932cfb5e3b80e0b4d0f5ff650e6985b1048f62c8319"
-dependencies = [
- "leb128fmt",
- "wasmparser",
-]
-
-[[package]]
-name = "wasm-metadata"
-version = "0.244.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bb0e353e6a2fbdc176932bbaab493762eb1255a7900fe0fea1a2f96c296cc909"
-dependencies = [
- "anyhow",
- "indexmap",
- "wasm-encoder",
- "wasmparser",
-]
-
-[[package]]
-name = "wasmparser"
-version = "0.244.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "47b807c72e1bac69382b3a6fb3dbe8ea4c0ed87ff5629b8685ae6b9a611028fe"
-dependencies = [
- "bitflags",
- "hashbrown 0.15.5",
- "indexmap",
- "semver",
-]
-
 [[package]]
 name = "web-sys"
 version = "0.3.98"
@@ -1944,7 +1775,7 @@ dependencies = [
 
 [[package]]
 name = "wickra"
-version = "0.7.9"
+version = "0.9.3"
 dependencies = [
  "approx",
  "criterion",
@@ -1955,7 +1786,7 @@ dependencies = [
 
 [[package]]
 name = "wickra-bench"
-version = "0.7.9"
+version = "0.9.3"
 dependencies = [
  "criterion",
  "kand",
@@ -1967,14 +1798,16 @@ dependencies = [
 
 [[package]]
 name = "wickra-c"
-version = "0.7.9"
+version = "0.9.3"
 dependencies = [
+ "tokio",
  "wickra-core",
+ "wickra-data",
 ]
 
 [[package]]
 name = "wickra-core"
-version = "0.7.9"
+version = "0.9.3"
 dependencies = [
  "approx",
  "proptest",
@@ -1984,24 +1817,26 @@ dependencies = [
 
 [[package]]
 name = "wickra-data"
-version = "0.7.9"
+version = "0.9.3"
 dependencies = [
  "approx",
  "csv",
  "futures-util",
+ "native-tls",
  "serde",
  "serde_json",
  "tempfile",
  "thiserror",
  "tokio",
  "tokio-tungstenite",
+ "ureq",
  "url",
  "wickra-core",
 ]
 
 [[package]]
 name = "wickra-examples"
-version = "0.7.9"
+version = "0.9.3"
 dependencies = [
  "serde_json",
  "tokio",
@@ -2011,26 +1846,30 @@ dependencies = [
 
 [[package]]
 name = "wickra-node"
-version = "0.7.9"
+version = "0.9.3"
 dependencies = [
  "napi",
  "napi-build",
  "napi-derive",
+ "tokio",
  "wickra-core",
+ "wickra-data",
 ]
 
 [[package]]
 name = "wickra-python"
-version = "0.7.9"
+version = "0.9.3"
 dependencies = [
- "numpy",
+ "bytemuck",
  "pyo3",
+ "tokio",
  "wickra-core",
+ "wickra-data",
 ]
 
 [[package]]
 name = "wickra-wasm"
-version = "0.7.9"
+version = "0.9.3"
 dependencies = [
  "console_error_panic_hook",
  "js-sys",
@@ -2039,6 +1878,7 @@ dependencies = [
  "wasm-bindgen",
  "wasm-bindgen-test",
  "wickra-core",
+ "wickra-data",
 ]
 
 [[package]]
@@ -2096,100 +1936,12 @@ dependencies = [
  "memchr",
 ]
 
-[[package]]
-name = "wit-bindgen"
-version = "0.51.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d7249219f66ced02969388cf2bb044a09756a083d0fab1e566056b04d9fbcaa5"
-dependencies = [
- "wit-bindgen-rust-macro",
-]
-
 [[package]]
 name = "wit-bindgen"
 version = "0.57.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1ebf944e87a7c253233ad6766e082e3cd714b5d03812acc24c318f549614536e"
 
-[[package]]
-name = "wit-bindgen-core"
-version = "0.51.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ea61de684c3ea68cb082b7a88508a8b27fcc8b797d738bfc99a82facf1d752dc"
-dependencies = [
- "anyhow",
- "heck",
- "wit-parser",
-]
-
-[[package]]
-name = "wit-bindgen-rust"
-version = "0.51.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b7c566e0f4b284dd6561c786d9cb0142da491f46a9fbed79ea69cdad5db17f21"
-dependencies = [
- "anyhow",
- "heck",
- "indexmap",
- "prettyplease",
- "syn",
- "wasm-metadata",
- "wit-bindgen-core",
- "wit-component",
-]
-
-[[package]]
-name = "wit-bindgen-rust-macro"
-version = "0.51.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0c0f9bfd77e6a48eccf51359e3ae77140a7f50b1e2ebfe62422d8afdaffab17a"
-dependencies = [
- "anyhow",
- "prettyplease",
- "proc-macro2",
- "quote",
- "syn",
- "wit-bindgen-core",
- "wit-bindgen-rust",
-]
-
-[[package]]
-name = "wit-component"
-version = "0.244.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9d66ea20e9553b30172b5e831994e35fbde2d165325bec84fc43dbf6f4eb9cb2"
-dependencies = [
- "anyhow",
- "bitflags",
- "indexmap",
- "log",
- "serde",
- "serde_derive",
- "serde_json",
- "wasm-encoder",
- "wasm-metadata",
- "wasmparser",
- "wit-parser",
-]
-
-[[package]]
-name = "wit-parser"
-version = "0.244.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ecc8ac4bc1dc3381b7f59c34f00b67e18f910c2c0f50015669dde7def656a736"
-dependencies = [
- "anyhow",
- "id-arena",
- "indexmap",
- "log",
- "semver",
- "serde",
- "serde_derive",
- "serde_json",
- "unicode-xid",
- "wasmparser",
-]
-
 [[package]]
 name = "writeable"
 version = "0.6.3"

Cargo.toml

@@ -14,7 +14,7 @@ members = [
 exclude = ["fuzz"]
 
 [workspace.package]
-version = "0.7.9"
+version = "0.9.3"
 authors = ["kingchenc <support@wickra.org>"]
 edition = "2021"
 rust-version = "1.86"
@@ -26,7 +26,8 @@ keywords = ["finance", "trading", "indicators", "technical-analysis", "ta"]
 categories = ["finance", "mathematics", "science"]
 
 [workspace.dependencies]
-wickra-core = { path = "crates/wickra-core", version = "0.7.9" }
+wickra-core = { path = "crates/wickra-core", version = "0.9.3" }
+wickra-data = { path = "crates/wickra-data", version = "0.9.3" }
 
 thiserror = "2"
 rayon = "1.10"
@@ -37,8 +38,8 @@ approx = "0.5"
 criterion = { version = "0.8", features = ["html_reports"] }
 
 # Python binding
-pyo3 = { version = "0.28", features = ["extension-module", "abi3-py39"] }
-numpy = "0.28"
+pyo3 = { version = "0.29", features = ["extension-module", "abi3-py39"] }
+numpy = "0.29"
 
 [workspace.lints.rust]
 unsafe_code = "forbid"

README.md

@@ -10,28 +10,32 @@
 [![PyPI](https://raw.githubusercontent.com/wickra-lib/.github/main/profile/badges/pypi.svg)](https://pypi.org/project/wickra/)
 [![npm](https://raw.githubusercontent.com/wickra-lib/.github/main/profile/badges/npm.svg)](https://www.npmjs.com/package/wickra)
 [![NuGet](https://raw.githubusercontent.com/wickra-lib/.github/main/profile/badges/nuget.svg)](https://www.nuget.org/packages/Wickra)
+[![Maven Central](https://raw.githubusercontent.com/wickra-lib/.github/main/profile/badges/maven.svg)](https://central.sonatype.com/artifact/org.wickra/wickra)
+[![Go module](https://raw.githubusercontent.com/wickra-lib/.github/main/profile/badges/go.svg)](https://pkg.go.dev/github.com/wickra-lib/wickra-go)
+[![R-universe](https://raw.githubusercontent.com/wickra-lib/.github/main/profile/badges/r-universe.svg)](https://wickra-lib.r-universe.dev)
 [![License: MIT OR Apache-2.0](https://raw.githubusercontent.com/wickra-lib/.github/main/profile/badges/license.svg)](#license)
 [![OpenSSF Scorecard](https://raw.githubusercontent.com/wickra-lib/.github/main/profile/badges/scorecard.svg)](https://scorecard.dev/viewer/?uri=github.com/wickra-lib/wickra)
 [![OpenSSF Best Practices](https://raw.githubusercontent.com/wickra-lib/.github/main/profile/badges/best-practices.svg)](https://www.bestpractices.dev/projects/13094)
 [![Build provenance](https://raw.githubusercontent.com/wickra-lib/.github/main/profile/badges/provenance.svg)](https://github.com/wickra-lib/wickra/attestations)
 [![Docs](https://raw.githubusercontent.com/wickra-lib/.github/main/profile/badges/docs.svg)](https://docs.wickra.org)
+[![Verified across 10 languages](https://raw.githubusercontent.com/wickra-lib/.github/main/profile/badges/verified.svg)](https://docs.wickra.org/FAQ#do-all-the-language-bindings-compute-the-same-values)
 
-**Streaming-first technical indicators. Install with `pip install wickra` — no system dependencies.**
+**Streaming-first technical indicators. Install with `pip install wickra` — no system dependencies, zero third-party packages.**
 
 Wickra is a multi-language technical-analysis library with a Rust core and
-native bindings for Python, Node.js and WebAssembly, plus a C ABI that C, C++,
-C# / .NET, Go, Java, R and any other C-capable language links against. Every indicator is a
+native bindings for Python, Node.js and WASM, plus a C ABI that C, C++,
+C#, Go, Java, R and any other C-capable language links against. Every indicator is a
 state machine that updates in O(1) per new data point, so live trading bots and
 historical backtests share the exact same implementation.
 
 ```python
-import numpy as np
-import wickra as ta
+import wickra as ta                     # zero third-party deps — not even NumPy
 
 # Batch: classic TA-Lib-style usage
-prices = np.linspace(100, 200, 1000)
+prices = [100.0 + i * 0.1 for i in range(1000)]
 rsi = ta.RSI(14)
-values = rsi.batch(prices)              # numpy array, NaN during warmup
+values = rsi.batch(prices)              # array.array('d'), NaN during warmup
+                                        # np.asarray(values) wraps it zero-copy if you use NumPy
 
 # Streaming: same indicator, fed tick by tick
 rsi = ta.RSI(14)
@@ -50,8 +54,10 @@ Full documentation lives at **[docs.wickra.org](https://docs.wickra.org)**:
   [Node](https://docs.wickra.org/Quickstart-Node),
   [WASM](https://docs.wickra.org/Quickstart-WASM),
   [C](https://docs.wickra.org/Quickstart-C),
+  [C++](https://docs.wickra.org/Quickstart-C),
   [C#](https://docs.wickra.org/Quickstart-CSharp),
   [Go](https://docs.wickra.org/Quickstart-Go),
+  [Java](https://docs.wickra.org/Quickstart-Java),
   [R](https://docs.wickra.org/Quickstart-R).
 - **Indicators** — a per-indicator deep dive (formula, parameters, warmup) for
   every one of the 514 indicators; start at the
@@ -77,14 +83,19 @@ times to get there.
   breadth, Renko/Kagi/Point&Figure bars, Ehlers DSP cycles, risk/performance
   metrics — every single one updating in **O(1) per tick**. TA-Lib ships ~150 and
   none of them stream.
-- **One Rust core, five first-class targets.** Native **Python · Node.js ·
-  WebAssembly · Rust** plus a **C ABI** for C / C++, C# / .NET, Go, Java, R and any other C-capable language —
+- **One Rust core, five first-class targets.** Native **Rust · Python · Node.js ·
+  WASM** plus a **C ABI** for C, C++, C#, Go, Java, R and any other C-capable language —
   identical math, identical results, zero per-language reimplementation and zero
   GIL bottleneck.
 - **Correct by construction, not by hope.** Every `update` validates its input,
   runs a real warmup, and returns an `Option` so a single bad tick can't silently
   poison state. `batch == streaming` is **bit-exact, fuzzed and 100 %-line-covered
   for all 514 indicators**.
+- **Identical across every language — proven, not promised.** All 514 indicators
+  are replayed through **all 10 languages** (Rust · Python · Node.js · WASM · C ·
+  C++ · C# · Go · Java · R) and checked **bit-for-bit against the Rust reference**
+  via shared golden fixtures in CI. The math is verifiably the same everywhere —
+  this very check caught and fixed two real cross-language marshalling bugs.
 - **Orders of magnitude faster where it counts.** In streaming Wickra is **11–56×**
   faster than the only other incremental peer and **thousands of times** faster
   than recompute-on-every-tick libraries. On batch it wins several rows outright
@@ -93,8 +104,13 @@ times to get there.
 - **Install in one line, anywhere.** `pip install wickra` / `npm install wickra` —
   precompiled wheels and binaries, **no C toolchain, none of TA-Lib's setup pain**.
   macOS · Linux · Windows.
-- **Batteries included.** Indicator chaining, a streaming OHLCV CSV reader, and a
-  live Binance kline feed ship in the box.
+- **Batteries included — zero third-party deps, in every language.** A full native
+  data layer ships in the box: a CSV candle reader, a tick-to-candle aggregator, a
+  timeframe resampler, a live Binance WebSocket feed and a historical Binance REST
+  fetcher — in **all 10 languages**. Loading a CSV, rolling ticks into candles,
+  resampling and streaming live data needs **no foreign package** — no pandas, no
+  `csv-parse`, no `ws`/`websockets`, no `jackson`, no `jsonlite`, not even NumPy.
+  `pip install wickra` / `npm install wickra` / `go get` / … pulls **nothing else**.
 - **Truly permissive.** **MIT OR Apache-2.0** — drop it straight into commercial
   and closed-source work.
 
@@ -102,8 +118,7 @@ Every other library forces one of those compromises. Wickra doesn't:
 
 | Library          | Install     | Streaming   | Languages                   | Indicators | Active |
 |------------------|-------------|-------------|-----------------------------|-----------:|--------|
-| **★ Wickra**| **clean**   | **yes, O(1)** | **Rust · Python · Node · WASM** | **514** | **yes** |
-|                  |             |               | **C · C# · Go · Java · R**          |            |        |
+| **★ Wickra**| **clean**   | **yes, O(1)** | **Rust · Python · Node.js · WASM · C · C++ · C# · Go · Java · R** | **514** | **yes** |
 | kand             | clean       | yes         | Python · WASM · Rust        |       ~60  | yes    |
 | ta-rs            | clean       | yes         | Rust only                   |       ~30  | stale  |
 | yata             | clean       | partial     | Rust only                   |       ~35  | yes    |
@@ -134,12 +149,38 @@ elsewhere for `None`-warmup, NaN-safety and bit-exact `batch == streaming`.
 Full tables (Rust + Python, streaming + batch) and how to reproduce them live in
 **[BENCHMARKS.md](BENCHMARKS.md)**.
 
+### Pick your language with eyes open — per-binding throughput
+
+Every binding calls the **same** Rust core, so this is **not** a speed claim — it
+is the raw cost of crossing each language's FFI boundary (`SMA(20)`, 200 000 bars,
+Ryzen 9 9950X, million updates/sec). **Batch stays high for most bindings;
+streaming is where the boundary shows** — so if you stream tick-by-tick, the table
+tells you which binding keeps up and which to avoid for hot loops.
+
+| Language        | streaming (Mupd/s) | batch (Mupd/s) |
+|-----------------|-------------------:|---------------:|
+| Rust (no FFI)   |                380 |            498 |
+| C / C++         |                365 |            358 |
+| C#              |                348 |            259 |
+| Python          |                 31 |             46 |
+| Java            |                 38 |            173 |
+| Go              |                 23 |            394 |
+| WASM            |                 21 |            169 |
+| Node.js         |                 16 |              9 |
+| R               |                0.1 |            279 |
+
+All ten share one verified implementation (see the verification badge above), so
+the *numbers* differ but the *values* are bit-for-bit identical. Methodology and
+the per-indicator breakdown are in [BENCHMARKS.md](BENCHMARKS.md#3-per-binding-throughput--the-cost-of-the-boundary).
+
 ## Indicators
 
 514 streaming-first indicators across twenty-four families. Every one passes the
 `batch == streaming` equivalence test, reference-value tests, and reset
-semantics tests. Each has a per-indicator deep dive (formula, parameters,
-warmup) at [docs.wickra.org](https://docs.wickra.org/Indicators-Overview).
+semantics tests — and is replayed through **all 10 languages** and checked
+bit-for-bit against the Rust reference (golden fixtures, in CI). Each has a
+per-indicator deep dive (formula, parameters, warmup) at
+[docs.wickra.org](https://docs.wickra.org/Indicators-Overview).
 
 | Family | Indicators |
 |--------|-----------|
@@ -150,7 +191,7 @@ warmup) at [docs.wickra.org](https://docs.wickra.org/Indicators-Overview).
 | Volatility & Bands   | ATR, Bollinger Bands, Keltner Channels, Donchian Channels, NATR, StdDev, Ulcer Index, Historical Volatility, Bollinger Bandwidth, %B, True Range, Chaikin Volatility, RVI (Relative Volatility Index), Parkinson Volatility, Garman-Klass Volatility, Rogers-Satchell Volatility, Yang-Zhang Volatility, Volatility Cone |
 | Bands & Channels     | MA Envelope, Acceleration Bands, STARC Bands, ATR Bands, Hurst Channel, LinReg Channel, Standard Error Bands, Double Bollinger Bands, TTM Squeeze, Fractal Chaos Bands, VWAP StdDev Bands, Quartile Bands, Bomar Bands, Median Channel, Projection Bands, Projection Oscillator |
 | Trailing Stops       | Parabolic SAR, Parabolic SAR Extended (SAREXT), SuperTrend, Chandelier Exit, Chande Kroll Stop, ATR Trailing Stop, HiLo Activator, Volty Stop, Yo-Yo Exit, Donchian Channel Stop, Percentage Trailing Stop, Step Trailing Stop, Renko Trailing Stop, Kase DevStop, Elder SafeZone, ATR Ratchet, NRTR, Time-Based Stop, Modified MA Stop |
-| Volume               | OBV, VWAP (cumulative + rolling), ADL, Volume-Price Trend, Chaikin Money Flow, Chaikin Oscillator, Force Index, Ease of Movement, Klinger Volume Oscillator, Volume Oscillator, NVI, PVI, Williams A/D, Anchored VWAP, Demand Index, TSV, VZO, Market Facilitation Index, Volume RSI, Williams Accumulation/Distribution, Twiggs Money Flow, Trade Volume Index, Intraday Intensity Index, Better Volume, Volume-Weighted MACD |
+| Volume               | OBV, VWAP (cumulative + rolling), ADL, Volume-Price Trend, Chaikin Money Flow, Chaikin Oscillator, Force Index, Ease of Movement, Klinger Volume Oscillator, Volume Oscillator, NVI, PVI, Williams A/D Oscillator, Anchored VWAP, Demand Index, TSV, VZO, Market Facilitation Index, Volume RSI, Williams Accumulation/Distribution, Twiggs Money Flow, Trade Volume Index, Intraday Intensity, Better Volume, Volume-Weighted MACD |
 | Price Statistics     | Typical Price, Median Price, Weighted Close, Linear Regression, Linear Regression Slope, Z-Score, Linear Regression Angle, Variance, Coefficient of Variation, Skewness, Kurtosis, Standard Error, Detrended StdDev, R², Median Absolute Deviation, Autocorrelation, Hurst Exponent, Pearson Correlation, Beta, Pairwise Beta, Pair Spread Z-Score, Lead-Lag Cross-Correlation, Cointegration, Relative Strength A-vs-B, Spearman Correlation, Mid Price, Mid Point, Average Price, Linear Regression Intercept, Time Series Forecast, Rolling Correlation, Rolling Covariance, OU Half-Life, Spread Hurst, Distance SSD, Beta-Neutral Spread, Variance Ratio, Granger Causality, Kalman Hedge Ratio, Spread Bollinger Bands, Spread AR(1) Coefficient, Jarque-Bera, Rolling Min-Max Scaler, Shannon Entropy, Sample Entropy, Kendall Tau |
 | Ehlers / Cycle (DSP) | MAMA, FAMA, Fisher Transform, Inverse Fisher Transform, SuperSmoother, Hilbert Dominant Cycle, Hilbert Phasor, Hilbert DC Phase, Hilbert Trend Mode, Sine Wave, Decycler, Decycler Oscillator, Roofing Filter, Center of Gravity, Cybernetic Cycle, Adaptive Cycle, Empirical Mode Decomposition, Ehlers Stochastic, Instantaneous Trendline, Highpass Filter, Reflex, Trendflex, Correlation Trend Indicator, Adaptive RSI, Universal Oscillator, Adaptive CCI, Bandpass Filter, Even Better Sinewave, Autocorrelation Periodogram |
 | Pivots & S/R         | Classic Pivots, Fibonacci Pivots, Camarilla, Woodie Pivots, DeMark Pivots, Williams Fractals, ZigZag, Central Pivot Range, Murrey Math Lines, Andrews Pitchfork, Volume-Weighted Support/Resistance, Pivot Reversal |
@@ -187,7 +228,7 @@ it — regenerate from the core).
 | Browser / WASM    | `npm install wickra-wasm`                     | `examples/wasm/index.html` |
 | Rust              | `cargo add wickra`                            | `examples/rust/src/bin/backtest.rs` |
 | C / C++ (C ABI)   | header + library, see [`bindings/c`](bindings/c) | `examples/c/streaming.c` |
-| C# / .NET (C ABI) | `dotnet add package Wickra`, see [`bindings/csharp`](bindings/csharp) | `examples/csharp/streaming` |
+| C# (C ABI) | `dotnet add package Wickra`, see [`bindings/csharp`](bindings/csharp) | `examples/csharp/streaming` |
 | Go (cgo, C ABI)   | `go get github.com/wickra-lib/wickra/bindings/go`, see [`bindings/go`](bindings/go) | `examples/go/streaming` |
 | Java (FFM, C ABI)  | Maven Central `org.wickra:wickra`, see [`bindings/java`](bindings/java) | `examples/java` (`Streaming`) |
 | R (`.Call`, C ABI) | `R CMD INSTALL bindings/r`, see [`bindings/r`](bindings/r) | `examples/r/streaming.R` |
@@ -199,6 +240,29 @@ The wickra-core crate is `unsafe`-forbidden, so the native bindings are
 memory-safe end to end. The C ABI runs the same safe core; only its thin FFI
 boundary uses `unsafe`, and the caller owns handle lifetimes (`_new` / `_free`).
 
+## Requirements
+
+The minimum supported version per language. Prebuilt packages (Rust, Python,
+Node.js, WASM, C#) need only the runtime; the C-ABI bindings that compile on
+install — Go (cgo) and R (`.Call`) — also need a C compiler, and Java runs with
+`--enable-native-access=ALL-UNNAMED`.
+
+| Language    | Package                              | Minimum supported          |
+|-------------|--------------------------------------|----------------------------|
+| Rust        | crates.io · `wickra`                 | 1.86 (MSRV)                |
+| Python      | PyPI · `wickra` (abi3 wheel)         | 3.9 (tested through 3.13)  |
+| Node.js     | npm · `wickra` (N-API 8)             | 20 (tested on 22 · 24 LTS) |
+| WASM        | npm · `wickra-wasm`                  | any modern JS engine       |
+| C           | `wickra.h` + library (releases)      | C99 compiler               |
+| C++         | `wickra.hpp` over the C ABI          | C++14 compiler             |
+| C#          | NuGet · `Wickra`                     | .NET 8 (`net8.0`)          |
+| Go          | module · `wickra-lib/wickra-go`      | Go 1.23 (cgo)              |
+| Java        | Maven Central · `org.wickra:wickra`  | Java 22 (FFM / Panama)     |
+| R           | source package                       | R ≥ 2.10 (Rtools on Win.)  |
+
+Full per-language detail (runtime vs. build-from-source) is on the
+[Requirements page](https://docs.wickra.org/Requirements) in the docs.
+
 ## Rust API
 
