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Full project import for the self-hosted code hosting (https://code.aifunny.ltd/gavindiaz/my-NexusTradingForexBot.git). Includes the live-freshness + scaler-hash fixes for the permanent STALE dashboard (tick_pipeline now_utc stamps; infer_probabilities computes model_input_hash on the actual scaled 70D tensor), the data-fetch default-path fix, the g29 web-auth test fixes, and a Chinese user manual (使用手册.md) for the web dashboard. Scratch diagnostic scripts (check*.py, contain a live web-auth token) and the .kilo/ agent-worktree directory are gitignored, not committed. Co-Authored-By: Claude Code <noreply@anthropic.com>
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title, description, lang
| title | description | lang |
|---|---|---|
| Common Workflows | Everyday operating recipes — run, verify, research a candidate, read evidence, update. | en |
Common Workflows
1. Daily development loop
git pull && .venv/Scripts/Activate.ps1 # Windows dev
nexus test --mode quick # fast sanity
# ... edit ...
pytest tests/unit -q -k "70 or schema" # targeted suite
./beforePush.ps1 -SkipPush # full gate before pushing
2. Evaluate the engine on real data (risk-free)
nexus start --mode shadow # live feed, zero order authority
# observe Control Center → SHADOW section: disagreement analysis, drift, health
nexus stop
3. Research a candidate
nexus model-dataset-build # canonical dataset (fingerprinted)
nexus model-experiment-create # fair A/B/C protocol
nexus model-train # deterministic, seeded
nexus model-validate # walk-forward + OOS gate + robustness
nexus model-replay # bit-exact parity proof
Anything that fails the OOS gate is REJECTED — that is the system working.
4. Read the evidence
nexus forensic— health engine verdictsnexus incidents list— correlated incidents- Control Center → Debug Hub —
/api/debug/statesnapshot (18 sections) artifacts/forensics/,artifacts/validation/— machine-readable evidence
5. Update the installation
nexus update check → download → install → verify
nexus rollback # if a release misbehaves
6. Database care
nexus db hygiene status # what would be cleaned
nexus db hygiene run --dry-run --deep
nexus db migrate # additive migrations
7. Docker
docker compose up -d --build # PAPER mode; :9090; /health readiness