 ```rust
@@ -222,12 +286,17 @@ chain.update(price);
 
 ## Live data sources
 
-`wickra-data` (separate crate, opt-in) ships:
+Wickra ships a complete, **native data layer** — exposed in **all 10 languages**,
+pulling **zero third-party packages** (no pandas / `csv-parse` / `ws` / `jackson`
+/ `jsonlite`). In Rust it lives in the `wickra-data` crate; every binding exposes
+the same building blocks:
 
-- A streaming OHLCV **CSV reader**.
-- A **tick-to-candle aggregator** with arbitrary timeframes.
-- A **candle resampler** for multi-timeframe analysis (1m → 5m → 1h on the fly).
-- A **Binance Spot WebSocket** kline adapter (feature `live-binance`).
+- A streaming OHLCV **CSV reader** (`CandleReader`).
+- A **tick-to-candle aggregator** with arbitrary timeframes (`TickAggregator`).
+- A **candle resampler** for multi-timeframe analysis (1m → 5m → 1h on the fly, `Resampler`).
+- A live **Binance Spot WebSocket** kline feed (`BinanceFeed`, feature `live-binance`).
+- A historical **Binance REST** kline fetcher (`fetch_binance_klines`) — native
+  HTTP + JSON, no third-party client.
 
 ```rust
 use wickra::{Indicator, Rsi};
@@ -244,8 +313,9 @@ while let Some(event) = stream.next_event().await? {
 }
 ```
 
-A Python live-trading example using the public `websockets` package lives at
-`examples/python/live_trading.py`.
+Native live-feed and historical-fetch examples — using `wickra.BinanceFeed` and
+`wickra.fetch_binance_klines`, **with no third-party HTTP/WebSocket client** — live
+under `examples/python/` (and the matching directory for every other language).
 
 ## Project layout
 
@@ -261,15 +331,15 @@ wickra/
 │   ├── node/                napi-rs (publishes on npm)
 │   ├── wasm/                wasm-bindgen (browsers, bundlers, Node)
 │   ├── c/                   C ABI (cdylib + staticlib) + generated include/wickra.h
-│   ├── csharp/              .NET binding over the C ABI (publishes on NuGet)
+│   ├── csharp/              C# binding over the C ABI (publishes on NuGet)
 │   ├── go/                  Go binding over the C ABI via cgo (module tag)
 │   ├── r/                   R binding over the C ABI via .Call (R package)
 │   └── java/                Java binding over the C ABI via the FFM API (Maven Central)
 ├── examples/                examples/README.md indexes every language
 │   ├── data/                real BTCUSDT OHLCV datasets, one per timeframe
 │   ├── rust/                Rust workspace member (`wickra-examples`)
-│   ├── python/              backtest, live trading, parallel assets, multi-tf
-│   ├── node/                streaming, backtest, live trading (load `wickra`)
+│   ├── python/              backtest, live Binance feed, parallel assets, multi-tf
+│   ├── node/                streaming, backtest, live Binance feed (load `wickra`)
 │   ├── wasm/                browser demo for `wickra-wasm`
 │   ├── c/                   C smoke + streaming, C++ RAII wrapper
 │   ├── csharp/              streaming, backtest, strategies (load `Wickra`)
@@ -309,7 +379,7 @@ cargo build -p wickra-c --release
 cmake -S examples/c -B examples/c/build -DWICKRA_LIB_DIR="$PWD/target/release"
 cmake --build examples/c/build && ctest --test-dir examples/c/build --output-on-failure
 
-# C# / .NET binding (requires the .NET 8 SDK; links the C ABI above)
+# C# binding (requires the .NET 8 SDK; links the C ABI above)
 dotnet test bindings/csharp/Wickra.Tests/Wickra.Tests.csproj
 
 # Go binding (requires a C compiler for cgo; links the C ABI above)
@@ -331,7 +401,10 @@ Every layer is covered; run the suites with the commands in
 
 - `wickra-core`: unit tests per indicator — textbook reference values
   (Wilder RSI, Bollinger Bands, MACD, ATR, Stochastic), `batch == streaming`
-  equivalence, `reset` semantics, NaN/Inf handling, and property tests.
+  equivalence, `reset` semantics, NaN/Inf handling, and property tests. A
+  catalogue-wide property harness (`tests/invariants.rs`) additionally asserts
+  `batch == streaming`, `reset == fresh`, and non-finite-input rejection for
+  **every** indicator and bar-builder.
 - `wickra-data`: unit tests for CSV decoding, the tick aggregator, the
   resampler, and the Binance payload parser.
 - `bindings/python`: pytest covering smoke checks, streaming/batch
@@ -341,6 +414,10 @@ Every layer is covered; run the suites with the commands in
   values across all indicators.
 - `bindings/wasm`: `wasm-bindgen-test` cases for constructors, equivalence,
   and reference values.
+- `bindings/c`: Rust unit tests over the FFI boundary, plus C and C++ smoke
+  tests and offline example `ctest`s run on the three OSes.
+- `bindings/csharp`: `dotnet test` cases covering one indicator per FFI archetype
+  (scalar/batch, multi-output, bars, profile, array input) plus SMA reference values.
 - `bindings/go`: `go test` cases covering one indicator per FFI archetype
   (scalar/batch, multi-output, bars, profile, array input), reset, and lifecycle.
 - `bindings/r`: `testthat` cases covering one indicator per FFI archetype
@@ -348,6 +425,16 @@ Every layer is covered; run the suites with the commands in
 - `bindings/java`: JUnit cases covering one indicator per FFI archetype
   (scalar/batch, multi-output, bars, profile, array input) plus batch equivalence.
 
+On top of those per-binding tests, **all 10 languages** (Rust, Python, Node.js,
+WASM, C, C++, C#, Go, Java, R) replay a shared, language-neutral golden fixture
+(`testdata/golden/*.csv`, generated by
+`cargo run -p wickra-examples --bin gen_golden`) and assert **bit-for-bit parity
+with the Rust reference for every one of the 514 indicators** across every
+archetype (scalar, multi-output, pairwise, derivatives-tick, cross-section,
+order-book, trade, profile, alt-chart bars, footprint). This catches FFI wiring
+bugs the math-only core tests cannot see — it has already found and fixed real
+cross-language marshalling bugs in the Java and R bindings.
+
 ## Contributing
 
 Contributions are very welcome — issues, bug reports, ideas, and pull requests
@@ -403,13 +490,13 @@ The library is provided **as is**, without warranty of any kind; see
 
 <p align="center">
   <a href="https://github.com/wickra-lib/wickra/stargazers">
-    <img alt="GitHub stars" src="https://img.shields.io/github/stars/wickra-lib/wickra?style=for-the-badge&logo=github&logoColor=white&color=ffd866">
+    <img alt="GitHub stars" src="https://raw.githubusercontent.com/wickra-lib/.github/main/profile/badges/stars.svg">
   </a>
   <a href="https://github.com/wickra-lib/wickra/network/members">
-    <img alt="GitHub forks" src="https://img.shields.io/github/forks/wickra-lib/wickra?style=for-the-badge&logo=github&logoColor=white&color=78dce8">
+    <img alt="GitHub forks" src="https://raw.githubusercontent.com/wickra-lib/.github/main/profile/badges/forks.svg">
   </a>
   <a href="https://github.com/wickra-lib/wickra/issues">
-    <img alt="GitHub issues" src="https://img.shields.io/github/issues/wickra-lib/wickra?style=for-the-badge&logo=github&logoColor=white&color=ff6188">
+    <img alt="GitHub issues" src="https://raw.githubusercontent.com/wickra-lib/.github/main/profile/badges/issues.svg">
   </a>
 </p>
 
@@ -420,6 +507,6 @@ The library is provided **as is**, without warranty of any kind; see
 <p align="center">
   <a href="https://star-history.com/#wickra-lib/wickra&Date">
     <img alt="Wickra star history" width="640"
-         src="https://api.star-history.com/svg?repos=wickra-lib/wickra&type=Date&theme=dark">
+         src="https://raw.githubusercontent.com/wickra-lib/.github/main/profile/badges/star-history.svg">
   </a>
 </p>

ROADMAP.md

@@ -21,8 +21,8 @@ minor releases; breaking changes are called out in the changelog.
   versioning stability for a 1.0 release.
 - **Performance.** Keep per-tick updates O(1) and maintain the benchmark suite;
   investigate further allocation and cache improvements.
-- **Bindings parity.** Keep the Python, Node.js and WebAssembly bindings — plus
-  the C ABI and the C# / .NET, Go, Java and R bindings generated from it — in lockstep with the
+- **Bindings parity.** Keep the Python, Node.js and WASM bindings — plus
+  the C ABI and the C#, Go, Java and R bindings generated from it — in lockstep with the
   Rust core, including type stubs and platform coverage.
 - **Documentation.** Maintain a deep-dive page per indicator on
   <https://docs.wickra.org>, plus quickstarts and cookbook material.

SECURITY.md

@@ -2,13 +2,13 @@
 
 ## Supported versions
 
-Wickra is pre-1.0. Security fixes are applied to the latest released `0.5.x`
+Wickra is pre-1.0. Security fixes are applied to the latest released `0.9.3`
 version only; please upgrade to the newest release before reporting an issue.
 
 | Version | Supported |
 | --- | --- |
-| 0.5.x (latest) | :white_check_mark: |
-| older 0.5.x | :x: |
+| 0.9.3 (latest) | :white_check_mark: |
+| < 0.9.3 | :x: |
 
 ## Reporting a vulnerability
 

SUPPORT.md

@@ -7,7 +7,7 @@ Thanks for using Wickra! Here is where to get help, depending on what you need.
 Most questions are answered in the documentation:
 
 - **Docs site:** <https://docs.wickra.org> — quickstarts for Rust, Python,
-  Node.js, WebAssembly, C, C#, Go, Java and R, a per-indicator reference, warmup periods, the
+  Node.js, WASM, C, C++, C#, Go, Java and R, a per-indicator reference, warmup periods, the
   data layer, and an FAQ.
 - **README:** <https://github.com/wickra-lib/wickra#readme> — installation and a
   quick overview.

THREAT_MODEL.md

@@ -3,8 +3,8 @@
 This document describes Wickra's attack surface and the threats considered,
 together with their mitigations. It complements the security assurance case in
 [`SECURITY.md`](SECURITY.md). Wickra is a computational technical-analysis
-library (a Rust core with Python, Node.js and WebAssembly bindings plus a C ABI
-and the .NET, Go, Java and R bindings built on it),
+library (a Rust core with Python, Node.js and WASM bindings plus a C ABI
+and the C#, Go, Java and R bindings built on it),
 not a network service or trading system; the attack surface is correspondingly
 small.
 
@@ -33,7 +33,7 @@ small.
 | Threat | Mitigation |
 | --- | --- |
 | Memory-safety exploit (buffer overflow, UAF) via crafted input | Pure safe Rust; `unsafe` is forbidden/minimised, so the compiler precludes these classes. |
-| Misuse of the C ABI FFI boundary (invalid/dangling handle, undersized batch buffer) | The C ABI (`bindings/c`) is the sole `unsafe` surface. Its shim adds no logic, NULL-checks every handle (returning `NaN`/no-op), writes only into caller-sized buffers, and catches panics so none cross the boundary. A caller passing a non-NULL but dangling pointer is undefined behaviour by C's own contract — out of scope, the same as any C library. |
+| Misuse of the C ABI FFI boundary (invalid/dangling handle, undersized batch buffer) | The C ABI (`bindings/c`) is the sole `unsafe` surface. Its shim adds no logic, NULL-checks every handle (returning `NaN`/no-op), writes only into caller-sized buffers, and is built with `panic = "abort"` so a panic terminates the process deterministically instead of unwinding across the FFI boundary (which would be undefined behaviour). A caller passing a non-NULL but dangling pointer is undefined behaviour by C's own contract — out of scope, the same as any C library. |
 | Denial of service via malformed/degenerate input (NaN, infinities, extreme magnitudes) | Indicators reject non-finite inputs and validate parameters at construction; update paths are exercised by coverage-guided fuzzing and unit tests for edge cases. |
 | Silently incorrect results | 100% line coverage on the core crate; reference-value tests against known-good sources; streaming/batch parity tests. |
 | Integer overflow / panics | `clippy::pedantic` with `-D warnings`; debug assertions and overflow checks enabled in test/fuzz builds. |

bindings/c/Cargo.toml

@@ -42,5 +42,31 @@ cast_sign_loss = "allow"
 similar_names = "allow"
 float_cmp = "allow"
 
+[features]
+# `parallel` (rayon-backed batch in wickra-core) is on by default for native
+# builds. The wasm32-unknown-emscripten target has no threads, so the R
+# package's wasm build (r-universe / webR) compiles this crate with
+# --no-default-features to drop rayon; wickra-core falls back to its serial
+# batch path, which is cfg-gated behind the same feature.
+#
+# `live-binance` is on by default too so the published C ABI ships the native
+# Binance kline feed (tokio + TLS WebSocket) — the six C-ABI languages with no
+# native WebSocket (C, C++, Go, R, plus Node/Python via their own bindings) get
+# it without a third-party client. The wasm build drops it via
+# --no-default-features (a browser has no raw TCP/TLS sockets; WASM users use the
+# host `WebSocket`), exactly like rayon.
+default = ["parallel", "live-binance"]
+parallel = ["wickra-core/parallel"]
+live-binance = ["wickra-data/live-binance", "dep:tokio"]
+
 [dependencies]
-wickra-core = { workspace = true }
+# Direct path dep rather than `workspace = true`: a member-level
+# `default-features = false` is ignored when inheriting a workspace dep that
+# does not set it, which would leave rayon in the wasm build. wickra-c is
+# `publish = false`, so no version pin is needed (and none to keep in sync).
+wickra-core = { path = "../../crates/wickra-core", default-features = false }
+wickra-data = { path = "../../crates/wickra-data" }
+# Only pulled in by `live-binance`: a single-thread runtime drives the async
+# Binance feed behind the blocking C-ABI poll. The feed's own I/O features come
+# transitively from wickra-data; this just needs the runtime + timeout.
+tokio = { version = "1", features = ["rt", "net", "time"], optional = true }

bindings/c/README.md

@@ -9,12 +9,12 @@
 library plus a generated `wickra.h` — no system dependencies.**
 
 Wickra is a multi-language technical-analysis library with a Rust core and
-bindings for Python, Node.js and WebAssembly, plus a C ABI for C/C++, C#, Go, Java, R and any
+bindings for Python, Node.js and WASM, plus a C ABI for C, C++, C#, Go, Java, R and any
 other C-capable language. Every indicator is an O(1)
 streaming state machine, so live trading bots and historical backtests share
 the exact same implementation. This package is the **C ABI hub**: it compiles the
 core to a C-compatible shared/static library plus a generated header, so any
-C-capable language (C, C++, Go, C#, Java, R) links against one artifact instead
+C-capable language (C, C++, C#, Go, Java, R) links against one artifact instead
 of re-wrapping every indicator natively.
 
 ## Install
@@ -54,6 +54,20 @@ Multi-output indicators (MACD, Bollinger, ADX, …) take a pointer to a `#[repr(
 struct and return a `bool`. The optional `wickra.hpp` wraps any handle in a
 move-only `wickra::Handle` for exception-safe C++ lifetimes.
 
+## Benchmark
+
+`benchmarks/throughput.c` reports streaming and batch updates-per-second for
+`SMA`, `ATR` and `MACD`. As the thinnest binding it is the floor of the
+per-binding FFI overhead — not a cross-library ratio (the same Rust core runs
+under every binding); see the repository
+[BENCHMARKS.md](https://github.com/wickra-lib/wickra/blob/main/BENCHMARKS.md) §3.
+
+```bash
+cargo build -p wickra-c --release
+cmake -S benchmarks -B build && cmake --build build
+./build/throughput
+```
+
 ## Documentation
 
 The full indicator catalogue, guides, quickstarts, and API reference live in
@@ -63,10 +77,17 @@ the main repository and documentation site:
 - **Docs** (C quickstart, cookbook, TA-Lib migration): <https://docs.wickra.org/Quickstart-C>
 - **Runnable examples:** [`examples/c/`](https://github.com/wickra-lib/wickra/tree/main/examples/c)
 
-Wickra ships native bindings for Python, Node.js, WebAssembly and Rust, plus this
-C ABI hub that any C-capable language (C, C++, Go, C#, Java, R) links against —
+Wickra ships native bindings for Python, Node.js, WASM and Rust, plus this
+C ABI hub that any C-capable language (C, C++, C#, Go, Java, R) links against —
 all exposing the same indicators from the shared Rust core.
 
+## Security
+
+Found a security issue? **Please don't open a public issue.** Report it privately
+via the affected repository's *Security* tab (*"Report a vulnerability"*) or email
+**support@wickra.org** with a subject line starting `[wickra security]`. Full
+policy: <https://github.com/wickra-lib/wickra/blob/main/SECURITY.md>.
+
 ## Disclaimer
 
 Wickra is an indicator toolkit, not a trading system. The values it computes

bindings/c/benchmarks/CMakeLists.txt

@@ -0,0 +1,40 @@
+cmake_minimum_required(VERSION 3.15)
+project(wickra_c_benchmarks C)
+
+# Directory holding the compiled Wickra C library (cargo output), e.g.
+# <workspace>/target/release. Override with -DWICKRA_LIB_DIR=/path/to/target/release.
+if(NOT DEFINED WICKRA_LIB_DIR)
+    set(WICKRA_LIB_DIR "${CMAKE_CURRENT_SOURCE_DIR}/../../../target/release")
+endif()
+set(WICKRA_INCLUDE_DIR "${CMAKE_CURRENT_SOURCE_DIR}/../include")
+
+# Pick the right link target per platform/toolchain.
+#  - MSVC links the generated import library (wickra.dll.lib).
+#  - MinGW/gcc on Windows links the DLL directly.
+#  - Unix links the shared object / dylib.
+if(WIN32)
+    set(WICKRA_RUNTIME "${WICKRA_LIB_DIR}/wickra.dll")
+    if(MSVC)
+        set(WICKRA_LINK_LIB "${WICKRA_LIB_DIR}/wickra.dll.lib")
+    else()
+        set(WICKRA_LINK_LIB "${WICKRA_LIB_DIR}/wickra.dll")
+    endif()
+elseif(APPLE)
+    set(WICKRA_LINK_LIB "${WICKRA_LIB_DIR}/libwickra.dylib")
+else()
+    set(WICKRA_LINK_LIB "${WICKRA_LIB_DIR}/libwickra.so")
+endif()
+
+add_executable(throughput throughput.c)
+target_include_directories(throughput PRIVATE "${WICKRA_INCLUDE_DIR}")
+target_link_libraries(throughput PRIVATE "${WICKRA_LINK_LIB}")
+if(UNIX AND NOT APPLE)
+    target_link_libraries(throughput PRIVATE m)
+endif()
+
+# On Windows copy the DLL next to the executable so the loader finds it.
+if(WIN32)
+    add_custom_command(TARGET throughput POST_BUILD
+        COMMAND ${CMAKE_COMMAND} -E copy_if_different
+                "${WICKRA_RUNTIME}" "$<TARGET_FILE_DIR:throughput>")
+endif()

bindings/c/benchmarks/throughput.c

@@ -0,0 +1,167 @@
+/*
+ * Throughput benchmark for the Wickra C ABI.
+ *
+ * Measures how many indicator updates per second the C ABI sustains, both
+ * per-tick (streaming `_update`) and bulk (`_batch`), over a synthetic OHLCV
+ * series. It is the C counterpart of the Node throughput.js and the Rust
+ * criterion benches: it benchmarks Wickra's own O(1) streaming engine through
+ * the raw C boundary (there is no comparable streaming TA library to compare
+ * against), so the headline number is raw throughput, not a cross-library
+ * ratio. C is the thinnest binding, so these numbers are the floor of the
+ * per-binding FFI overhead the higher-level bindings build on.
+ *
+ * Three indicators are timed, chosen by call-signature archetype rather than
+ * algorithm: SMA (1-in -> 1-out), ATR (multi-in -> 1-out), and MACD
+ * (1-in -> multi-out). Streaming is timed for all three; batch only for the
+ * single-output SMA and ATR (the C ABI has no MACD batch entry point).
+ *
+ * Build the C ABI library first, then build and run the benchmark:
+ *
+ *   cargo build -p wickra-c --release
+ *   cmake -S bindings/c/benchmarks -B build/cbench -DCMAKE_BUILD_TYPE=Release
+ *   cmake --build build/cbench
+ *   ./build/cbench/throughput            # 200k bars (default)
+ *   ./build/cbench/throughput 1000000
+ */
+#include <stdio.h>
+#include <stdlib.h>
+#include <string.h>
+#include <math.h>
+#include <stdint.h>
+
+#include "wickra.h"
+
+#ifdef _WIN32
+#include <windows.h>
+static double now_ns(void) {
+    static LARGE_INTEGER freq;
+    static int init = 0;
+    LARGE_INTEGER counter;
+    if (!init) {
+        QueryPerformanceFrequency(&freq);
+        init = 1;
+    }
+    QueryPerformanceCounter(&counter);
+    return (double)counter.QuadPart * 1e9 / (double)freq.QuadPart;
+}
+#else
+#include <time.h>
+static double now_ns(void) {
+    struct timespec ts;
+    clock_gettime(CLOCK_MONOTONIC, &ts);
+    return (double)ts.tv_sec * 1e9 + (double)ts.tv_nsec;
+}
+#endif
+
+static double median3(double a, double b, double c) {
+    if ((a <= b && b <= c) || (c <= b && b <= a)) return b;
+    if ((b <= a && a <= c) || (c <= a && a <= b)) return a;
+    return c;
+}
+
+/* Run `body` once as warmup, then time three repetitions and store the median
+ * elapsed nanoseconds in `dst`. `body` is a brace-enclosed statement block. */
+#define MEASURE(dst, body)                                  \
+    do {                                                    \
+        body;                                               \
+        double s0, s1, s2, t0;                              \
+        t0 = now_ns(); body; s0 = now_ns() - t0;            \
+        t0 = now_ns(); body; s1 = now_ns() - t0;            \
+        t0 = now_ns(); body; s2 = now_ns() - t0;            \
+        (dst) = median3(s0, s1, s2);                        \
+    } while (0)
+
+int main(int argc, char **argv) {
+    size_t bars = 200000;
+    if (argc > 1) {
+        long n = strtol(argv[1], NULL, 10);
+        if (n >= 1000) {
+            bars = (size_t)n;
+        }
+    }
+    const size_t n = bars;
+
+    /* Deterministic synthetic OHLCV (no RNG, so runs are comparable). */
+    double *open = malloc(n * sizeof(double));
+    double *high = malloc(n * sizeof(double));
+    double *low = malloc(n * sizeof(double));
+    double *close = malloc(n * sizeof(double));
+    double *volume = malloc(n * sizeof(double));
+    int64_t *timestamp = malloc(n * sizeof(int64_t));
+    double *out = malloc(n * sizeof(double)); /* reused batch scratch buffer */
+    if (!open || !high || !low || !close || !volume || !timestamp || !out) {
+        fprintf(stderr, "allocation failed\n");
+        return 1;
+    }
+    for (size_t i = 0; i < n; i++) {
+        double mid = 100 + sin((double)i * 0.001) * 20 + (double)i * 1e-4;
+        double c = mid + sin((double)i * 0.05) * 2;
+        close[i] = c;
+        open[i] = mid;
+        high[i] = fmax(c, mid) + 1.5;
+        low[i] = fmin(c, mid) - 1.5;
+        volume[i] = 1000 + (double)(i % 97) * 13;
+        timestamp[i] = (int64_t)i;
+    }
+
+    double ns;
+    double sma_stream, sma_batch, atr_stream, atr_batch, macd_stream;
+
+    MEASURE(ns, {
+        struct Sma *ind = wickra_sma_new(20);
+        for (size_t i = 0; i < n; i++) wickra_sma_update(ind, close[i]);
+        wickra_sma_free(ind);
+    });
+    sma_stream = (double)n / (ns / 1e9) / 1e6;
+
+    MEASURE(ns, {
+        struct Sma *ind = wickra_sma_new(20);
+        wickra_sma_batch(ind, close, out, n);
+        wickra_sma_free(ind);
+    });
+    sma_batch = (double)n / (ns / 1e9) / 1e6;
+
+    MEASURE(ns, {
+        struct Atr *ind = wickra_atr_new(14);
+        for (size_t i = 0; i < n; i++)
+            wickra_atr_update(ind, open[i], high[i], low[i], close[i], volume[i], timestamp[i]);
+        wickra_atr_free(ind);
+    });
+    atr_stream = (double)n / (ns / 1e9) / 1e6;
+
+    MEASURE(ns, {
+        struct Atr *ind = wickra_atr_new(14);
+        wickra_atr_batch(ind, open, high, low, close, volume, timestamp, out, n);
+        wickra_atr_free(ind);
+    });
+    atr_batch = (double)n / (ns / 1e9) / 1e6;
+
+    MEASURE(ns, {
+        struct MacdIndicator *ind = wickra_macd_indicator_new(12, 26, 9);
+        struct WickraMacdOutput value;
+        for (size_t i = 0; i < n; i++) wickra_macd_indicator_update(ind, close[i], &value);
+        wickra_macd_indicator_free(ind);
+    });
+    macd_stream = (double)n / (ns / 1e9) / 1e6;
+
+    printf("Wickra C throughput - %zu bars (median of 3 runs)\n\n", n);
+    printf("%-22s%20s%18s\n", "Indicator", "streaming (Mupd/s)", "batch (Mupd/s)");
+    printf("------------------------------------------------------------\n");
+    printf("%-22s%20.1f%18.1f\n", "SMA(20)", sma_stream, sma_batch);
+    printf("%-22s%20.1f%18.1f\n", "ATR(14)", atr_stream, atr_batch);
+    printf("%-22s%20.1f%18s\n", "MACD(12,26,9)", macd_stream, "-");
+
+    printf("\nMupd/s = million indicator updates per second. Streaming is the per-tick\n"
+           "`_update` path (one C call per value); batch is the bulk array path (one\n"
+           "C call). Higher is better. Numbers are machine-dependent - use them for\n"
+           "relative comparison, not as a speed claim.\n");
+
+    free(open);
+    free(high);
+    free(low);
+    free(close);
+    free(volume);
+    free(timestamp);
+    free(out);
+    return 0;
+}

bindings/c/cbindgen.toml

@@ -17,4 +17,4 @@ documentation = false
 # discovered and emitted as forward-declared opaque structs. Their fields are
 # never exposed — only `T *` handles cross the boundary.
 parse_deps = true
-include = ["wickra-core"]
+include = ["wickra-core", "wickra-data"]

bindings/csharp/README.md

@@ -1,18 +1,18 @@
-# Wickra — .NET
+# Wickra — C#
 
 [![CI](https://github.com/wickra-lib/wickra/actions/workflows/ci.yml/badge.svg)](https://github.com/wickra-lib/wickra/actions/workflows/ci.yml)
 [![codecov](https://codecov.io/gh/wickra-lib/wickra/branch/main/graph/badge.svg)](https://codecov.io/gh/wickra-lib/wickra)
 [![NuGet](https://img.shields.io/nuget/v/Wickra.svg?logo=nuget&color=blue)](https://www.nuget.org/packages/Wickra)
 [![License: MIT OR Apache-2.0](https://img.shields.io/badge/license-MIT_OR_Apache--2.0-blue)](https://github.com/wickra-lib/wickra#license)
 
-**Streaming-first technical indicators for .NET. `dotnet add package Wickra` —
+**Streaming-first technical indicators for C#. `dotnet add package Wickra` —
 prebuilt native library, no system dependencies.**
 
 Wickra is a multi-language technical-analysis library with a Rust core and
-bindings for Python, Node.js and WebAssembly, plus a C ABI for C/C++, C#, Go, Java, R and any
+bindings for Python, Node.js and WASM, plus a C ABI for C, C++, C#, Go, Java, R and any
 other C-capable language. Every indicator is an O(1)
 streaming state machine, so live trading bots and historical backtests share
-the exact same implementation. This package is the .NET binding; it consumes the
+the exact same implementation. This package is the C# binding; it consumes the
 C ABI hub through `[LibraryImport]` P/Invoke and exposes all 514 streaming-first
 indicators as idiomatic `IDisposable` classes.
 
@@ -52,6 +52,18 @@ foreach (var price in liveFeed)
 values — the equivalence is enforced by the test suite. Multi-output indicators
 (MACD, Bollinger, ADX, …) return a nullable `record struct`, `null` while warming up.
 
+## Benchmark
+
+`benchmarks/` reports streaming and batch updates-per-second for `SMA`, `ATR`
+and `MACD`. It measures this binding's FFI overhead, not a cross-library ratio
+(the same Rust core runs under every binding) — see the repository
+[BENCHMARKS.md](https://github.com/wickra-lib/wickra/blob/main/BENCHMARKS.md) §3.
+
+```bash
+cargo build -p wickra-c --release
+dotnet run -c Release --project benchmarks
+```
+
 ## Documentation
 
 The full indicator catalogue, guides, quickstarts, and API reference live in
@@ -61,10 +73,17 @@ the main repository and documentation site:
 - **Docs** (quickstarts, cookbook, TA-Lib migration): <https://docs.wickra.org>
 - **Runnable examples:** [`examples/csharp/`](https://github.com/wickra-lib/wickra/tree/main/examples/csharp)
 
-Wickra ships native bindings for Python, Node.js, WebAssembly and Rust, plus a
-C ABI hub that any C-capable language (C, C++, Go, C#, Java, R) links against —
+Wickra ships native bindings for Python, Node.js, WASM and Rust, plus a
+C ABI hub that any C-capable language (C, C++, C#, Go, Java, R) links against —
 all exposing the same indicators from the shared, `unsafe`-forbidden Rust core.
 
+## Security
+
+Found a security issue? **Please don't open a public issue.** Report it privately
+via the affected repository's *Security* tab (*"Report a vulnerability"*) or email
+**support@wickra.org** with a subject line starting `[wickra security]`. Full
+policy: <https://github.com/wickra-lib/wickra/blob/main/SECURITY.md>.
+
 ## Disclaimer
 
 Wickra is an indicator toolkit, not a trading system. The values it computes

bindings/csharp/Wickra.Tests/ArchetypeTests.cs

@@ -34,6 +34,21 @@ public class ArchetypeTests
         Assert.InRange(last, 1.0, 10.0);
     }
 
+    [Fact]
+    public void Query_WarmupPeriodAndIsReady()
+    {
+        using var sma = new Sma(3);
+        Assert.Equal(3, sma.WarmupPeriod());
+        Assert.False(sma.IsReady());
+        sma.Update(1.0);
+        sma.Update(2.0);
+        Assert.False(sma.IsReady());
+        sma.Update(3.0);
+        Assert.True(sma.IsReady());
+        sma.Reset();
+        Assert.False(sma.IsReady());
+    }
+
     [Fact]
     public void Candle_Atr_IsFinitePositive()
     {

bindings/csharp/Wickra.Tests/BinanceFeedTests.cs

@@ -0,0 +1,53 @@
+using System;
+using Wickra;
+using Xunit;
+
+// The live Binance feed's connect → read → reconnect pipeline is covered
+// deterministically by the Rust mock-WS-server tests in wickra-data. Here we
+// only assert the binding's error paths, which need no network.
+public class BinanceFeedTests
+{
+    [Fact]
+    public void RejectsUnknownInterval()
+    {
+        Assert.Throws<ArgumentException>(() =>
+            new BinanceFeed("BTCUSDT", (BinanceInterval)99));
+    }
+
+    [Fact]
+    public void RejectsEmptySymbols()
+    {
+        Assert.Throws<ArgumentException>(() =>
+            new BinanceFeed("", BinanceInterval.OneMinute));
+    }
+
+    [Fact]
+    public void RejectsUnreachableEndpoint()
+    {
+        Assert.Throws<ArgumentException>(() =>
+            new BinanceFeed("BTCUSDT", BinanceInterval.OneMinute, "ws://127.0.0.1:1"));
+    }
+
+    // The REST fetcher's parse/HTTP success path is covered by the Rust
+    // mock-HTTP-server tests; here we only assert the binding's error paths.
+    [Fact]
+    public void FetchKlinesRejectsUnknownInterval()
+    {
+        Assert.Throws<ArgumentException>(() =>
+            BinanceFeed.FetchKlines("BTCUSDT", (BinanceInterval)99, 1));
+    }
+
+    [Fact]
+    public void FetchKlinesRejectsZeroLimit()
+    {
+        Assert.Throws<ArgumentException>(() =>
+            BinanceFeed.FetchKlines("BTCUSDT", BinanceInterval.OneHour, 0));
+    }
+
+    [Fact]
+    public void FetchKlinesSurfacesUnreachableEndpoint()
+    {
+        Assert.Throws<ArgumentException>(() =>
+            BinanceFeed.FetchKlines("BTCUSDT", BinanceInterval.OneHour, 1, baseUrl: "http://127.0.0.1:1"));
+    }
+}

bindings/csharp/Wickra.Tests/DataLayerTests.cs

@@ -0,0 +1,110 @@
+using System;
+using System.Collections.Generic;
+using System.Globalization;
+using System.IO;
+using Wickra;
+using Xunit;
+
+// Cross-language data-layer parity: replay the shared golden tick stream through
+// the TickAggregator and check the candles against the Rust reference, with and
+// without gap filling.
+public class DataLayerTests
+{
+    private static string GoldenDir([System.Runtime.CompilerServices.CallerFilePath] string file = "") =>
+        Path.GetFullPath(Path.Combine(Path.GetDirectoryName(file)!, "..", "..", "..", "testdata", "golden"));
+
+    private static double[][] Read(string name)
+    {
+        var lines = File.ReadAllLines(Path.Combine(GoldenDir(), name + ".csv"));
+        var rows = new List<double[]>();
+        for (var i = 1; i < lines.Length; i++)
+        {
+            if (lines[i].Length == 0)
+            {
+                continue;
+            }
+            rows.Add(Array.ConvertAll(lines[i].Split(','), s => double.Parse(s, CultureInfo.InvariantCulture)));
+        }
+        return rows.ToArray();
+    }
+
+    [Fact]
+    public void ResamplerMatchesGolden()
+    {
+        var input = Read("input"); // open,high,low,close,volume (timestamp = row index)
+        using var r = new Resampler(5);
+        var got = new List<double[]>();
+        for (var i = 0; i < input.Length; i++)
+        {
+            var c = r.Update(input[i][0], input[i][1], input[i][2], input[i][3], input[i][4], i);
+            if (c.HasValue)
+            {
+                got.Add(new[] { c.Value.Open, c.Value.High, c.Value.Low, c.Value.Close, c.Value.Volume, (double)c.Value.Timestamp });
+            }
+        }
+        var f = r.Flush();
+        if (f.HasValue)
+        {
+            got.Add(new[] { f.Value.Open, f.Value.High, f.Value.Low, f.Value.Close, f.Value.Volume, (double)f.Value.Timestamp });
+        }
+        var want = Read("data_resampled");
+        Assert.Equal(want.Length, got.Count);
+        for (var i = 0; i < got.Count; i++)
+        {
+            for (var j = 0; j < 6; j++)
+            {
+                var tol = 1e-9 * Math.Max(1, Math.Abs(want[i][j]));
+                Assert.True(Math.Abs(got[i][j] - want[i][j]) <= tol, $"resample row {i} col {j}: {got[i][j]} vs {want[i][j]}");
+            }
+        }
+    }
+
+    [Fact]
+    public void CandleReaderMatchesGolden()
+    {
+        var csv = File.ReadAllText(Path.Combine(GoldenDir(), "data_csv.csv"));
+        using var reader = new CandleReader(csv);
+        var candles = reader.Read();
+        var want = Read("data_csv_candles");
+        Assert.Equal(want.Length, candles.Length);
+        for (var i = 0; i < candles.Length; i++)
+        {
+            var c = candles[i];
+            var got = new[] { c.Open, c.High, c.Low, c.Close, c.Volume, (double)c.Timestamp };
+            for (var j = 0; j < 6; j++)
+            {
+                var tol = 1e-9 * Math.Max(1, Math.Abs(want[i][j]));
+                Assert.True(Math.Abs(got[j] - want[i][j]) <= tol, $"candle reader row {i} col {j}: {got[j]} vs {want[i][j]}");
+            }
+        }
+    }
+
+    [Theory]
+    [InlineData(false, "data_candles")]
+    [InlineData(true, "data_candles_gap")]
+    public void TickAggregatorMatchesGolden(bool gapFill, string fixture)
+    {
+        var ticks = Read("data_ticks");
+        using var agg = new TickAggregator(1000, gapFill);
+        var got = new List<double[]>();
+        foreach (var t in ticks)
+        {
+            foreach (var c in agg.Push(t[0], t[1], (long)t[2]))
+            {
+                got.Add(new[] { c.Open, c.High, c.Low, c.Close, c.Volume, (double)c.Timestamp });
+            }
+        }
+        var want = Read(fixture);
+        Assert.Equal(want.Length, got.Count);
+        for (var i = 0; i < got.Count; i++)
+        {
+            for (var j = 0; j < 6; j++)
+            {
+                var tol = 1e-9 * Math.Max(1, Math.Abs(want[i][j]));
+                Assert.True(
+                    Math.Abs(got[i][j] - want[i][j]) <= tol,
+                    $"{fixture} row {i} col {j}: {got[i][j]} vs {want[i][j]}");
+            }
+        }
+    }
+}

bindings/csharp/Wickra.Tests/GoldenTests.cs

@@ -0,0 +1,216 @@
+using System.Globalization;
+using System.Runtime.CompilerServices;
+using Wickra;
+using Xunit;
+
+namespace Wickra.Tests;
+
+/// <summary>
+/// Golden-fixture parity: replay the shared <c>testdata/golden</c> input series
+/// through the C# FFI and assert every value matches the Rust reference output.
+/// Where the archetype tests only check finiteness, this pins exact values, so a
+/// wiring bug (swapped parameter, wrong multi-output field) is caught.
+/// Fixtures are generated by <c>cargo run -p wickra-examples --bin gen_golden</c>.
+/// </summary>
+public class GoldenTests
+{
+    private const double Tol = 1e-6;
+
+    private static string GoldenDir([CallerFilePath] string file = "") =>
+        Path.GetFullPath(Path.Combine(Path.GetDirectoryName(file)!, "..", "..", "..", "testdata", "golden"));
+
+    private static List<string[]> ReadCsv(string name)
+    {
+        var path = Path.Combine(GoldenDir(), name + ".csv");
+        return File.ReadAllLines(path)
+            .Skip(1) // header
+            .Where(l => l.Length > 0)
+            .Select(l => l.Split(','))
+            .ToList();
+    }
+
+    private static double[][] Input()
+    {
+        return ReadCsv("input")
+            .Select(r => r.Select(c => double.Parse(c, CultureInfo.InvariantCulture)).ToArray())
+            .ToArray();
+    }
+
+    private static double Cell(string s) =>
+        s == "nan" ? double.NaN : double.Parse(s, CultureInfo.InvariantCulture);
+
+    private static void AssertClose(double got, double want, int row, string field)
+    {
+        if (double.IsNaN(want))
+        {
+            Assert.True(double.IsNaN(got), $"row {row} {field}: expected warmup/NaN, got {got}");
+            return;
+        }
+        var tol = Tol * Math.Max(1.0, Math.Abs(want));
+        Assert.True(Math.Abs(got - want) <= tol, $"row {row} {field}: got {got}, want {want}");
+    }
+
+    // --- scalar (close-driven) ------------------------------------------------
+
+    [Theory]
+    [InlineData("sma")]
+    [InlineData("ema")]
+    [InlineData("rsi")]
+    public void Scalar_MatchesGolden(string name)
+    {
+        var input = Input();
+        var expected = ReadCsv(name);
+        using var ind = (IDisposable)(name switch
+        {
+            "sma" => new Sma(14),
+            "ema" => new Ema(14),
+            "rsi" => new Rsi(14),
+            _ => throw new ArgumentOutOfRangeException(nameof(name)),
+        });
+        for (var i = 0; i < input.Length; i++)
+        {
+            var close = input[i][3];
+            double got = ind switch
+            {
+                Sma s => s.Update(close),
+                Ema e => e.Update(close),
+                Rsi r => r.Update(close),
+                _ => double.NaN,
+            };
+            AssertClose(got, Cell(expected[i][0]), i, name);
+        }
+    }
+
+    // --- candle, single output ------------------------------------------------
+
+    [Fact]
+    public void Candle_Atr_MatchesGolden()
+    {
+        var input = Input();
+        var expected = ReadCsv("atr");
+        using var atr = new Atr(14);
+        for (var i = 0; i < input.Length; i++)
+        {
+            var (o, h, l, c, v) = (input[i][0], input[i][1], input[i][2], input[i][3], input[i][4]);
+            AssertClose(atr.Update(o, h, l, c, v, i), Cell(expected[i][0]), i, "atr");
+        }
+    }
+
+    // --- pairwise -------------------------------------------------------------
+
+    [Fact]
+    public void Pairwise_Beta_MatchesGolden()
+    {
+        var input = Input();
+        var expected = ReadCsv("beta");
+        using var beta = new Beta(20);
+        for (var i = 0; i < input.Length; i++)
+        {
+            // generator fed (close, open)
+            AssertClose(beta.Update(input[i][3], input[i][0]), Cell(expected[i][0]), i, "beta");
+        }
+    }
+
+    // --- scalar multi-output: MACD -------------------------------------------
+
+    [Fact]
+    public void MultiOutput_Macd_MatchesGolden()
+    {
+        var input = Input();
+        var expected = ReadCsv("macd");
+        using var macd = new MacdIndicator(12, 26, 9);
+        for (var i = 0; i < input.Length; i++)
+        {
+            MacdOutput? got = macd.Update(input[i][3]);
+            var e = expected[i];
+            if (e[0] == "nan")
+            {
+                Assert.Null(got);
+                continue;
+            }
+            Assert.NotNull(got);
+            AssertClose(got!.Value.Macd, Cell(e[0]), i, "macd.macd");
+            AssertClose(got.Value.Signal, Cell(e[1]), i, "macd.signal");
+            AssertClose(got.Value.Histogram, Cell(e[2]), i, "macd.histogram");
+        }
+    }
+
+    // --- candle multi-output: ADX --------------------------------------------
+
+    [Fact]
+    public void MultiOutput_Adx_MatchesGolden()
+    {
+        var input = Input();
+        var expected = ReadCsv("adx");
+        using var adx = new Adx(14);
+        for (var i = 0; i < input.Length; i++)
+        {
+            var (o, h, l, c, v) = (input[i][0], input[i][1], input[i][2], input[i][3], input[i][4]);
+            AdxOutput? got = adx.Update(o, h, l, c, v, i);
+            var e = expected[i];
+            if (e[0] == "nan")
+            {
+                Assert.Null(got);
+                continue;
+            }
+            Assert.NotNull(got);
+            AssertClose(got!.Value.PlusDi, Cell(e[0]), i, "adx.plus_di");
+            AssertClose(got.Value.MinusDi, Cell(e[1]), i, "adx.minus_di");
+            AssertClose(got.Value.Adx, Cell(e[2]), i, "adx.adx");
+        }
+    }
+
+    // --- the four de-duplicated indicators ------------------------------------
+
+    [Fact]
+    public void Candle_AdOscillator_MatchesGolden()
+    {
+        var input = Input();
+        var expected = ReadCsv("ad_oscillator");
+        using var ad = new AdOscillator();
+        for (var i = 0; i < input.Length; i++)
+        {
+            var (o, h, l, c, v) = (input[i][0], input[i][1], input[i][2], input[i][3], input[i][4]);
+            AssertClose(ad.Update(o, h, l, c, v, i), Cell(expected[i][0]), i, "ad_oscillator");
+        }
+    }
+
+    [Fact]
+    public void Candle_IntradayIntensity_MatchesGolden()
+    {
+        var input = Input();
+        var expected = ReadCsv("intraday_intensity");
+        using var ii = new IntradayIntensity();
+        for (var i = 0; i < input.Length; i++)
+        {
+            var (o, h, l, c, v) = (input[i][0], input[i][1], input[i][2], input[i][3], input[i][4]);
+            AssertClose(ii.Update(o, h, l, c, v, i), Cell(expected[i][0]), i, "intraday_intensity");
+        }
+    }
+
+    [Fact]
+    public void Candle_AwesomeOscillatorHistogram_MatchesGolden()
+    {
+        var input = Input();
+        var expected = ReadCsv("awesome_oscillator_histogram");
+        using var aoh = new AwesomeOscillatorHistogram(5, 34, 1);
+        for (var i = 0; i < input.Length; i++)
+        {
+            var (o, h, l, c, v) = (input[i][0], input[i][1], input[i][2], input[i][3], input[i][4]);
+            AssertClose(aoh.Update(o, h, l, c, v, i), Cell(expected[i][0]), i, "awesome_oscillator_histogram");
+        }
+    }
+
+    [Fact]
+    public void Scalar_AverageDrawdown_MatchesGolden()
+    {
+        var input = Input();
+        var expected = ReadCsv("average_drawdown");
+        using var avg = new AverageDrawdown(20);
+        for (var i = 0; i < input.Length; i++)
+        {
+            // generator fed the close column as the equity-curve sample.
+            AssertClose(avg.Update(input[i][3]), Cell(expected[i][0]), i, "average_drawdown");
+        }
+    }
+}

bindings/csharp/Wickra/Wickra.csproj

@@ -11,7 +11,7 @@
 
     <!-- NuGet package metadata -->
     <PackageId>Wickra</PackageId>
-    <Version>0.7.9</Version>
+    <Version>0.9.3</Version>
     <Authors>kingchenc</Authors>
     <Description>High-performance streaming technical-analysis indicators (514 indicators) for .NET, backed by the native Rust core via the Wickra C ABI.</Description>
     <PackageLicenseExpression>MIT OR Apache-2.0</PackageLicenseExpression>
@@ -20,6 +20,7 @@
     <RepositoryType>git</RepositoryType>
     <PackageTags>technical-analysis;indicators;trading;finance;streaming;ffi;native</PackageTags>
     <PackageReadmeFile>README.md</PackageReadmeFile>
+    <PackageIcon>icon.png</PackageIcon>
     <IncludeSymbols>true</IncludeSymbols>
     <SymbolPackageFormat>snupkg</SymbolPackageFormat>
     <GenerateDocumentationFile>true</GenerateDocumentationFile>
@@ -42,6 +43,7 @@
 
   <ItemGroup>
     <None Include="..\README.md" Pack="true" PackagePath="\" />
+    <None Include="..\icon.png" Pack="true" PackagePath="\" />
   </ItemGroup>
 
   <!--

bindings/csharp/Wickra/WickraNative.cs

@@ -23,6 +23,13 @@ internal static class WickraNative
     // Any exported symbol works as a fingerprint; sma_new exists in every build.
     private const string SentinelSymbol = "wickra_sma_new";
 
+    // CA2255 warns against [ModuleInitializer] in libraries, but registering the
+    // native-library resolver before any P/Invoke runs is exactly the advanced
+    // scenario the attribute exists for: a static constructor would run too late
+    // (only on first access to this type), letting the default resolver fail first.
+    [System.Diagnostics.CodeAnalysis.SuppressMessage(
+        "Usage", "CA2255:The 'ModuleInitializer' attribute should not be used in libraries",
+        Justification = "The DllImport resolver must be registered before the first P/Invoke; a static constructor would run too late.")]
     [ModuleInitializer]
     internal static void Register()
     {

bindings/csharp/benchmarks/Benchmarks.csproj

@@ -0,0 +1,21 @@
+<Project Sdk="Microsoft.NET.Sdk">
+
+  <!-- Standalone throughput benchmark for the Wickra C# binding.
+       See Program.cs for run instructions. Requires the C ABI library; the
+       binding's dev DllImportResolver falls back to target/release. -->
+  <PropertyGroup>
+    <OutputType>Exe</OutputType>
+    <TargetFramework>net8.0</TargetFramework>
+    <LangVersion>latest</LangVersion>
+    <Nullable>enable</Nullable>
+    <ImplicitUsings>enable</ImplicitUsings>
+    <IsPackable>false</IsPackable>
+    <AssemblyName>Wickra.Benchmarks</AssemblyName>
+    <RootNamespace>Wickra.Benchmarks</RootNamespace>
+  </PropertyGroup>
+
+  <ItemGroup>
+    <ProjectReference Include="..\Wickra\Wickra.csproj" />
+  </ItemGroup>
+
+</Project>

bindings/csharp/benchmarks/Program.cs

@@ -0,0 +1,101 @@
+// Throughput benchmark for the Wickra C# binding.
+//
+// Measures how many indicator updates per second the binding sustains, both
+// per-tick (streaming Update) and bulk (Batch), over a synthetic OHLCV series.
+// It is the C# counterpart of the Node throughput.js and the Rust criterion
+// benches: it benchmarks Wickra's own O(1) streaming engine across the
+// managed<->C-ABI boundary (there is no comparable streaming TA library on
+// NuGet to compare against), so the headline number is raw per-binding
+// throughput / FFI overhead, not a cross-library ratio.
+//
+// Three indicators are timed, chosen by FFI call-signature archetype rather
+// than algorithm: SMA (1-in -> 1-out), ATR (multi-in -> 1-out), and MACD
+// (1-in -> multi-out). Streaming is timed for all three; batch only for the
+// single-output SMA and ATR (multi-output batch is not exposed uniformly).
+//
+//   cargo build -p wickra-c --release
+//   dotnet run -c Release --project bindings/csharp/benchmarks            # 200k bars
+//   dotnet run -c Release --project bindings/csharp/benchmarks -- --bars 1000000
+
+using System.Diagnostics;
+using System.Globalization;
+using Wickra;
+
+// Deterministic, locale-independent number formatting for the report.
+CultureInfo.CurrentCulture = CultureInfo.InvariantCulture;
+
+int bars = 200_000;
+for (int i = 0; i < args.Length - 1; i++)
+{
+    if (args[i] == "--bars" && int.TryParse(args[i + 1], out var n) && n >= 1000)
+    {
+        bars = n;
+    }
+}
+
+// Deterministic synthetic OHLCV (no RNG, so runs are comparable).
+var open = new double[bars];
+var high = new double[bars];
+var low = new double[bars];
+var close = new double[bars];
+var volume = new double[bars];
+var timestamp = new long[bars];
+for (int i = 0; i < bars; i++)
+{
+    double mid = 100 + Math.Sin(i * 0.001) * 20 + i * 1e-4;
+    double c = mid + Math.Sin(i * 0.05) * 2;
+    close[i] = c;
+    open[i] = mid;
+    high[i] = Math.Max(c, mid) + 1.5;
+    low[i] = Math.Min(c, mid) - 1.5;
+    volume[i] = 1000 + (i % 97) * 13;
+    timestamp[i] = i;
+}
+
+double Mups(double ns) => bars / (ns / 1e9) / 1e6;
+
+// Median elapsed-ns over a few repetitions, after one warmup pass.
+double TimeNs(Action fn, int reps = 3)
+{
+    fn(); // warmup (JIT + cache)
+    var samples = new double[reps];
+    for (int r = 0; r < reps; r++)
+    {
+        long t0 = Stopwatch.GetTimestamp();
+        fn();
+        samples[r] = (Stopwatch.GetTimestamp() - t0) * (1e9 / Stopwatch.Frequency);
+    }
+    Array.Sort(samples);
+    return samples[reps / 2];
+}
+
+// SMA (scalar 1-in/1-out), ATR (multi-in/1-out), MACD (1-in/multi-out).
+var indicators = new (string Name, Action Stream, Action? Batch)[]
+{
+    ("SMA(20)",
+        () => { using var ind = new Sma(20); for (int i = 0; i < bars; i++) ind.Update(close[i]); },
+        () => { using var ind = new Sma(20); ind.Batch(close); }),
+    ("ATR(14)",
+        () => { using var ind = new Atr(14); for (int i = 0; i < bars; i++) ind.Update(open[i], high[i], low[i], close[i], volume[i], timestamp[i]); },
+        () => { using var ind = new Atr(14); ind.Batch(open, high, low, close, volume, timestamp); }),
+    ("MACD(12,26,9)",
+        () => { using var ind = new MacdIndicator(12, 26, 9); for (int i = 0; i < bars; i++) ind.Update(close[i]); },
+        null), // multi-output: streaming only
+};
+
+Console.WriteLine($"Wickra C# throughput - {bars:N0} bars (median of 3 runs)\n");
+Console.WriteLine($"{"Indicator",-22}{"streaming (Mupd/s)",20}{"batch (Mupd/s)",18}");
+Console.WriteLine(new string('-', 60));
+
+foreach (var (name, stream, batch) in indicators)
+{
+    string streamMups = Mups(TimeNs(stream)).ToString("F1");
+    string batchMups = batch is null ? "-" : Mups(TimeNs(batch)).ToString("F1");
+    Console.WriteLine($"{name,-22}{streamMups,20}{batchMups,18}");
+}
+
+Console.WriteLine(
+    "\nMupd/s = million indicator updates per second. Streaming is the per-tick\n" +
+    "Update path crossing the managed<->C-ABI boundary once per value; batch is\n" +
+    "the bulk array path (one boundary crossing). Higher is better. Numbers are\n" +
+    "machine-dependent - use them for relative comparison, not as a speed claim.");

bindings/csharp/gen_golden_test.py

@@ -0,0 +1,304 @@
+"""Generate Wickra.Tests/GoldenAllTests.g.cs: a value-parity test that replays
+the shared golden input through every one of the 514 C# indicators and checks
+output bit-for-bit against the Rust reference fixtures g_<Canonical>.csv.
+
+Run from repo root:  python bindings/csharp/gen_golden_test.py
+"""
+import glob
+import json
+import os
+import re
+
+ROOT = os.path.normpath(os.path.join(os.path.dirname(__file__), "..", ".."))
+G = os.path.join(ROOT, "testdata", "golden")
+GEN = open(os.path.join(ROOT, "bindings", "csharp", "Wickra", "Generated", "Indicators.g.cs"), encoding="utf-8").read()
+
+# Canonical core Indicator::name() per indicator, shared across every binding.
+NAMES = json.load(open(os.path.join(G, "names.json")))
+
+# C# constructor parameter types per class.
+ctor_types = {}
+cur = None
+for line in GEN.splitlines():
+    m = re.match(r"public sealed class (\w+)", line)
+    if m:
+        cur = m.group(1)
+        continue
+    if cur:
+        cm = re.match(r"\s*public %s\(([^)]*)\)" % re.escape(cur), line)
+        if cm:
+            ps = cm.group(1).strip()
+            types = [p.strip().rsplit(" ", 1)[0].strip() for p in ps.split(",")] if ps else []
+            ctor_types[cur] = types
+            cur = None
+
+# Unified archetype + params, keyed by canonical (== C# class name).
+spec = {}
+for e in json.load(open(os.path.join(G, "scalar_manifest.json"))):
+    arch = {"f64": "scalar_f64", "Candle": "scalar_candle", "(f64, f64)": "pairwise"}[e["input"]]
+    spec[e["canonical"]] = {"arch": arch, "params": e["params"]}
+for e in json.load(open(os.path.join(G, "multi_manifest.json"))):
+    arch = {"f64": "multi_f64", "Candle": "multi_candle", "(f64, f64)": "multi_pairwise"}[e["input"]]
+    spec[e["canonical"]] = {"arch": arch, "params": e["params"], "n": e["n"]}
+ex = json.load(open(os.path.join(G, "exotic_manifest.json")))
+for e in ex["deriv"]:
+    spec[e["canonical"]] = {"arch": "deriv_multi" if "n" in e else "deriv", "params": e["params"], "n": e.get("n")}
+for e in ex["cross"]:
+    spec[e["canonical"]] = {"arch": "cross", "params": e["params"]}
+for e in ex["trade"]:
+    spec[e["canonical"]] = {"arch": "trade", "params": e["params"]}
+for e in ex["trademid"]:
+    spec[e["canonical"]] = {"arch": "trademid", "params": e["params"]}
+for e in ex["ob"]:
+    spec[e["canonical"]] = {"arch": "ob", "params": e["params"]}
+for e in json.load(open(os.path.join(G, "profile_manifest.json"))):
+    spec[e["canonical"]] = {"arch": "profile_" + e["kind"], "params": e["params"], "width": e["width"]}
+for e in json.load(open(os.path.join(G, "bars_manifest.json"))):
+    arch = "footprint" if e["canonical"] == "Footprint" else "bars_" + e["feed"]
+    spec[e["canonical"]] = {"arch": arch, "params": e["params"]}
+
+canons = sorted(os.path.basename(f)[2:-4] for f in glob.glob(os.path.join(G, "g_*.csv")))
+
+
+def lit(value, cstype):
+    if cstype == "int":
+        return str(int(round(value)))
+    if cstype == "uint":
+        return f"{int(round(value))}u"
+    if cstype == "byte":
+        return f"(byte){int(round(value))}"
+    f = float(value)
+    s = repr(f)
+    return s if ("." in s or "e" in s or "E" in s) else s + ".0"
+
+
+def ctor_call(canon):
+    types = ctor_types.get(canon, [])
+    vals = spec[canon]["params"]
+    args = ", ".join(lit(v, t) for v, t in zip(vals, types))
+    return f"new Wickra.{canon}({args})"
+
+
+def block(canon):
+    s = spec[canon]
+    a = s["arch"]
+    L = [f"    [Fact]", f"    public void Golden_{canon}()", "    {"]
+    L.append(f"        using var ind = {ctor_call(canon)};")
+    L.append(f"        Assert.Equal({json.dumps(NAMES[canon])}, ind.Name());")
+    L.append("        var got = new List<double[]>();")
+    L.append("        for (var i = 0; i < Rows.Length; i++)")
+    L.append("        {")
+    L.append("            var r = Rows[i];")
+    if a == "scalar_f64":
+        L.append("            got.Add(new[] { ind.Update(r[3]) });")
+    elif a == "pairwise":
+        L.append("            got.Add(new[] { ind.Update(r[3], r[0]) });")
+    elif a == "scalar_candle":
+        L.append("            got.Add(new[] { ind.Update(r[0], r[1], r[2], r[3], r[4], i) });")
+    elif a == "trade":
+        L.append("            got.Add(new[] { ind.Update(r[3], r[4], r[3] >= r[0], i) });")
+    elif a == "trademid":
+        L.append("            got.Add(new[] { ind.Update(r[3], r[4], r[3] >= r[0], i, (r[1] + r[2]) / 2) });")
+    elif a == "ob":
+        L.append("            var (bp, bs, ap, asz) = ObLists(r);")
+        L.append("            got.Add(new[] { ind.Update(bp, bs, ap, asz) });")
+    elif a == "deriv":
+        L.append("            var d = DerivFields(r);")
+        L.append("            got.Add(new[] { ind.Update(d[0], d[1], d[2], d[3], d[4], d[5], d[6], d[7], d[8], d[9], d[10], i) });")
+    elif a == "deriv_multi":
+        L.append("            var d = DerivFields(r);")
+        L.append("            got.Add(FlattenNullable(ind.Update(d[0], d[1], d[2], d[3], d[4], d[5], d[6], d[7], d[8], d[9], d[10], i), %d));" % s["n"])
+    elif a == "cross":
+        L.append("            var (ch, vo, nh, nl, am, ob) = CrossLists(r);")
+        L.append("            got.Add(new[] { ind.Update(ch, vo, nh, nl, am, ob, i) });")
+    elif a == "multi_f64":
+        L.append("            got.Add(FlattenNullable(ind.Update(r[3]), %d));" % s["n"])
+    elif a == "multi_pairwise":
+        L.append("            got.Add(FlattenNullable(ind.Update(r[3], r[0]), %d));" % s["n"])
+    elif a == "multi_candle":
+        L.append("            got.Add(FlattenNullable(ind.Update(r[0], r[1], r[2], r[3], r[4], i), %d));" % s["n"])
+    elif a == "profile_bins":
+        L.append("            var bins = ind.Update(r[0], r[1], r[2], r[3], r[4], i);")
+        L.append("            got.Add(bins ?? NanRow(%d));" % s["width"])
+    elif a == "profile_pricebins":
+        L.append("            got.Add(FlattenNullable(ind.Update(r[0], r[1], r[2], r[3], r[4], i), %d));" % s["width"])
+    elif a == "bars_close":
+        L.append("            got.Add(FlattenBars(ind.Update(r[3], r[3], r[3], r[3], 1.0, 0)));")
+    elif a == "bars_candle4":
+        L.append("            got.Add(FlattenBars(ind.Update(r[0], r[1], r[2], r[3], 1.0, 0)));")
+    elif a == "bars_candle5":
+        L.append("            got.Add(FlattenBars(ind.Update(r[0], r[1], r[2], r[3], r[4], 0)));")
+    elif a == "footprint":
+        L.append("            got.Add(FlattenBars(ind.Update(r[3], r[4], r[3] >= r[0], i)));")
+    else:
+        raise SystemExit("arch " + a)
+    L.append("        }")
+    L.append(f'        Compare("{canon}", got);')
+    L.append("    }")
+    return "\n".join(L)
+
+
+HEADER = '''// <auto-generated>
+// Generated by gen_golden_test.py. DO NOT EDIT.
+//
+// Value-parity for every one of the 514 C# indicators: the shared golden input
+// is replayed through each one and checked bit-for-bit against the Rust
+// reference fixtures testdata/golden/g_<Canonical>.csv. Multi-output, profile
+// and bar shapes are flattened by reflection so one comparator covers all
+// archetypes. Regenerate with: python bindings/csharp/gen_golden_test.py
+// </auto-generated>
+#nullable enable
+using System;
+using System.Collections.Generic;
+using System.Globalization;
+using System.IO;
+using System.Linq;
+using System.Reflection;
+using Xunit;
+
+namespace Wickra.Tests;
+
+public class GoldenAllTests
+{
+    private const double Tol = 1e-6;
+
+    private static readonly double[][] Rows = LoadInput();
+
+    private static string GoldenDir([System.Runtime.CompilerServices.CallerFilePath] string file = "") =>
+        Path.GetFullPath(Path.Combine(Path.GetDirectoryName(file)!, "..", "..", "..", "testdata", "golden"));
+
+    private static double Cell(string s) =>
+        s == "nan" ? double.NaN
+        : s == "inf" ? double.PositiveInfinity
+        : s == "-inf" ? double.NegativeInfinity
+        : double.Parse(s, CultureInfo.InvariantCulture);
+
+    private static double[][] LoadInput()
+    {
+        var lines = File.ReadAllLines(Path.Combine(GoldenDir(), "input.csv"));
+        return lines.Skip(1).Where(l => l.Length > 0)
+            .Select(l => l.Split(',').Select(x => double.Parse(x, CultureInfo.InvariantCulture)).ToArray())
+            .ToArray();
+    }
+
+    // Keep blank lines (a candle on which no bar closed) so rows stay aligned.
+    private static double[]?[] ReadFixture(string name)
+    {
+        var lines = File.ReadAllLines(Path.Combine(GoldenDir(), "g_" + name + ".csv"));
+        return lines.Skip(1).Select(l => l.Length == 0 ? Array.Empty<double>() : l.Split(',').Select(Cell).ToArray()).ToArray();
+    }
+
+    private static double[] NanRow(int n)
+    {
+        var r = new double[n];
+        for (var i = 0; i < n; i++) r[i] = double.NaN;
+        return r;
+    }
+
+    private static double[] FlattenStruct(object o)
+    {
+        var props = o.GetType()
+            .GetProperties(BindingFlags.Public | BindingFlags.Instance)
+            .OrderBy(p => p.MetadataToken);
+        var list = new List<double>();
+        foreach (var p in props)
+        {
+            var v = p.GetValue(o);
+            switch (v)
+            {
+                case double d: list.Add(d); break;
+                case float f: list.Add(f); break;
+                case long l: list.Add(l); break;
+                case int n: list.Add(n); break;
+                case double[] arr: list.AddRange(arr); break;
+            }
+        }
+        return list.ToArray();
+    }
+
+    private static double[] FlattenNullable<T>(T? value, int width) where T : struct =>
+        value.HasValue ? FlattenStruct(value.Value) : NanRow(width);
+
+    private static double[] FlattenBars<T>(T[] bars)
+    {
+        var list = new List<double>();
+        foreach (var bar in bars) list.AddRange(FlattenStruct(bar!));
+        return list.ToArray();
+    }
+
+    private static double[] DerivFields(double[] r)
+    {
+        double o = r[0], h = r[1], l = r[2], c = r[3], v = r[4];
+        return new[]
+        {
+            (c - o) / c * 0.01, c, c - 0.5, c + 1.0, v * 10.0, v * 0.6, v * 0.4,
+            v * 0.55, v * 0.45, h - c, c - l,
+        };
+    }
+
+    private static (double[], double[], bool[], bool[], bool[], bool[]) CrossLists(double[] r)
+    {
+        double o = r[0], c = r[3], v = r[4];
+        var change = new double[5];
+        var volume = new double[5];
+        var nh = new bool[5];
+        var nl = new bool[5];
+        var am = new bool[5];
+        var ob = new bool[5];
+        for (var j = 0; j < 5; j++)
+        {
+            change[j] = (c - o) + j;
+            volume[j] = v + j * 10.0;
+            nh[j] = j % 2 == 0;
+            nl[j] = j % 3 == 0;
+            am[j] = j % 2 == 0;
+            ob[j] = j % 3 == 0;
+        }
+        return (change, volume, nh, nl, am, ob);
+    }
+
+    private static (double[], double[], double[], double[]) ObLists(double[] r)
+    {
+        double c = r[3], v = r[4];
+        var bp = new double[5];
+        var bs = new double[5];
+        var ap = new double[5];
+        var asz = new double[5];
+        for (var k = 0; k < 5; k++)
+        {
+            var kf = k + 1;
+            bp[k] = c - 0.1 * kf;
+            bs[k] = v / kf;
+            ap[k] = c + 0.1 * kf;
+            asz[k] = v * 0.9 / kf;
+        }
+        return (bp, bs, ap, asz);
+    }
+
+    private static void Compare(string name, List<double[]> got)
+    {
+        var exp = ReadFixture(name);
+        Assert.True(exp.Length == got.Count, $"{name}: {exp.Length} fixture rows vs {got.Count} computed");
+        for (var i = 0; i < exp.Length; i++)
+        {
+            var want = exp[i]!;
+            var g = got[i];
+            Assert.True(want.Length == g.Length, $"{name} row {i}: arity {g.Length} vs {want.Length}");
+            for (var k = 0; k < want.Length; k++)
+            {
+                var w = want[k];
+                if (double.IsNaN(w)) { Assert.True(double.IsNaN(g[k]), $"{name} row {i} col {k}: want NaN got {g[k]}"); continue; }
+                if (double.IsInfinity(w)) { Assert.True(double.IsInfinity(g[k]) && Math.Sign(g[k]) == Math.Sign(w), $"{name} row {i} col {k}: want {w} got {g[k]}"); continue; }
+                var tol = Tol * Math.Max(1.0, Math.Abs(w));
+                Assert.True(Math.Abs(g[k] - w) <= tol, $"{name} row {i} col {k}: got {g[k]} want {w}");
+            }
+        }
+    }
+'''
+
+out = [HEADER]
+for canon in canons:
+    out.append(block(canon))
+out.append("}")
+open(os.path.join(ROOT, "bindings", "csharp", "Wickra.Tests", "GoldenAllTests.g.cs"), "w", encoding="utf-8").write("\n".join(out) + "\n")
+print("generated GoldenAllTests.g.cs with", len(canons), "indicators")

bindings/go/README.md

@@ -2,13 +2,13 @@
 
 [![CI](https://github.com/wickra-lib/wickra/actions/workflows/ci.yml/badge.svg)](https://github.com/wickra-lib/wickra/actions/workflows/ci.yml)
 [![codecov](https://codecov.io/gh/wickra-lib/wickra/branch/main/graph/badge.svg)](https://codecov.io/gh/wickra-lib/wickra)
-[![Go Reference](https://pkg.go.dev/badge/github.com/wickra-lib/wickra/bindings/go.svg)](https://pkg.go.dev/github.com/wickra-lib/wickra/bindings/go)
+[![Go module](https://raw.githubusercontent.com/wickra-lib/.github/main/profile/badges/go.svg)](https://pkg.go.dev/github.com/wickra-lib/wickra/bindings/go)
 [![License: MIT OR Apache-2.0](https://img.shields.io/badge/license-MIT_OR_Apache--2.0-blue)](https://github.com/wickra-lib/wickra#license)
 
 **Streaming-first technical indicators for Go, over the Wickra C ABI hub via cgo.**
 
 Wickra is a multi-language technical-analysis library with a Rust core and
-bindings for Python, Node.js and WebAssembly, plus a C ABI for C/C++, C#, Go, Java, R and
+bindings for Python, Node.js and WASM, plus a C ABI for C, C++, C#, Go, Java, R and
 any other C-capable language. Every indicator is an O(1) streaming state machine,
 so live trading bots and historical backtests share the exact same
 implementation. This package is the Go binding; it consumes the C ABI hub through
@@ -16,24 +16,38 @@ cgo and exposes all 514 streaming-first indicators as idiomatic types.
 
 ## Install
 
+Use the published **`wickra-go`** module, which bundles the prebuilt C ABI
+library for every platform, so `go get` + `go build` works with no extra steps
+(a C compiler is still required, as the binding uses cgo):
+
 ```bash
-go get github.com/wickra-lib/wickra/bindings/go
+go get github.com/wickra-lib/wickra-go
 ```
 
-The binding uses cgo, so a C compiler is required, and it links against the
-prebuilt Wickra C ABI library. Build that library from the workspace and stage
-it under this package's `lib/` directory:
+```go
+import wickra "github.com/wickra-lib/wickra-go"
+```
+
+`wickra-go` is generated from this directory by the release pipeline: it mirrors
+the Go sources, the vendored C ABI header (`include/wickra.h`) and the prebuilt
+libraries under `lib/<goos>_<goarch>/`. On Linux/macOS the library path is baked
+in via rpath; on Windows the DLL must be discoverable at run time (next to the
+executable or on `PATH`).
+
+### Building from this repository (contributors)
+
+This `bindings/go` directory is the development source. To build it directly,
+compile the C ABI and stage the library into the per-platform directory cgo
+links against:
 
 ```bash
 cargo build -p wickra-c --release
-cp target/release/libwickra.so    bindings/go/lib/   # Linux
-cp target/release/libwickra.dylib bindings/go/lib/   # macOS
-cp target/release/wickra.dll      bindings/go/lib/   # Windows (also on PATH at run time)
+mkdir -p bindings/go/lib/linux_amd64                 # match your GOOS_GOARCH
+cp target/release/libwickra.so    bindings/go/lib/linux_amd64/    # Linux
+cp target/release/libwickra.dylib bindings/go/lib/darwin_arm64/   # macOS (arm64)
+cp target/release/wickra.dll      bindings/go/lib/windows_amd64/  # Windows
 ```
 
-On Linux and macOS the library path is baked in via rpath; on Windows the DLL
-must be discoverable at run time (next to the executable or on `PATH`).
-
 ## Quick start
 
 ```go
@@ -74,6 +88,17 @@ values — the equivalence is enforced by the test suite. Multi-output indicator
 Every indicator owns a native handle freed by `Close()`; a finalizer is wired as
 a backstop, but call `Close()` (e.g. with `defer`) to release memory promptly.
 
+## Benchmark
+
+`benchmarks/throughput.go` reports streaming and batch updates-per-second for
+`SMA`, `ATR` and `MACD`. It measures this binding's FFI overhead, not a
+cross-library ratio (the same Rust core runs under every binding) — see the
+repository [BENCHMARKS.md](https://github.com/wickra-lib/wickra/blob/main/BENCHMARKS.md) §3.
+
+```bash
+cd benchmarks && go run .
+```
+
 ## Documentation
 
 The full indicator catalogue, guides, quickstarts, and API reference live in the
@@ -83,10 +108,17 @@ main repository and documentation site:
 - **Docs** (quickstarts, cookbook, TA-Lib migration): <https://docs.wickra.org>
 - **Runnable examples:** [`examples/go/`](https://github.com/wickra-lib/wickra/tree/main/examples/go)
 
-Wickra ships native bindings for Python, Node.js, WebAssembly and Rust, plus a
+Wickra ships native bindings for Python, Node.js, WASM and Rust, plus a
 C ABI hub that any C-capable language (C, C++, C#, Go, Java, R) links against —
 all exposing the same indicators from the shared, `unsafe`-forbidden Rust core.
 
+## Security
+
+Found a security issue? **Please don't open a public issue.** Report it privately
+via the affected repository's *Security* tab (*"Report a vulnerability"*) or email
+**support@wickra.org** with a subject line starting `[wickra security]`. Full
+policy: <https://github.com/wickra-lib/wickra/blob/main/SECURITY.md>.
+
 ## Disclaimer
 
 Wickra is an indicator toolkit, not a trading system. The values it computes are

bindings/go/benchmarks/throughput.go

@@ -0,0 +1,145 @@
+// Throughput benchmark for the Wickra Go bindings.
+//
+// Measures how many indicator updates per second the cgo binding sustains,
+// both per-tick (streaming Update) and bulk (Batch), over a synthetic OHLCV
+// series. It is the Go counterpart of the Node throughput.js and the Rust
+// criterion benches: it benchmarks Wickra's own O(1) streaming engine across
+// the Go<->C-ABI boundary (there is no comparable streaming TA library to
+// compare against), so the headline number is raw per-binding throughput /
+// FFI overhead, not a cross-library ratio.
+//
+// Three indicators are timed, chosen by FFI call-signature archetype rather
+// than algorithm: SMA (1-in -> 1-out), ATR (multi-in -> 1-out), and MACD
+// (1-in -> multi-out). Streaming is timed for all three; batch only for the
+// single-output SMA and ATR (multi-output batch is not exposed uniformly).
+//
+// Provision the C ABI library first (see bindings/go/README.md), then run:
+//
+//	cd bindings/go/benchmarks
+//	go run .                 # 200k bars (default)
+//	go run . -bars 1000000
+package main
+
+import (
+	"flag"
+	"fmt"
+	"math"
+	"sort"
+	"time"
+
+	wickra "github.com/wickra-lib/wickra/bindings/go"
+)
+
+func main() {
+	bars := flag.Int("bars", 200_000, "number of synthetic bars to feed")
+	flag.Parse()
+	n := *bars
+	if n < 1000 {
+		fmt.Println("-bars must be >= 1000")
+		return
+	}
+
+	// Deterministic synthetic OHLCV (no RNG, so runs are comparable).
+	open := make([]float64, n)
+	high := make([]float64, n)
+	low := make([]float64, n)
+	closeP := make([]float64, n)
+	volume := make([]float64, n)
+	timestamp := make([]int64, n)
+	for i := 0; i < n; i++ {
+		mid := 100 + math.Sin(float64(i)*0.001)*20 + float64(i)*1e-4
+		c := mid + math.Sin(float64(i)*0.05)*2
+		closeP[i] = c
+		open[i] = mid
+		high[i] = math.Max(c, mid) + 1.5
+		low[i] = math.Min(c, mid) - 1.5
+		volume[i] = 1000 + float64(i%97)*13
+		timestamp[i] = int64(i)
+	}
+
+	mups := func(d time.Duration) float64 {
+		return float64(n) / d.Seconds() / 1e6
+	}
+
+	// Median elapsed over a few repetitions, after one warmup pass.
+	timeFn := func(fn func()) time.Duration {
+		fn() // warmup
+		const reps = 3
+		samples := make([]time.Duration, reps)
+		for r := 0; r < reps; r++ {
+			t0 := time.Now()
+			fn()
+			samples[r] = time.Since(t0)
+		}
+		sort.Slice(samples, func(a, b int) bool { return samples[a] < samples[b] })
+		return samples[reps/2]
+	}
+
+	type indicator struct {
+		name   string
+		stream func()
+		batch  func() // nil -> streaming only
+	}
+
+	indicators := []indicator{
+		{
+			name: "SMA(20)",
+			stream: func() {
+				ind, _ := wickra.NewSma(20)
+				for i := 0; i < n; i++ {
+					ind.Update(closeP[i])
+				}
+				ind.Close()
+			},
+			batch: func() {
+				ind, _ := wickra.NewSma(20)
+				ind.Batch(closeP)
+				ind.Close()
+			},
+		},
+		{
+			name: "ATR(14)",
+			stream: func() {
+				ind, _ := wickra.NewAtr(14)
+				for i := 0; i < n; i++ {
+					ind.Update(open[i], high[i], low[i], closeP[i], volume[i], timestamp[i])
+				}
+				ind.Close()
+			},
+			batch: func() {
+				ind, _ := wickra.NewAtr(14)
+				ind.Batch(open, high, low, closeP, volume, timestamp)
+				ind.Close()
+			},
+		},
+		{
+			name: "MACD(12,26,9)",
+			stream: func() {
+				ind, _ := wickra.NewMacdIndicator(12, 26, 9)
+				for i := 0; i < n; i++ {
+					ind.Update(closeP[i])
+				}
+				ind.Close()
+			},
+			batch: nil, // multi-output: streaming only
+		},
+	}
+
+	fmt.Printf("Wickra Go throughput - %d bars (median of 3 runs)\n\n", n)
+	fmt.Printf("%-22s%20s%18s\n", "Indicator", "streaming (Mupd/s)", "batch (Mupd/s)")
+	fmt.Println("------------------------------------------------------------")
+
+	for _, ind := range indicators {
+		streamMups := fmt.Sprintf("%.1f", mups(timeFn(ind.stream)))
+		batchMups := "-"
+		if ind.batch != nil {
+			batchMups = fmt.Sprintf("%.1f", mups(timeFn(ind.batch)))
+		}
+		fmt.Printf("%-22s%20s%18s\n", ind.name, streamMups, batchMups)
+	}
+
+	fmt.Print("\nMupd/s = million indicator updates per second. Streaming is the per-tick\n",
+		"Update path crossing the Go<->C-ABI boundary once per value; batch is the\n",
+		"bulk slice path (one boundary crossing). Higher is better. Numbers are\n",
+		"machine-dependent - use them for relative comparison, not as a speed claim.\n")
+}

bindings/go/binance_test.go

@@ -0,0 +1,35 @@
+package wickra
+
+import "testing"
+
+// The live Binance feed's connect → read → reconnect pipeline is covered
+// deterministically by the Rust mock-WS-server tests in wickra-data. Here we
+// only assert the binding's error paths, which need no network: a bad interval,
+// an empty symbol list, and an unreachable endpoint must all surface as an
+// error rather than a usable handle.
+func TestBinanceFeedRejectsBadParams(t *testing.T) {
+	if _, err := NewBinanceFeed("BTCUSDT", BinanceInterval(99), ""); err == nil {
+		t.Fatal("expected an error for an unknown interval code")
+	}
+	if _, err := NewBinanceFeed("", OneMinute, ""); err == nil {
+		t.Fatal("expected an error for an empty symbol list")
+	}
+	if _, err := NewBinanceFeed("BTCUSDT", OneMinute, "ws://127.0.0.1:1"); err == nil {
+		t.Fatal("expected an error connecting to an unreachable endpoint")
+	}
+}
+
+// The REST fetcher's parse/HTTP success path is covered by the Rust
+// mock-HTTP-server tests in wickra-data; here we only assert the binding's
+// error paths, which need no reachable network.
+func TestFetchBinanceKlinesRejectsBadParams(t *testing.T) {
+	if _, err := FetchBinanceKlines("BTCUSDT", BinanceInterval(99), 1, -1, -1, ""); err == nil {
+		t.Fatal("expected an error for an unknown interval code")
+	}
+	if _, err := FetchBinanceKlines("BTCUSDT", OneHour, 0, -1, -1, ""); err == nil {
+		t.Fatal("expected an error for a zero limit")
+	}
+	if _, err := FetchBinanceKlines("BTCUSDT", OneHour, 1, -1, -1, "http://127.0.0.1:1"); err == nil {
+		t.Fatal("expected an error connecting to an unreachable endpoint")
+	}
+}

bindings/go/data_layer_test.go

@@ -0,0 +1,119 @@
+package wickra
+
+import (
+	"math"
+	"os"
+	"strconv"
+	"testing"
+)
+
+// Cross-language data-layer parity: replay the shared golden tick stream through
+// the TickAggregator and assert the candles match the Rust reference, with and
+// without gap filling. Fixtures are generated by
+// `cargo run -p wickra-examples --bin gen_golden`.
+
+func dataParseF(t *testing.T, s string) float64 {
+	t.Helper()
+	v, err := strconv.ParseFloat(s, 64)
+	if err != nil {
+		t.Fatalf("parse %q: %v", s, err)
+	}
+	return v
+}
+
+func TestResamplerGolden(t *testing.T) {
+	input := readGolden(t, "input") // open,high,low,close,volume (timestamp = row index)
+	r, err := NewResampler(5)
+	if err != nil {
+		t.Fatalf("new: %v", err)
+	}
+	var got [][6]float64
+	for i, row := range input {
+		o, h, l, c, v := dataParseF(t, row[0]), dataParseF(t, row[1]), dataParseF(t, row[2]), dataParseF(t, row[3]), dataParseF(t, row[4])
+		if k, ok := r.Update(o, h, l, c, v, int64(i)); ok {
+			got = append(got, [6]float64{k.Open, k.High, k.Low, k.Close, k.Volume, float64(k.Timestamp)})
+		}
+	}
+	if k, ok := r.Flush(); ok {
+		got = append(got, [6]float64{k.Open, k.High, k.Low, k.Close, k.Volume, float64(k.Timestamp)})
+	}
+	r.Close()
+	want := readGolden(t, "data_resampled")
+	if len(got) != len(want) {
+		t.Fatalf("resample: %d candles vs %d", len(got), len(want))
+	}
+	for i := range got {
+		for j := 0; j < 6; j++ {
+			w := dataParseF(t, want[i][j])
+			if math.Abs(got[i][j]-w) > 1e-9*math.Max(1, math.Abs(w)) {
+				t.Errorf("resample row %d col %d: %v vs %v", i, j, got[i][j], w)
+			}
+		}
+	}
+}
+
+func TestCandleReaderGolden(t *testing.T) {
+	csv, err := os.ReadFile("../../testdata/golden/data_csv.csv")
+	if err != nil {
+		t.Fatalf("read data_csv.csv: %v", err)
+	}
+	r, err := NewCandleReader(string(csv))
+	if err != nil {
+		t.Fatalf("new: %v", err)
+	}
+	defer r.Close()
+	candles := r.Read()
+	got := make([][6]float64, len(candles))
+	for i, c := range candles {
+		got[i] = [6]float64{c.Open, c.High, c.Low, c.Close, c.Volume, float64(c.Timestamp)}
+	}
+	want := readGolden(t, "data_csv_candles")
+	if len(got) != len(want) {
+		t.Fatalf("candle reader: %d candles vs %d", len(got), len(want))
+	}
+	for i := range got {
+		for j := 0; j < 6; j++ {
+			w := dataParseF(t, want[i][j])
+			if math.Abs(got[i][j]-w) > 1e-9*math.Max(1, math.Abs(w)) {
+				t.Errorf("candle reader row %d col %d: %v vs %v", i, j, got[i][j], w)
+			}
+		}
+	}
+}
+
+func TestTickAggregatorGolden(t *testing.T) {
+	ticks := readGolden(t, "data_ticks")
+	cases := []struct {
+		gap     bool
+		fixture string
+	}{
+		{false, "data_candles"},
+		{true, "data_candles_gap"},
+	}
+	for _, c := range cases {
+		agg, err := NewTickAggregator(1000, c.gap)
+		if err != nil {
+			t.Fatalf("new: %v", err)
+		}
+		var got [][6]float64
+		for _, r := range ticks {
+			price, size, ts := dataParseF(t, r[0]), dataParseF(t, r[1]), int64(dataParseF(t, r[2]))
+			for _, k := range agg.Push(price, size, ts) {
+				got = append(got, [6]float64{k.Open, k.High, k.Low, k.Close, k.Volume, float64(k.Timestamp)})
+			}
+		}
+		agg.Close()
+		want := readGolden(t, c.fixture)
+		if len(got) != len(want) {
+			t.Fatalf("%s: %d candles vs %d", c.fixture, len(got), len(want))
+		}
+		for i := range got {
+			for j := 0; j < 6; j++ {
+				w := dataParseF(t, want[i][j])
+				if math.Abs(got[i][j]-w) > 1e-9*math.Max(1, math.Abs(w)) {
+					t.Errorf("%s row %d col %d: %v vs %v", c.fixture, i, j, got[i][j], w)
+				}
+			}
+		}
+	}
+}

bindings/go/gen_golden_test.py

@@ -0,0 +1,343 @@
+"""Generate golden_all_test.go: a value-parity test that replays the shared
+golden input through every one of the 514 Go indicators and checks output
+bit-for-bit against the Rust-generated g_<Canonical>.csv fixtures.
+
+Run from repo root:  python bindings/go/gen_golden_test.py
+"""
+import glob
+import json
+import os
+import re
+
+ROOT = os.path.normpath(os.path.join(os.path.dirname(__file__), "..", ".."))
+G = os.path.join(ROOT, "testdata", "golden")
+GEN = open(os.path.join(ROOT, "bindings", "go", "indicators_gen.go"), encoding="utf-8").read()
+
+# Canonical core Indicator::name() per indicator, shared across every binding.
+NAMES = json.load(open(os.path.join(G, "names.json")))
+
+# Go constructor parameter types, keyed by canonical (== Go type name).
+ctor_types = {}
+for m in re.finditer(r"func New(\w+)\(([^)]*)\)\s*\(\*\w+, error\)", GEN):
+    name, ps = m.group(1), m.group(2).strip()
+    types = []
+    if ps:
+        for p in ps.split(","):
+            p = p.strip()
+            _, _, ty = p.partition(" ")
+            types.append(ty.strip())
+    ctor_types[name] = types
+
+# Unified archetype + params, keyed by canonical.
+spec = {}  # canon -> dict(arch, params, width?, n?)
+scal = json.load(open(os.path.join(G, "scalar_manifest.json")))
+for e in scal:
+    inp = e["input"]
+    arch = {"f64": "scalar_f64", "Candle": "scalar_candle", "(f64, f64)": "pairwise"}[inp]
+    spec[e["canonical"]] = {"arch": arch, "params": e["params"]}
+for e in json.load(open(os.path.join(G, "multi_manifest.json"))):
+    inp = e["input"]
+    arch = {"f64": "multi_f64", "Candle": "multi_candle", "(f64, f64)": "multi_pairwise"}[inp]
+    spec[e["canonical"]] = {"arch": arch, "params": e["params"], "n": e["n"]}
+ex = json.load(open(os.path.join(G, "exotic_manifest.json")))
+for e in ex["deriv"]:
+    spec[e["canonical"]] = {"arch": "deriv_multi" if "n" in e else "deriv", "params": e["params"], "n": e.get("n")}
+for e in ex["cross"]:
+    spec[e["canonical"]] = {"arch": "cross", "params": e["params"]}
+for e in ex["trade"]:
+    spec[e["canonical"]] = {"arch": "trade", "params": e["params"]}
+for e in ex["trademid"]:
+    spec[e["canonical"]] = {"arch": "trademid", "params": e["params"]}
+for e in ex["ob"]:
+    spec[e["canonical"]] = {"arch": "ob", "params": e["params"]}
+for e in json.load(open(os.path.join(G, "profile_manifest.json"))):
+    spec[e["canonical"]] = {"arch": "profile_" + e["kind"], "params": e["params"], "width": e["width"]}
+for e in json.load(open(os.path.join(G, "bars_manifest.json"))):
+    arch = "footprint" if e["canonical"] == "Footprint" else "bars_" + e["feed"]
+    spec[e["canonical"]] = {"arch": arch, "params": e["params"]}
+
+canons = sorted(os.path.basename(f)[2:-4] for f in glob.glob(os.path.join(G, "g_*.csv")))
+
+
+def go_param(value, gotype):
+    intlike = gotype in ("int", "int32", "int64", "uint", "uintptr", "usize")
+    if intlike:
+        return str(int(round(value)))
+    # float64
+    return repr(float(value)) if "." in repr(float(value)) or "e" in repr(float(value)) else f"{float(value)}"
+
+
+def ctor_call(canon):
+    types = ctor_types.get(canon, [])
+    vals = spec[canon]["params"]
+    args = ", ".join(go_param(v, t) for v, t in zip(vals, types))
+    return f"New{canon}({args})"
+
+
+# Update-call expression + output handling per archetype.
+def block(canon):
+    s = spec[canon]
+    a = s["arch"]
+    ctor = ctor_call(canon)
+    lines = [f'\tt.Run("{canon}", func(t *testing.T) {{']
+    lines.append(f"\t\tind, err := {ctor}")
+    lines.append('\t\tif err != nil {')
+    lines.append(f'\t\t\tt.Fatalf("new {canon}: %v", err)')
+    lines.append("\t\t}")
+    lines.append(f'\t\tif n := ind.Name(); n != {json.dumps(NAMES[canon])} {{')
+    lines.append(f'\t\t\tt.Errorf("name: got %q want %q", n, {json.dumps(NAMES[canon])})')
+    lines.append("\t\t}")
+    lines.append("\t\tgot := make([][]float64, len(rows))")
+    lines.append("\t\tfor i, r := range rows {")
+    if a == "scalar_f64":
+        upd = "ind.Update(r[3])"
+        lines.append(f"\t\t\tgot[i] = []float64{{{upd}}}")
+    elif a == "pairwise":
+        lines.append("\t\t\tgot[i] = []float64{ind.Update(r[3], r[0])}")
+    elif a == "scalar_candle":
+        lines.append("\t\t\tgot[i] = []float64{ind.Update(r[0], r[1], r[2], r[3], r[4], int64(i))}")
+    elif a == "trade":
+        lines.append("\t\t\tgot[i] = []float64{ind.Update(r[3], r[4], r[3] >= r[0], int64(i))}")
+    elif a == "trademid":
+        lines.append("\t\t\tgot[i] = []float64{ind.Update(r[3], r[4], r[3] >= r[0], int64(i), (r[1]+r[2])/2)}")
+    elif a == "ob":
+        lines.append("\t\t\tbp, bs, ap, as_ := obLists(r)")
+        lines.append("\t\t\tgot[i] = []float64{ind.Update(bp, bs, ap, as_)}")
+    elif a == "deriv":
+        lines.append("\t\t\td := derivFields(r)")
+        lines.append("\t\t\tgot[i] = []float64{ind.Update(d[0], d[1], d[2], d[3], d[4], d[5], d[6], d[7], d[8], d[9], d[10], int64(i))}")
+    elif a == "deriv_multi":
+        lines.append("\t\t\td := derivFields(r)")
+        lines.append("\t\t\tout, ok := ind.Update(d[0], d[1], d[2], d[3], d[4], d[5], d[6], d[7], d[8], d[9], d[10], int64(i))")
+        lines.append(f"\t\t\tgot[i] = reflectRow(out, ok, {s['n']})")
+    elif a == "cross":
+        lines.append("\t\t\tch, vo, nh, nl, am, ob_ := crossLists(r)")
+        lines.append("\t\t\tgot[i] = []float64{ind.Update(ch, vo, nh, nl, am, ob_, int64(i))}")
+    elif a in ("multi_f64",):
+        lines.append("\t\t\tout, ok := ind.Update(r[3])")
+        lines.append(f"\t\t\tgot[i] = reflectRow(out, ok, {s['n']})")
+    elif a == "multi_pairwise":
+        lines.append("\t\t\tout, ok := ind.Update(r[3], r[0])")
+        lines.append(f"\t\t\tgot[i] = reflectRow(out, ok, {s['n']})")
+    elif a == "multi_candle":
+        lines.append("\t\t\tout, ok := ind.Update(r[0], r[1], r[2], r[3], r[4], int64(i))")
+        lines.append(f"\t\t\tgot[i] = reflectRow(out, ok, {s['n']})")
+    elif a == "profile_bins":
+        lines.append("\t\t\tbins, ok := ind.Update(r[0], r[1], r[2], r[3], r[4], int64(i))")
+        lines.append(f"\t\t\tif ok {{ got[i] = bins }} else {{ got[i] = nanRow({s['width']}) }}")
+    elif a == "profile_pricebins":
+        lines.append("\t\t\tout, ok := ind.Update(r[0], r[1], r[2], r[3], r[4], int64(i))")
+        lines.append(f"\t\t\tgot[i] = reflectRow(out, ok, {s['width']})")
+    elif a == "bars_close":
+        lines.append("\t\t\tgot[i] = flattenBars(ind.Update(r[3], r[3], r[3], r[3], 1.0, 0))")
+    elif a == "bars_candle4":
+        lines.append("\t\t\tgot[i] = flattenBars(ind.Update(r[0], r[1], r[2], r[3], 1.0, 0))")
+    elif a == "bars_candle5":
+        lines.append("\t\t\tgot[i] = flattenBars(ind.Update(r[0], r[1], r[2], r[3], r[4], 0))")
+    elif a == "footprint":
+        lines.append("\t\t\tgot[i] = flattenBars(ind.Update(r[3], r[4], r[3] >= r[0], int64(i)))")
+    else:
+        raise SystemExit("unknown arch " + a)
+    lines.append("\t\t}")
+    lines.append(f'\t\tcompareGolden(t, "{canon}", got)')
+    lines.append("\t})")
+    return "\n".join(lines)
+
+
+HEADER = '''// Code generated by gen_golden_test.py. DO NOT EDIT.
+//
+// Value-parity for every one of the 514 Go indicators: the shared golden input
+// is replayed through each one and checked bit-for-bit against the Rust
+// reference fixtures testdata/golden/g_<Canonical>.csv. Multi-output, profile
+// and bar shapes are flattened by reflection so a single comparator covers all
+// archetypes. Regenerate with: python bindings/go/gen_golden_test.py
+
+package wickra
+
+import (
+\t"bufio"
+\t"math"
+\t"os"
+\t"reflect"
+\t"strings"
+\t"testing"
+)
+
+// readGoldenRaw keeps blank lines (a candle on which no bar closed) so bar rows
+// stay aligned to the input; non-bar fixtures contain no blank lines.
+func readGoldenRaw(t *testing.T, name string) [][]string {
+\tt.Helper()
+\tf, err := os.Open("../../testdata/golden/" + name + ".csv")
+\tif err != nil {
+\t\tt.Fatalf("open %s: %v", name, err)
+\t}
+\tdefer f.Close()
+\tvar rows [][]string
+\tsc := bufio.NewScanner(f)
+\tsc.Buffer(make([]byte, 0, 1024*1024), 1024*1024)
+\tfirst := true
+\tfor sc.Scan() {
+\t\tline := sc.Text()
+\t\tif first {
+\t\t\tfirst = false
+\t\t\tcontinue
+\t\t}
+\t\tif line == "" {
+\t\t\trows = append(rows, []string{})
+\t\t\tcontinue
+\t\t}
+\t\trows = append(rows, strings.Split(line, ","))
+\t}
+\treturn rows
+}
+
+func nanRow(n int) []float64 {
+\tr := make([]float64, n)
+\tfor i := range r {
+\t\tr[i] = math.NaN()
+\t}
+\treturn r
+}
+
+func reflectRow(out any, ok bool, width int) []float64 {
+\tif !ok {
+\t\treturn nanRow(width)
+\t}
+\tv := reflect.ValueOf(out)
+\trow := make([]float64, 0, width)
+\tfor k := 0; k < v.NumField(); k++ {
+\t\trow = appendField(row, v.Field(k))
+\t}
+\treturn row
+}
+
+func appendField(row []float64, f reflect.Value) []float64 {
+\tswitch f.Kind() {
+\tcase reflect.Float64, reflect.Float32:
+\t\treturn append(row, f.Float())
+\tcase reflect.Int, reflect.Int8, reflect.Int16, reflect.Int32, reflect.Int64:
+\t\treturn append(row, float64(f.Int()))
+\tcase reflect.Uint, reflect.Uint8, reflect.Uint16, reflect.Uint32, reflect.Uint64, reflect.Uintptr:
+\t\treturn append(row, float64(f.Uint()))
+\tcase reflect.Slice:
+\t\tfor j := 0; j < f.Len(); j++ {
+\t\t\trow = appendField(row, f.Index(j))
+\t\t}
+\t\treturn row
+\tdefault:
+\t\treturn row
+\t}
+}
+
+func flattenBars(bars any) []float64 {
+\tv := reflect.ValueOf(bars)
+\trow := []float64{}
+\tfor i := 0; i < v.Len(); i++ {
+\t\tbar := v.Index(i)
+\t\tfor k := 0; k < bar.NumField(); k++ {
+\t\t\trow = appendField(row, bar.Field(k))
+\t\t}
+\t}
+\treturn row
+}
+
+// Synthetic feeds derived from one OHLCV row, identical to gen_golden's Rust
+// construction (DerivativesTick / CrossSection / OrderBook).
+func derivFields(r []float64) [11]float64 {
+\to, h, l, c, v := r[0], r[1], r[2], r[3], r[4]
+\treturn [11]float64{
+\t\t(c - o) / c * 0.01, // funding_rate
+\t\tc,                  // mark_price
+\t\tc - 0.5,            // index_price
+\t\tc + 1.0,            // futures_price
+\t\tv * 10.0,           // open_interest
+\t\tv * 0.6,            // long_size
+\t\tv * 0.4,            // short_size
+\t\tv * 0.55,           // taker_buy_volume
+\t\tv * 0.45,           // taker_sell_volume
+\t\th - c,              // long_liquidation
+\t\tc - l,              // short_liquidation
+\t}
+}
+
+func crossLists(r []float64) ([]float64, []float64, []bool, []bool, []bool, []bool) {
+\to, c, v := r[0], r[3], r[4]
+\tchange := make([]float64, 5)
+\tvolume := make([]float64, 5)
+\tnewHigh := make([]bool, 5)
+\tnewLow := make([]bool, 5)
+\taboveMa := make([]bool, 5)
+\tonBuy := make([]bool, 5)
+\tfor j := 0; j < 5; j++ {
+\t\tjf := float64(j)
+\t\tchange[j] = (c - o) + jf
+\t\tvolume[j] = v + jf*10.0
+\t\tnewHigh[j] = j%2 == 0
+\t\tnewLow[j] = j%3 == 0
+\t\taboveMa[j] = j%2 == 0
+\t\tonBuy[j] = j%3 == 0
+\t}
+\treturn change, volume, newHigh, newLow, aboveMa, onBuy
+}
+
+func obLists(r []float64) ([]float64, []float64, []float64, []float64) {
+\tc, v := r[3], r[4]
+\tbidPx := make([]float64, 5)
+\tbidSz := make([]float64, 5)
+\taskPx := make([]float64, 5)
+\taskSz := make([]float64, 5)
+\tfor k := 0; k < 5; k++ {
+\t\tkf := float64(k + 1)
+\t\tbidPx[k] = c - 0.1*kf
+\t\tbidSz[k] = v / kf
+\t\taskPx[k] = c + 0.1*kf
+\t\taskSz[k] = v * 0.9 / kf
+\t}
+\treturn bidPx, bidSz, askPx, askSz
+}
+
+func compareGolden(t *testing.T, name string, got [][]float64) {
+\tt.Helper()
+\texp := readGoldenRaw(t, "g_"+name)
+\tif len(exp) != len(got) {
+\t\tt.Fatalf("%s: %d fixture rows vs %d computed", name, len(exp), len(got))
+\t}
+\tfor i := range exp {
+\t\tif len(exp[i]) != len(got[i]) {
+\t\t\tt.Fatalf("%s row %d: arity %d vs %d", name, i, len(got[i]), len(exp[i]))
+\t\t}
+\t\tfor k := range exp[i] {
+\t\t\twant := goldenCell(exp[i][k])
+\t\t\tg := got[i][k]
+\t\t\tif math.IsNaN(want) {
+\t\t\t\tif !math.IsNaN(g) {
+\t\t\t\t\tt.Fatalf("%s row %d col %d: want NaN got %v", name, i, k, g)
+\t\t\t\t}
+\t\t\t\tcontinue
+\t\t\t}
+\t\t\tif math.IsInf(want, 0) {
+\t\t\t\tif !math.IsInf(g, 0) || (g > 0) != (want > 0) {
+\t\t\t\t\tt.Fatalf("%s row %d col %d: want %v got %v", name, i, k, want, g)
+\t\t\t\t}
+\t\t\t\tcontinue
+\t\t\t}
+\t\t\ttol := goldenTol * math.Max(1.0, math.Abs(want))
+\t\t\tif math.Abs(g-want) > tol {
+\t\t\t\tt.Fatalf("%s row %d col %d: got %v want %v", name, i, k, g, want)
+\t\t\t}
+\t\t}
+\t}
+}
+
+func TestGoldenAll(t *testing.T) {
+\trows := goldenInput(t)
+'''
+
+# bars need blank-line-preserving fixture reads; reuse readGolden but it skips
+# blanks. We need a raw reader for bars and input.
+out = [HEADER]
+for canon in canons:
+    out.append(block(canon))
+out.append("}")
+open(os.path.join(ROOT, "bindings", "go", "golden_all_test.go"), "w", encoding="utf-8").write("\n".join(out) + "\n")
+print("generated golden_all_test.go with", len(canons), "indicators")

bindings/go/golden_test.go

@@ -0,0 +1,250 @@
+package wickra
+
+import (
+	"bufio"
+	"math"
+	"os"
+	"strconv"
+	"strings"
+	"testing"
+)
+
+// Golden-fixture parity: replay the shared testdata/golden input series through
+// the Go FFI and assert every value matches the Rust reference output. Where the
+// archetype test only checks finiteness, this pins exact values, catching wiring
+// bugs (swapped params, wrong multi-output field). Fixtures are generated by
+// `cargo run -p wickra-examples --bin gen_golden`.
+
+const goldenTol = 1e-6
+
+func readGolden(t *testing.T, name string) [][]string {
+	t.Helper()
+	f, err := os.Open("../../testdata/golden/" + name + ".csv")
+	if err != nil {
+		t.Fatalf("open %s: %v", name, err)
+	}
+	defer f.Close()
+	var rows [][]string
+	sc := bufio.NewScanner(f)
+	first := true
+	for sc.Scan() {
+		line := sc.Text()
+		if first {
+			first = false
+			continue
+		}
+		if line == "" {
+			continue
+		}
+		rows = append(rows, strings.Split(line, ","))
+	}
+	return rows
+}
+
+func goldenCell(s string) float64 {
+	if s == "nan" {
+		return math.NaN()
+	}
+	v, _ := strconv.ParseFloat(s, 64)
+	return v
+}
+
+func goldenInput(t *testing.T) [][]float64 {
+	rows := readGolden(t, "input")
+	out := make([][]float64, len(rows))
+	for i, r := range rows {
+		vals := make([]float64, len(r))
+		for j, c := range r {
+			vals[j] = goldenCell(c)
+		}
+		out[i] = vals
+	}
+	return out
+}
+
+func assertGoldenClose(t *testing.T, got, want float64, row int, field string) {
+	t.Helper()
+	if math.IsNaN(want) {
+		if !math.IsNaN(got) {
+			t.Errorf("row %d %s: expected warmup/NaN, got %v", row, field, got)
+		}
+		return
+	}
+	tol := goldenTol * math.Max(1.0, math.Abs(want))
+	if math.Abs(got-want) > tol {
+		t.Errorf("row %d %s: got %v want %v", row, field, got, want)
+	}
+}
+
+func TestGoldenScalar(t *testing.T) {
+	input := goldenInput(t)
+	sma, err := NewSma(14)
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer sma.Close()
+	ema, err := NewEma(14)
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer ema.Close()
+	rsi, err := NewRsi(14)
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer rsi.Close()
+
+	cases := []struct {
+		name string
+		upd  func(close float64) float64
+	}{
+		{"sma", sma.Update},
+		{"ema", ema.Update},
+		{"rsi", rsi.Update},
+	}
+	for _, tc := range cases {
+		exp := readGolden(t, tc.name)
+		for i := range input {
+			assertGoldenClose(t, tc.upd(input[i][3]), goldenCell(exp[i][0]), i, tc.name)
+		}
+	}
+}
+
+func TestGoldenAtr(t *testing.T) {
+	input := goldenInput(t)
+	exp := readGolden(t, "atr")
+	atr, err := NewAtr(14)
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer atr.Close()
+	for i := range input {
+		got := atr.Update(input[i][0], input[i][1], input[i][2], input[i][3], input[i][4], int64(i))
+		assertGoldenClose(t, got, goldenCell(exp[i][0]), i, "atr")
+	}
+}
+
+func TestGoldenBeta(t *testing.T) {
+	input := goldenInput(t)
+	exp := readGolden(t, "beta")
+	beta, err := NewBeta(20)
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer beta.Close()
+	for i := range input {
+		// generator fed (close, open)
+		assertGoldenClose(t, beta.Update(input[i][3], input[i][0]), goldenCell(exp[i][0]), i, "beta")
+	}
+}
+
+func TestGoldenMacd(t *testing.T) {
+	input := goldenInput(t)
+	exp := readGolden(t, "macd")
+	macd, err := NewMacdIndicator(12, 26, 9)
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer macd.Close()
+	for i := range input {
+		out, ok := macd.Update(input[i][3])
+		if exp[i][0] == "nan" {
+			if ok {
+				t.Errorf("row %d macd: expected warmup, got %+v", i, out)
+			}
+			continue
+		}
+		if !ok {
+			t.Errorf("row %d macd: expected value, got warmup", i)
+			continue
+		}
+		assertGoldenClose(t, out.Macd, goldenCell(exp[i][0]), i, "macd.macd")
+		assertGoldenClose(t, out.Signal, goldenCell(exp[i][1]), i, "macd.signal")
+		assertGoldenClose(t, out.Histogram, goldenCell(exp[i][2]), i, "macd.histogram")
+	}
+}
+
+func TestGoldenAdx(t *testing.T) {
+	input := goldenInput(t)
+	exp := readGolden(t, "adx")
+	adx, err := NewAdx(14)
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer adx.Close()
+	for i := range input {
+		out, ok := adx.Update(input[i][0], input[i][1], input[i][2], input[i][3], input[i][4], int64(i))
+		if exp[i][0] == "nan" {
+			if ok {
+				t.Errorf("row %d adx: expected warmup, got %+v", i, out)
+			}
+			continue
+		}
+		if !ok {
+			t.Errorf("row %d adx: expected value, got warmup", i)
+			continue
+		}
+		assertGoldenClose(t, out.PlusDi, goldenCell(exp[i][0]), i, "adx.plus_di")
+		assertGoldenClose(t, out.MinusDi, goldenCell(exp[i][1]), i, "adx.minus_di")
+		assertGoldenClose(t, out.Adx, goldenCell(exp[i][2]), i, "adx.adx")
+	}
+}
+
+// The four de-duplicated indicators: pin their corrected definitions against
+// the Rust reference so the Go FFI stays bit-identical.
+
+func TestGoldenAdOscillator(t *testing.T) {
+	input := goldenInput(t)
+	exp := readGolden(t, "ad_oscillator")
+	ad, err := NewAdOscillator()
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer ad.Close()
+	for i := range input {
+		got := ad.Update(input[i][0], input[i][1], input[i][2], input[i][3], input[i][4], int64(i))
+		assertGoldenClose(t, got, goldenCell(exp[i][0]), i, "ad_oscillator")
+	}
+}
+
+func TestGoldenIntradayIntensity(t *testing.T) {
+	input := goldenInput(t)
+	exp := readGolden(t, "intraday_intensity")
+	ii, err := NewIntradayIntensity()
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer ii.Close()
+	for i := range input {
+		got := ii.Update(input[i][0], input[i][1], input[i][2], input[i][3], input[i][4], int64(i))
+		assertGoldenClose(t, got, goldenCell(exp[i][0]), i, "intraday_intensity")
+	}
+}
+
+func TestGoldenAwesomeOscillatorHistogram(t *testing.T) {
+	input := goldenInput(t)
+	exp := readGolden(t, "awesome_oscillator_histogram")
+	aoh, err := NewAwesomeOscillatorHistogram(5, 34, 1)
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer aoh.Close()
+	for i := range input {
+		got := aoh.Update(input[i][0], input[i][1], input[i][2], input[i][3], input[i][4], int64(i))
+		assertGoldenClose(t, got, goldenCell(exp[i][0]), i, "awesome_oscillator_histogram")
+	}
+}
+
+func TestGoldenAverageDrawdown(t *testing.T) {
+	input := goldenInput(t)
+	exp := readGolden(t, "average_drawdown")
+	avg, err := NewAverageDrawdown(20)
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer avg.Close()
+	for i := range input {
+		// generator fed the close column as the equity-curve sample.
+		assertGoldenClose(t, avg.Update(input[i][3]), goldenCell(exp[i][0]), i, "average_drawdown")
+	}
+}

bindings/go/wickra.go

@@ -4,16 +4,21 @@
 // Each indicator is an opaque-handle type with a New<Indicator> constructor and
 // Update/Batch/Reset/Close methods. Handles are freed by Close and, as a
 // backstop, by a finalizer; call Close explicitly to release native memory
-// promptly. The binding links against the prebuilt Wickra C ABI library
-// (libwickra.so/.dylib or wickra.dll) staged under ./lib — see the package
-// README for how to provision it.
+// promptly. The binding links against the prebuilt Wickra C ABI library, staged
+// per platform under ./lib/<goos>_<goarch>/, with the C ABI header vendored
+// under ./include. For distribution the libraries are committed alongside the
+// source in the wickra-go module, so `go get` + `go build` works with no extra
+// steps — see the package README.
 package wickra
 
 /*
-#cgo CFLAGS: -I${SRCDIR}/../c/include
-#cgo linux LDFLAGS: -L${SRCDIR}/lib -lwickra -Wl,-rpath,${SRCDIR}/lib
-#cgo darwin LDFLAGS: -L${SRCDIR}/lib -lwickra -Wl,-rpath,${SRCDIR}/lib
-#cgo windows LDFLAGS: -L${SRCDIR}/lib -l:wickra.dll
+#cgo CFLAGS: -I${SRCDIR}/include
+#cgo linux,amd64 LDFLAGS: -L${SRCDIR}/lib/linux_amd64 -lwickra -Wl,-rpath,${SRCDIR}/lib/linux_amd64
+#cgo linux,arm64 LDFLAGS: -L${SRCDIR}/lib/linux_arm64 -lwickra -Wl,-rpath,${SRCDIR}/lib/linux_arm64
+#cgo darwin,amd64 LDFLAGS: -L${SRCDIR}/lib/darwin_amd64 -lwickra -Wl,-rpath,${SRCDIR}/lib/darwin_amd64
+#cgo darwin,arm64 LDFLAGS: -L${SRCDIR}/lib/darwin_arm64 -lwickra -Wl,-rpath,${SRCDIR}/lib/darwin_arm64
+#cgo windows,amd64 LDFLAGS: -L${SRCDIR}/lib/windows_amd64 -l:wickra.dll
+#cgo windows,arm64 LDFLAGS: -L${SRCDIR}/lib/windows_arm64 -l:wickra.dll
 #include "wickra.h"
 */
 import "C"
@@ -23,3 +28,7 @@ import "errors"
 // ErrInvalidParams is returned by a New<Indicator> constructor when the native
 // constructor rejects the supplied parameters (for example a zero period).
 var ErrInvalidParams = errors.New("wickra: invalid indicator parameters")
+
+// ErrFeedClosed is returned by BinanceFeed.Next once the stream has been closed
+// or has errored out and exhausted its reconnect attempts.
+var ErrFeedClosed = errors.New("wickra: binance feed closed")

bindings/go/wickra_test.go

@@ -24,6 +24,34 @@ func TestScalarKnownValue(t *testing.T) {
 	}
 }
 
+func TestWarmupPeriodAndIsReady(t *testing.T) {
+	s, err := NewSma(3)
+	if err != nil {
+		t.Fatalf("NewSma: %v", err)
+	}
+	defer s.Close()
+
+	if got := s.WarmupPeriod(); got != 3 {
+		t.Fatalf("sma(3) WarmupPeriod = %d, want 3", got)
+	}
+	if s.IsReady() {
+		t.Fatal("sma is ready before any update")
+	}
+	s.Update(1)
+	s.Update(2)
+	if s.IsReady() {
+		t.Fatal("sma is ready mid-warmup")
+	}
+	s.Update(3)
+	if !s.IsReady() {
+		t.Fatal("sma is not ready after the warmup period")
+	}
+	s.Reset()
+	if s.IsReady() {
+		t.Fatal("sma is ready after reset")
+	}
+}
+
 func TestScalarBatchMatchesStreaming(t *testing.T) {
 	input := []float64{1, 2, 3, 4, 5, 6, 7, 8}
 

bindings/java/README.md

@@ -9,7 +9,7 @@
 & Memory API — prebuilt native library, no JNI, no system dependencies.**
 
 Wickra is a multi-language technical-analysis library with a Rust core and
-bindings for Python, Node.js and WebAssembly, plus a C ABI for C/C++, C#, Go, Java, R
+bindings for Python, Node.js and WASM, plus a C ABI for C, C++, C#, Go, Java, R
 and any other C-capable language. Every indicator is an O(1) streaming state
 machine, so live trading bots and historical backtests share the exact same
 implementation. This package is the Java binding; it consumes the C ABI hub
@@ -30,14 +30,14 @@ Maven:
 <dependency>
   <groupId>org.wickra</groupId>
   <artifactId>wickra</artifactId>
-  <version>0.7.9</version>
+  <version>0.9.3</version>
 </dependency>
 ```
 
 Gradle:
 
 ```kotlin
-implementation("org.wickra:wickra:0.7.9")
+implementation("org.wickra:wickra:0.9.3")
 ```
 
 The native library ships prebuilt per platform (Linux, macOS, Windows — x64 and
@@ -76,6 +76,19 @@ values — the equivalence is enforced by the test suite. Multi-output indicator
 indicator owns a native handle freed by a `Cleaner`; `close()` releases it
 eagerly (use try-with-resources).
 
+## Benchmark
+
+`benchmarks/` reports streaming and batch updates-per-second for `SMA`, `ATR`
+and `MACD`. It measures this binding's FFI overhead, not a cross-library ratio
+(the same Rust core runs under every binding) — see the repository
+[BENCHMARKS.md](https://github.com/wickra-lib/wickra/blob/main/BENCHMARKS.md) §3.
+
+```bash
+cargo build -p wickra-c --release
+mvn -q install -DskipTests
+mvn -q -f benchmarks exec:exec -Dexec.mainClass=org.wickra.benchmarks.Throughput
+```
+
 ## Documentation
 
 The full indicator catalogue, guides, quickstarts, and API reference live in
@@ -85,10 +98,17 @@ the main repository and documentation site:
 - **Docs** (quickstarts, cookbook, TA-Lib migration): <https://docs.wickra.org>
 - **Runnable examples:** [`examples/java/`](https://github.com/wickra-lib/wickra/tree/main/examples/java)
 
-Wickra ships native bindings for Python, Node.js, WebAssembly and Rust, plus a
-C ABI hub that any C-capable language (C, C++, Go, C#, Java, R) links against —
+Wickra ships native bindings for Python, Node.js, WASM and Rust, plus a
+C ABI hub that any C-capable language (C, C++, C#, Go, Java, R) links against —
 all exposing the same indicators from the shared, `unsafe`-forbidden Rust core.
 
+## Security
+
+Found a security issue? **Please don't open a public issue.** Report it privately
+via the affected repository's *Security* tab (*"Report a vulnerability"*) or email
+**support@wickra.org** with a subject line starting `[wickra security]`. Full
+policy: <https://github.com/wickra-lib/wickra/blob/main/SECURITY.md>.
+
 ## Disclaimer
 
 Wickra is an indicator toolkit, not a trading system. The values it computes

bindings/java/benchmarks/pom.xml

@@ -0,0 +1,57 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project xmlns="http://maven.apache.org/POM/4.0.0"
+         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
+  <modelVersion>4.0.0</modelVersion>
+
+  <groupId>org.wickra.benchmarks</groupId>
+  <artifactId>wickra-benchmarks</artifactId>
+  <version>0.8.2</version>
+  <packaging>jar</packaging>
+
+  <name>Wickra Java benchmarks</name>
+  <description>Throughput benchmark for the Wickra Java binding.</description>
+
+  <properties>
+    <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
+    <maven.compiler.release>22</maven.compiler.release>
+  </properties>
+
+  <dependencies>
+    <dependency>
+      <groupId>org.wickra</groupId>
+      <artifactId>wickra</artifactId>
+      <version>0.8.2</version>
+    </dependency>
+  </dependencies>
+
+  <build>
+    <plugins>
+      <plugin>
+        <groupId>org.apache.maven.plugins</groupId>
+        <artifactId>maven-compiler-plugin</artifactId>
+        <version>3.15.0</version>
+      </plugin>
+
+      <!--
+        Run the benchmark in a forked JVM with native access granted:
+          mvn exec:exec -Dexec.mainClass=org.wickra.benchmarks.Throughput
+        Requires the C ABI library and the installed binding; see Throughput.java.
+      -->
+      <plugin>
+        <groupId>org.codehaus.mojo</groupId>
+        <artifactId>exec-maven-plugin</artifactId>
+        <version>3.6.3</version>
+        <configuration>
+          <executable>${java.home}/bin/java</executable>
+          <arguments>
+            <argument>--enable-native-access=ALL-UNNAMED</argument>
+            <argument>-classpath</argument>
+            <classpath/>
+            <argument>${exec.mainClass}</argument>
+          </arguments>
+        </configuration>
+      </plugin>
+    </plugins>
+  </build>
+</project>

bindings/java/benchmarks/src/main/java/org/wickra/benchmarks/Throughput.java

@@ -0,0 +1,149 @@
+package org.wickra.benchmarks;
+
+import java.util.Arrays;
+import java.util.Locale;
+import org.wickra.Atr;
+import org.wickra.MacdIndicator;
+import org.wickra.Sma;
+
+/**
+ * Throughput benchmark for the Wickra Java binding.
+ *
+ * <p>Measures how many indicator updates per second the binding sustains, both
+ * per-tick (streaming {@code update}) and bulk ({@code batch}), over a synthetic
+ * OHLCV series. It is the Java counterpart of the Node {@code throughput.js} and
+ * the Rust criterion benches: it benchmarks Wickra's own O(1) streaming engine
+ * across the Java FFM &lt;-&gt; C-ABI boundary (there is no comparable streaming
+ * TA library on Maven Central to compare against), so the headline number is raw
+ * per-binding throughput / FFI overhead, not a cross-library ratio.
+ *
+ * <p>Three indicators are timed, chosen by FFI call-signature archetype rather
+ * than algorithm: SMA (1-in -&gt; 1-out), ATR (multi-in -&gt; 1-out), and MACD
+ * (1-in -&gt; multi-out). Streaming is timed for all three; batch only for the
+ * single-output SMA and ATR (multi-output batch is not exposed uniformly).
+ *
+ * <p>Install the binding and build the C ABI library first, then run from the
+ * repo root:
+ *
+ * <pre>
+ *   cargo build -p wickra-c --release
+ *   mvn -q -f bindings/java install -DskipTests
+ *   mvn -q -f bindings/java/benchmarks exec:exec -Dexec.mainClass=org.wickra.benchmarks.Throughput
+ * </pre>
+ */
+public final class Throughput {
+    private Throughput() {}
+
+    public static void main(String[] args) {
+        int bars = 200_000;
+        for (int i = 0; i < args.length - 1; i++) {
+            if (args[i].equals("--bars")) {
+                try {
+                    int n = Integer.parseInt(args[i + 1]);
+                    if (n >= 1000) {
+                        bars = n;
+                    }
+                } catch (NumberFormatException ignored) {
+                    // keep default
+                }
+            }
+        }
+
+        // Deterministic synthetic OHLCV (no RNG, so runs are comparable).
+        double[] open = new double[bars];
+        double[] high = new double[bars];
+        double[] low = new double[bars];
+        double[] close = new double[bars];
+        double[] volume = new double[bars];
+        double[] timestamp = new double[bars];
+        for (int i = 0; i < bars; i++) {
+            double mid = 100 + Math.sin(i * 0.001) * 20 + i * 1e-4;
+            double c = mid + Math.sin(i * 0.05) * 2;
+            close[i] = c;
+            open[i] = mid;
+            high[i] = Math.max(c, mid) + 1.5;
+            low[i] = Math.min(c, mid) - 1.5;
+            volume[i] = 1000 + (i % 97) * 13;
+            timestamp[i] = i;
+        }
+
+        final int n = bars;
+
+        // SMA (scalar 1-in/1-out), ATR (multi-in/1-out), MACD (1-in/multi-out).
+        Indicator[] indicators = {
+            new Indicator("SMA(20)",
+                () -> {
+                    try (Sma ind = new Sma(20)) {
+                        for (int i = 0; i < n; i++) {
+                            ind.update(close[i]);
+                        }
+                    }
+                },
+                () -> {
+                    try (Sma ind = new Sma(20)) {
+                        ind.batch(close);
+                    }
+                }),
+            new Indicator("ATR(14)",
+                () -> {
+                    try (Atr ind = new Atr(14)) {
+                        for (int i = 0; i < n; i++) {
+                            ind.update(open[i], high[i], low[i], close[i], volume[i], (long) timestamp[i]);
+                        }
+                    }
+                },
+                () -> {
+                    try (Atr ind = new Atr(14)) {
+                        ind.batch(open, high, low, close, volume, timestamp);
+                    }
+                }),
+            new Indicator("MACD(12,26,9)",
+                () -> {
+                    try (MacdIndicator ind = new MacdIndicator(12, 26, 9)) {
+                        for (int i = 0; i < n; i++) {
+                            ind.update(close[i]);
+                        }
+                    }
+                },
+                null), // multi-output: streaming only
+        };
+
+        System.out.printf(Locale.ROOT, "Wickra Java throughput - %,d bars (median of 3 runs)%n%n", bars);
+        System.out.printf(Locale.ROOT, "%-22s%20s%18s%n", "Indicator", "streaming (Mupd/s)", "batch (Mupd/s)");
+        System.out.println("------------------------------------------------------------");
+
+        for (Indicator ind : indicators) {
+            String streamMups = String.format(Locale.ROOT, "%.1f", mups(bars, timeNs(ind.stream)));
+            String batchMups = ind.batch == null
+                ? "-"
+                : String.format(Locale.ROOT, "%.1f", mups(bars, timeNs(ind.batch)));
+            System.out.printf(Locale.ROOT, "%-22s%20s%18s%n", ind.name, streamMups, batchMups);
+        }
+
+        System.out.println(
+            "\nMupd/s = million indicator updates per second. Streaming is the per-tick\n"
+            + "update path crossing the Java FFM<->C-ABI boundary once per value; batch is\n"
+            + "the bulk array path (one boundary crossing). Higher is better. Numbers are\n"
+            + "machine-dependent - use them for relative comparison, not as a speed claim.");
+    }
+
+    private static double mups(int bars, double ns) {
+        return bars / (ns / 1e9) / 1e6;
+    }
+
+    // Median elapsed-ns over a few repetitions, after one warmup pass.
+    private static double timeNs(Runnable fn) {
+        fn.run(); // warmup (JIT + cache)
+        final int reps = 3;
+        double[] samples = new double[reps];
+        for (int r = 0; r < reps; r++) {
+            long t0 = System.nanoTime();
+            fn.run();
+            samples[r] = System.nanoTime() - t0;
+        }
+        Arrays.sort(samples);
+        return samples[reps / 2];
+    }
+
+    private record Indicator(String name, Runnable stream, Runnable batch) {}
+}

bindings/java/gen_golden_test.py

@@ -0,0 +1,293 @@
+"""Generate src/test/java/org/wickra/GoldenAllTest.java: a reflection-driven
+value-parity test that replays the shared golden input through every one of the
+514 Java indicators and checks output bit-for-bit against the Rust reference
+fixtures g_<Canonical>.csv. The per-indicator spec is embedded so the test has
+no JSON dependency; a single reflective runner covers all archetypes.
+
+Run from repo root:  python bindings/java/gen_golden_test.py
+"""
+import json
+import os
+
+ROOT = os.path.normpath(os.path.join(os.path.dirname(__file__), "..", ".."))
+MAN = json.load(open(os.path.join(ROOT, "testdata", "golden", "golden_manifest.json")))
+
+
+def params_lit(ps):
+    if not ps:
+        return "new double[]{}"
+    return "new double[]{" + ", ".join(repr(float(p)) for p in ps) + "}"
+
+
+specs = []
+for e in MAN:
+    n = e.get("n", e.get("width", 0))
+    specs.append(f'        new Spec("{e["canonical"]}", "{e["arch"]}", {params_lit(e["params"])}, {n}),')
+specs_block = "\n".join(specs)
+
+# Canonical core Indicator::name() per indicator, shared across every binding.
+NAMES = json.load(open(os.path.join(ROOT, "testdata", "golden", "names.json")))
+names_block = "\n".join(
+    f"        NAMES.put({json.dumps(c)}, {json.dumps(NAMES[c])});" for c in sorted(NAMES)
+)
+
+TEMPLATE = '''// Code generated by gen_golden_test.py. DO NOT EDIT.
+package org.wickra;
+
+import org.junit.jupiter.api.DynamicTest;
+import org.junit.jupiter.api.TestFactory;
+
+import java.io.IOException;
+import java.lang.reflect.Array;
+import java.lang.reflect.Constructor;
+import java.lang.reflect.Method;
+import java.lang.reflect.RecordComponent;
+import java.nio.file.Files;
+import java.nio.file.Path;
+import java.util.ArrayList;
+import java.util.List;
+
+import static org.junit.jupiter.api.Assertions.assertTrue;
+import static org.junit.jupiter.api.DynamicTest.dynamicTest;
+
+/**
+ * Reflection-driven value parity for the whole 514-indicator catalogue: each
+ * indicator is reconstructed by its class name, fed the synthetic stream derived
+ * from the shared golden input (identical to gen_golden's Rust construction) and
+ * checked bit-for-bit against testdata/golden/g_&lt;Canonical&gt;.csv. One runner
+ * flattens scalar, multi-output records, profiles and bar arrays by reflection.
+ */
+class GoldenAllTest {
+    private static final double TOL = 1e-6;
+
+    private record Spec(String canonical, String arch, double[] params, int width) {}
+
+    private static final Spec[] SPECS = {
+%SPECS%
+    };
+
+    private static final java.util.Map<String, String> NAMES = new java.util.HashMap<>();
+    static {
+%NAMES%
+    }
+
+    private static Path goldenDir() {
+        java.io.File d = new java.io.File("").getAbsoluteFile();
+        while (d != null) {
+            java.io.File g = new java.io.File(d, "testdata/golden");
+            if (g.isDirectory()) {
+                return g.toPath();
+            }
+            d = d.getParentFile();
+        }
+        throw new IllegalStateException("testdata/golden not found");
+    }
+
+    private static double cell(String s) {
+        return switch (s) {
+            case "nan" -> Double.NaN;
+            case "inf" -> Double.POSITIVE_INFINITY;
+            case "-inf" -> Double.NEGATIVE_INFINITY;
+            default -> Double.parseDouble(s);
+        };
+    }
+
+    private static double[][] input() throws IOException {
+        List<String> lines = Files.readAllLines(goldenDir().resolve("input.csv"));
+        List<double[]> rows = new ArrayList<>();
+        for (int i = 1; i < lines.size(); i++) {
+            if (lines.get(i).isEmpty()) continue;
+            String[] p = lines.get(i).split(",");
+            double[] r = new double[p.length];
+            for (int j = 0; j < p.length; j++) r[j] = Double.parseDouble(p[j]);
+            rows.add(r);
+        }
+        return rows.toArray(new double[0][]);
+    }
+
+    // Keep blank lines (a candle on which no bar closed) so rows stay aligned.
+    private static double[][] fixture(String name) throws IOException {
+        List<String> lines = Files.readAllLines(goldenDir().resolve("g_" + name + ".csv"));
+        List<double[]> rows = new ArrayList<>();
+        for (int i = 1; i < lines.size(); i++) {
+            String ln = lines.get(i);
+            if (ln.isEmpty()) {
+                rows.add(new double[0]);
+                continue;
+            }
+            String[] p = ln.split(",");
+            double[] r = new double[p.length];
+            for (int j = 0; j < p.length; j++) r[j] = cell(p[j]);
+            rows.add(r);
+        }
+        return rows.toArray(new double[0][]);
+    }
+
+    private static double[] nanRow(int n) {
+        double[] r = new double[n];
+        java.util.Arrays.fill(r, Double.NaN);
+        return r;
+    }
+
+    private static double[] derivFields(double[] r) {
+        double o = r[0], h = r[1], l = r[2], c = r[3], v = r[4];
+        return new double[]{
+            (c - o) / c * 0.01, c, c - 0.5, c + 1.0, v * 10.0, v * 0.6, v * 0.4,
+            v * 0.55, v * 0.45, h - c, c - l,
+        };
+    }
+
+    private static double[] crossList(double[] r, int which) {
+        double o = r[0], c = r[3], v = r[4];
+        double[] out = new double[5];
+        for (int j = 0; j < 5; j++) {
+            out[j] = switch (which) {
+                case 0 -> (c - o) + j;
+                case 1 -> v + j * 10.0;
+                case 2 -> j % 2 == 0 ? 1.0 : 0.0; // newHigh
+                case 3 -> j % 3 == 0 ? 1.0 : 0.0; // newLow
+                case 4 -> j % 2 == 0 ? 1.0 : 0.0; // aboveMa
+                default -> j % 3 == 0 ? 1.0 : 0.0; // onBuySignal
+            };
+        }
+        return out;
+    }
+
+    private static double[] obList(double[] r, int which) {
+        double c = r[3], v = r[4];
+        double[] out = new double[5];
+        for (int k = 0; k < 5; k++) {
+            double kf = k + 1;
+            out[k] = switch (which) {
+                case 0 -> c - 0.1 * kf;
+                case 1 -> v / kf;
+                case 2 -> c + 0.1 * kf;
+                default -> v * 0.9 / kf;
+            };
+        }
+        return out;
+    }
+
+    private static double[] flattenRecord(Object o) throws Exception {
+        RecordComponent[] rc = o.getClass().getRecordComponents();
+        List<Double> list = new ArrayList<>();
+        for (RecordComponent c : rc) {
+            Object v = c.getAccessor().invoke(o);
+            if (v instanceof double[] arr) {
+                for (double d : arr) list.add(d);
+            } else if (v instanceof Number num) {
+                list.add(num.doubleValue());
+            }
+        }
+        double[] out = new double[list.size()];
+        for (int i = 0; i < out.length; i++) out[i] = list.get(i);
+        return out;
+    }
+
+    private static double[] flattenArray(Object arr) throws Exception {
+        int len = Array.getLength(arr);
+        List<Double> list = new ArrayList<>();
+        for (int i = 0; i < len; i++) {
+            for (double d : flattenRecord(Array.get(arr, i))) list.add(d);
+        }
+        double[] out = new double[list.size()];
+        for (int i = 0; i < out.length; i++) out[i] = list.get(i);
+        return out;
+    }
+
+    private static Object construct(Spec s) throws Exception {
+        Class<?> cls = Class.forName("org.wickra." + s.canonical());
+        Constructor<?> ctor = cls.getConstructors()[0];
+        Class<?>[] pt = ctor.getParameterTypes();
+        Object[] args = new Object[pt.length];
+        for (int i = 0; i < pt.length; i++) {
+            double v = s.params()[i];
+            if (pt[i] == int.class) args[i] = (int) Math.round(v);
+            else if (pt[i] == long.class) args[i] = (long) Math.round(v);
+            else args[i] = v;
+        }
+        return ctor.newInstance(args);
+    }
+
+    private static Method updateMethod(Object ind) {
+        for (Method m : ind.getClass().getMethods()) {
+            if (m.getName().equals("update")) return m;
+        }
+        throw new IllegalStateException("no update on " + ind.getClass());
+    }
+
+    private static double[] row(Spec s, Object ind, Method upd, double[] r, int i) throws Exception {
+        double o = r[0], h = r[1], l = r[2], c = r[3], v = r[4];
+        Object res = switch (s.arch()) {
+            case "scalar_f64", "multi_f64" -> upd.invoke(ind, c);
+            case "pairwise", "multi_pairwise" -> upd.invoke(ind, c, o);
+            case "scalar_candle", "multi_candle", "profile_bins", "profile_pricebins" ->
+                upd.invoke(ind, o, h, l, c, v, (long) i);
+            case "trade" -> upd.invoke(ind, c, v, c >= o, (long) i);
+            case "trademid" -> upd.invoke(ind, c, v, c >= o, (long) i, (h + l) / 2);
+            case "ob" -> upd.invoke(ind, obList(r, 0), obList(r, 1), obList(r, 2), obList(r, 3));
+            case "cross" -> upd.invoke(ind, crossList(r, 0), crossList(r, 1), crossList(r, 2),
+                crossList(r, 3), crossList(r, 4), crossList(r, 5), (long) i);
+            case "deriv", "deriv_multi" -> {
+                double[] d = derivFields(r);
+                yield upd.invoke(ind, d[0], d[1], d[2], d[3], d[4], d[5], d[6], d[7], d[8], d[9], d[10], (long) i);
+            }
+            case "bars_close" -> upd.invoke(ind, c, c, c, c, 1.0, 0L);
+            case "bars_candle4" -> upd.invoke(ind, o, h, l, c, 1.0, 0L);
+            case "bars_candle5" -> upd.invoke(ind, o, h, l, c, v, 0L);
+            case "footprint" -> upd.invoke(ind, c, v, c >= o, (long) i);
+            default -> throw new IllegalStateException("arch " + s.arch());
+        };
+        return switch (s.arch()) {
+            case "scalar_f64", "scalar_candle", "pairwise", "trade", "trademid", "ob", "cross", "deriv" ->
+                new double[]{((Number) res).doubleValue()};
+            case "multi_f64", "multi_candle", "multi_pairwise", "deriv_multi", "profile_pricebins" ->
+                res == null ? nanRow(s.width()) : flattenRecord(res);
+            case "profile_bins" -> res == null ? nanRow(s.width()) : (double[]) res;
+            default -> flattenArray(res); // bars_*, footprint
+        };
+    }
+
+    @TestFactory
+    List<DynamicTest> golden() throws Exception {
+        double[][] rows = input();
+        List<DynamicTest> tests = new ArrayList<>();
+        for (Spec s : SPECS) {
+            tests.add(dynamicTest(s.canonical(), () -> {
+                Object ind = construct(s);
+                String gotName = (String) ind.getClass().getMethod("name").invoke(ind);
+                assertTrue(gotName.equals(NAMES.get(s.canonical())),
+                    s.canonical() + ": name() " + gotName + " != " + NAMES.get(s.canonical()));
+                Method upd = updateMethod(ind);
+                double[][] exp = fixture(s.canonical());
+                assertTrue(exp.length == rows.length, s.canonical() + ": row count " + exp.length + " vs " + rows.length);
+                for (int i = 0; i < rows.length; i++) {
+                    double[] got = row(s, ind, upd, rows[i], i);
+                    double[] want = exp[i];
+                    assertTrue(got.length == want.length,
+                        s.canonical() + " row " + i + ": arity " + got.length + " vs " + want.length);
+                    for (int k = 0; k < want.length; k++) {
+                        double w = want[k], g = got[k];
+                        if (Double.isNaN(w)) {
+                            assertTrue(Double.isNaN(g), s.canonical() + " row " + i + " col " + k + ": want NaN got " + g);
+                        } else if (Double.isInfinite(w)) {
+                            assertTrue(Double.isInfinite(g) && Math.signum(g) == Math.signum(w),
+                                s.canonical() + " row " + i + " col " + k + ": want " + w + " got " + g);
+                        } else {
+                            double tol = TOL * Math.max(1.0, Math.abs(w));
+                            assertTrue(Math.abs(g - w) <= tol,
+                                s.canonical() + " row " + i + " col " + k + ": got " + g + " want " + w);
+                        }
+                    }
+                }
+            }));
+        }
+        return tests;
+    }
+}
+'''
+
+out = TEMPLATE.replace("%SPECS%", specs_block).replace("%NAMES%", names_block)
+dest = os.path.join(ROOT, "bindings", "java", "src", "test", "java", "org", "wickra", "GoldenAllTest.java")
+open(dest, "w", encoding="utf-8").write(out)
+print("generated GoldenAllTest.java with", len(MAN), "indicators")

bindings/java/osv-scanner.toml

@@ -0,0 +1,12 @@
+# OSV-Scanner suppression for this Maven manifest. OSV-Scanner looks for an
+# osv-scanner.toml next to each manifest it scans, and the repo-root config does
+# not cover Maven sub-directory scans — so the jackson finding is suppressed
+# here as well. See the root osv-scanner.toml and the SECURITY.md VEX section.
+#
+# tools.jackson.core:jackson-core 3.x is NOT a dependency of this project. Full
+# Maven resolution (the publishing plugin tree and the project dependency tree)
+# resolves only jackson 2.16.1 / 2.17.1; tools.jackson 3.x appears nowhere.
+# OSV-Scanner's own resolver flags it as a false positive.
+[[IgnoredVulns]]
+id = "GHSA-72hv-8253-57qq"
+reason = "tools.jackson.core:jackson-core 3.x is not a dependency; only jackson 2.x resolves. Not affected."

bindings/java/pom.xml

@@ -6,7 +6,7 @@
 
   <groupId>org.wickra</groupId>
   <artifactId>wickra</artifactId>
-  <version>0.7.9</version>
+  <version>0.9.3</version>
   <packaging>jar</packaging>
 
   <name>Wickra</name>
@@ -44,7 +44,7 @@
   <properties>
     <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
     <maven.compiler.release>22</maven.compiler.release>
-    <junit.version>5.10.2</junit.version>
+    <junit.version>6.1.0</junit.version>
     <!-- The FFM API is restricted; grant native access to the unnamed module so
          tests and examples run without warnings. Consumers pass the same flag. -->
     <native.access.arg>--enable-native-access=ALL-UNNAMED</native.access.arg>
@@ -64,13 +64,13 @@
       <plugin>
         <groupId>org.apache.maven.plugins</groupId>
         <artifactId>maven-compiler-plugin</artifactId>
-        <version>3.13.0</version>
+        <version>3.15.0</version>
       </plugin>
 
       <plugin>
         <groupId>org.apache.maven.plugins</groupId>
         <artifactId>maven-surefire-plugin</artifactId>
-        <version>3.2.5</version>
+        <version>3.5.6</version>
         <configuration>
           <argLine>${native.access.arg}</argLine>
         </configuration>
@@ -79,7 +79,7 @@
       <plugin>
         <groupId>org.apache.maven.plugins</groupId>
         <artifactId>maven-jar-plugin</artifactId>
-        <version>3.4.1</version>
+        <version>3.5.0</version>
         <configuration>
           <archive>
             <manifestEntries>
@@ -107,7 +107,7 @@
           <plugin>
             <groupId>org.apache.maven.plugins</groupId>
             <artifactId>maven-source-plugin</artifactId>
-            <version>3.3.1</version>
+            <version>3.4.0</version>
             <executions>
               <execution>
                 <id>attach-sources</id>
@@ -119,7 +119,7 @@
           <plugin>
             <groupId>org.apache.maven.plugins</groupId>
             <artifactId>maven-javadoc-plugin</artifactId>
-            <version>3.7.0</version>
+            <version>3.12.0</version>
             <configuration>
               <!-- Generated members are self-descriptive; do not fail on doclint. -->
               <doclint>none</doclint>
@@ -136,7 +136,7 @@
           <plugin>
             <groupId>org.apache.maven.plugins</groupId>
             <artifactId>maven-gpg-plugin</artifactId>
-            <version>3.2.4</version>
+            <version>3.2.8</version>
             <executions>
               <execution>
                 <id>sign-artifacts</id>
@@ -157,7 +157,7 @@
           <plugin>
             <groupId>org.sonatype.central</groupId>
             <artifactId>central-publishing-maven-plugin</artifactId>
-            <version>0.5.0</version>
+            <version>0.10.0</version>
             <extensions>true</extensions>
             <configuration>
               <publishingServerId>central</publishingServerId>

bindings/java/src/main/java/org/wickra/AbandonedBaby.java

@@ -71,6 +71,36 @@ public final class AbandonedBaby implements AutoCloseable {
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_ABANDONED_BABY_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_ABANDONED_BABY_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_ABANDONED_BABY_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/Abcd.java

@@ -71,6 +71,36 @@ public final class Abcd implements AutoCloseable {
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_ABCD_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_ABCD_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_ABCD_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/AbsoluteBreadthIndex.java

@@ -47,16 +47,46 @@ public final class AbsoluteBreadthIndex implements AutoCloseable {
         try (Arena a = Arena.ofConfined()) {
             MemorySegment changeSeg = a.allocateFrom(JAVA_DOUBLE, change);
             MemorySegment volumeSeg = a.allocateFrom(JAVA_DOUBLE, volume);
-            MemorySegment newHighSeg = a.allocateFrom(JAVA_DOUBLE, newHigh);
-            MemorySegment newLowSeg = a.allocateFrom(JAVA_DOUBLE, newLow);
-            MemorySegment aboveMaSeg = a.allocateFrom(JAVA_DOUBLE, aboveMa);
-            MemorySegment onBuySignalSeg = a.allocateFrom(JAVA_DOUBLE, onBuySignal);
+            MemorySegment newHighSeg = WickraNative.boolSegment(a, newHigh);
+            MemorySegment newLowSeg = WickraNative.boolSegment(a, newLow);
+            MemorySegment aboveMaSeg = WickraNative.boolSegment(a, aboveMa);
+            MemorySegment onBuySignalSeg = WickraNative.boolSegment(a, onBuySignal);
             return (double) NativeMethods.WICKRA_ABSOLUTE_BREADTH_INDEX_UPDATE.invokeExact(handle, changeSeg, volumeSeg, newHighSeg, newLowSeg, aboveMaSeg, onBuySignalSeg, (long) change.length, timestamp);
         } catch (Throwable t) {
             throw WickraNative.rethrow(t);
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_ABSOLUTE_BREADTH_INDEX_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_ABSOLUTE_BREADTH_INDEX_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_ABSOLUTE_BREADTH_INDEX_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/AccelerationBands.java

@@ -47,6 +47,36 @@ public final class AccelerationBands implements AutoCloseable {
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_ACCELERATION_BANDS_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_ACCELERATION_BANDS_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_ACCELERATION_BANDS_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/AcceleratorOscillator.java

@@ -80,6 +80,36 @@ public final class AcceleratorOscillator implements AutoCloseable {
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_ACCELERATOR_OSCILLATOR_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_ACCELERATOR_OSCILLATOR_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_ACCELERATOR_OSCILLATOR_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/AdOscillator.java

@@ -71,6 +71,36 @@ public final class AdOscillator implements AutoCloseable {
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_AD_OSCILLATOR_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_AD_OSCILLATOR_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_AD_OSCILLATOR_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/AdVolumeLine.java

@@ -47,16 +47,46 @@ public final class AdVolumeLine implements AutoCloseable {
         try (Arena a = Arena.ofConfined()) {
             MemorySegment changeSeg = a.allocateFrom(JAVA_DOUBLE, change);
             MemorySegment volumeSeg = a.allocateFrom(JAVA_DOUBLE, volume);
-            MemorySegment newHighSeg = a.allocateFrom(JAVA_DOUBLE, newHigh);
-            MemorySegment newLowSeg = a.allocateFrom(JAVA_DOUBLE, newLow);
-            MemorySegment aboveMaSeg = a.allocateFrom(JAVA_DOUBLE, aboveMa);
-            MemorySegment onBuySignalSeg = a.allocateFrom(JAVA_DOUBLE, onBuySignal);
+            MemorySegment newHighSeg = WickraNative.boolSegment(a, newHigh);
+            MemorySegment newLowSeg = WickraNative.boolSegment(a, newLow);
+            MemorySegment aboveMaSeg = WickraNative.boolSegment(a, aboveMa);
+            MemorySegment onBuySignalSeg = WickraNative.boolSegment(a, onBuySignal);
             return (double) NativeMethods.WICKRA_AD_VOLUME_LINE_UPDATE.invokeExact(handle, changeSeg, volumeSeg, newHighSeg, newLowSeg, aboveMaSeg, onBuySignalSeg, (long) change.length, timestamp);
         } catch (Throwable t) {
             throw WickraNative.rethrow(t);
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_AD_VOLUME_LINE_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_AD_VOLUME_LINE_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_AD_VOLUME_LINE_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/AdaptiveCci.java

@@ -74,6 +74,36 @@ public final class AdaptiveCci implements AutoCloseable {
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_ADAPTIVE_CCI_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_ADAPTIVE_CCI_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_ADAPTIVE_CCI_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/AdaptiveCycle.java

@@ -51,6 +51,36 @@ public final class AdaptiveCycle implements AutoCloseable {
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_ADAPTIVE_CYCLE_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_ADAPTIVE_CYCLE_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_ADAPTIVE_CYCLE_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/AdaptiveLaguerreFilter.java

@@ -54,6 +54,36 @@ public final class AdaptiveLaguerreFilter implements AutoCloseable {
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_ADAPTIVE_LAGUERRE_FILTER_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_ADAPTIVE_LAGUERRE_FILTER_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_ADAPTIVE_LAGUERRE_FILTER_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/AdaptiveRsi.java

@@ -54,6 +54,36 @@ public final class AdaptiveRsi implements AutoCloseable {
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_ADAPTIVE_RSI_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_ADAPTIVE_RSI_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_ADAPTIVE_RSI_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/Adl.java

@@ -71,6 +71,36 @@ public final class Adl implements AutoCloseable {
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_ADL_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_ADL_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_ADL_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/AdvanceBlock.java

@@ -71,6 +71,36 @@ public final class AdvanceBlock implements AutoCloseable {
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_ADVANCE_BLOCK_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_ADVANCE_BLOCK_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_ADVANCE_BLOCK_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/AdvanceDecline.java

@@ -47,16 +47,46 @@ public final class AdvanceDecline implements AutoCloseable {
         try (Arena a = Arena.ofConfined()) {
             MemorySegment changeSeg = a.allocateFrom(JAVA_DOUBLE, change);
             MemorySegment volumeSeg = a.allocateFrom(JAVA_DOUBLE, volume);
-            MemorySegment newHighSeg = a.allocateFrom(JAVA_DOUBLE, newHigh);
-            MemorySegment newLowSeg = a.allocateFrom(JAVA_DOUBLE, newLow);
-            MemorySegment aboveMaSeg = a.allocateFrom(JAVA_DOUBLE, aboveMa);
-            MemorySegment onBuySignalSeg = a.allocateFrom(JAVA_DOUBLE, onBuySignal);
+            MemorySegment newHighSeg = WickraNative.boolSegment(a, newHigh);
+            MemorySegment newLowSeg = WickraNative.boolSegment(a, newLow);
+            MemorySegment aboveMaSeg = WickraNative.boolSegment(a, aboveMa);
+            MemorySegment onBuySignalSeg = WickraNative.boolSegment(a, onBuySignal);
             return (double) NativeMethods.WICKRA_ADVANCE_DECLINE_UPDATE.invokeExact(handle, changeSeg, volumeSeg, newHighSeg, newLowSeg, aboveMaSeg, onBuySignalSeg, (long) change.length, timestamp);
         } catch (Throwable t) {
             throw WickraNative.rethrow(t);
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_ADVANCE_DECLINE_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_ADVANCE_DECLINE_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_ADVANCE_DECLINE_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/AdvanceDeclineRatio.java

@@ -47,16 +47,46 @@ public final class AdvanceDeclineRatio implements AutoCloseable {
         try (Arena a = Arena.ofConfined()) {
             MemorySegment changeSeg = a.allocateFrom(JAVA_DOUBLE, change);
             MemorySegment volumeSeg = a.allocateFrom(JAVA_DOUBLE, volume);
-            MemorySegment newHighSeg = a.allocateFrom(JAVA_DOUBLE, newHigh);
-            MemorySegment newLowSeg = a.allocateFrom(JAVA_DOUBLE, newLow);
-            MemorySegment aboveMaSeg = a.allocateFrom(JAVA_DOUBLE, aboveMa);
-            MemorySegment onBuySignalSeg = a.allocateFrom(JAVA_DOUBLE, onBuySignal);
+            MemorySegment newHighSeg = WickraNative.boolSegment(a, newHigh);
+            MemorySegment newLowSeg = WickraNative.boolSegment(a, newLow);
+            MemorySegment aboveMaSeg = WickraNative.boolSegment(a, aboveMa);
+            MemorySegment onBuySignalSeg = WickraNative.boolSegment(a, onBuySignal);
             return (double) NativeMethods.WICKRA_ADVANCE_DECLINE_RATIO_UPDATE.invokeExact(handle, changeSeg, volumeSeg, newHighSeg, newLowSeg, aboveMaSeg, onBuySignalSeg, (long) change.length, timestamp);
         } catch (Throwable t) {
             throw WickraNative.rethrow(t);
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_ADVANCE_DECLINE_RATIO_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_ADVANCE_DECLINE_RATIO_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_ADVANCE_DECLINE_RATIO_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/Adx.java

@@ -47,6 +47,36 @@ public final class Adx implements AutoCloseable {
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_ADX_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_ADX_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_ADX_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/Adxr.java

@@ -74,6 +74,36 @@ public final class Adxr implements AutoCloseable {
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_ADXR_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_ADXR_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_ADXR_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/Alligator.java

@@ -53,6 +53,36 @@ public final class Alligator implements AutoCloseable {
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_ALLIGATOR_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_ALLIGATOR_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_ALLIGATOR_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/Alma.java

@@ -54,6 +54,36 @@ public final class Alma implements AutoCloseable {
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_ALMA_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_ALMA_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_ALMA_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/Alpha.java

@@ -58,6 +58,36 @@ public final class Alpha implements AutoCloseable {
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_ALPHA_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_ALPHA_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_ALPHA_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/AmihudIlliquidity.java

@@ -39,6 +39,36 @@ public final class AmihudIlliquidity implements AutoCloseable {
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_AMIHUD_ILLIQUIDITY_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_AMIHUD_ILLIQUIDITY_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_AMIHUD_ILLIQUIDITY_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/AnchoredRsi.java

@@ -51,6 +51,36 @@ public final class AnchoredRsi implements AutoCloseable {
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_ANCHORED_RSI_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_ANCHORED_RSI_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_ANCHORED_RSI_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/AnchoredVwap.java

@@ -71,6 +71,36 @@ public final class AnchoredVwap implements AutoCloseable {
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_ANCHORED_VWAP_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_ANCHORED_VWAP_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_ANCHORED_VWAP_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/AndrewsPitchfork.java

@@ -47,6 +47,36 @@ public final class AndrewsPitchfork implements AutoCloseable {
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_ANDREWS_PITCHFORK_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_ANDREWS_PITCHFORK_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_ANDREWS_PITCHFORK_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/Apo.java

@@ -57,6 +57,36 @@ public final class Apo implements AutoCloseable {
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_APO_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_APO_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_APO_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/Aroon.java

@@ -46,6 +46,36 @@ public final class Aroon implements AutoCloseable {
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_AROON_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_AROON_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_AROON_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/AroonOscillator.java

@@ -74,6 +74,36 @@ public final class AroonOscillator implements AutoCloseable {
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_AROON_OSCILLATOR_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_AROON_OSCILLATOR_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_AROON_OSCILLATOR_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/Atr.java

@@ -74,6 +74,36 @@ public final class Atr implements AutoCloseable {
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_ATR_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_ATR_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_ATR_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/AtrBands.java

@@ -47,6 +47,36 @@ public final class AtrBands implements AutoCloseable {
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_ATR_BANDS_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_ATR_BANDS_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_ATR_BANDS_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/AtrRatchet.java

@@ -46,6 +46,36 @@ public final class AtrRatchet implements AutoCloseable {
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_ATR_RATCHET_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_ATR_RATCHET_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_ATR_RATCHET_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/AtrTrailingStop.java

@@ -74,6 +74,36 @@ public final class AtrTrailingStop implements AutoCloseable {
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_ATR_TRAILING_STOP_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_ATR_TRAILING_STOP_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_ATR_TRAILING_STOP_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {

bindings/java/src/main/java/org/wickra/AutoFib.java

@@ -48,6 +48,36 @@ public final class AutoFib implements AutoCloseable {
         }
     }
 
+    /** Number of updates required before update() yields a value. */
+    public int warmupPeriod() {
+        try {
+            long n = (long) NativeMethods.WICKRA_AUTO_FIB_WARMUP_PERIOD.invokeExact(handle);
+            return (int) n;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** Whether the indicator has consumed enough input to emit a value. */
+    public boolean isReady() {
+        try {
+            byte r = (byte) NativeMethods.WICKRA_AUTO_FIB_IS_READY.invokeExact(handle);
+            return r != 0;
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
+    /** The indicator's canonical name. */
+    public String name() {
+        try {
+            MemorySegment s = (MemorySegment) NativeMethods.WICKRA_AUTO_FIB_NAME.invokeExact(handle);
+            return s.address() == 0 ? "" : s.reinterpret(Long.MAX_VALUE).getString(0);
+        } catch (Throwable t) {
+            throw WickraNative.rethrow(t);
+        }
+    }
+
     /** Reset to the just-constructed state. */
     public void reset() {
         try {