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https://github.com/theodore-song/polymarket-analyst.git
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Make historical risk gates adaptive
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@@ -15,18 +15,19 @@ https://polymarket-site-eta.vercel.app/personal.html
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The site fetches live Polymarket markets, generates agent suggestions, lets you
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run frequent paper cycles, and syncs the shared arena state through Neon or
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Vercel Blob. Build 46 also installs an offline app shell and caches timestamped
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Vercel Blob. Build 47 also installs an offline app shell and caches timestamped
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market snapshots. During an outage, cycles continue locally; cached entries are
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allowed for 90 minutes, older snapshots become mark-only, and all cached data
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expires after 24 hours.
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Each agent learns bounded weights from its own v34+ trade outcomes across signal
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type, setup quality, category, side, and entry-price band. The learner shrinks
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small samples toward neutral, caps sizing changes to 0.68x-1.30x, and reserves
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type, setup quality, category, side, entry-price band, and time to resolution.
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The learner shrinks small samples toward neutral, caps sizing changes to
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0.68x-1.30x, and reserves
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15% of candidates for deterministic exploration so a stale regime cannot become
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permanent.
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Strategy 43 treats each binary stake as capable of falling to zero even when the
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Strategy 44 treats each binary stake as capable of falling to zero even when the
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18% stop cannot fill. New core positions are capped at 2.5%-4% of equity and
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aggressive positions at 3%-5%, with lower limits for near-term, extreme-price,
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reversal, and fast-moving setups. Oversized positions inherited from older
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@@ -34,10 +35,11 @@ engines are reduced to the same loss budget during live marking.
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The two-agent overlap guard counts only positions worth at least 1.25% of an
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agent's equity, so tiny profit-lock runners do not block a new material trade.
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A separate walk-forward ledger records each trade-ready signal before its future
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A separate walk-forward ledger records every confirmed signal before its future
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price is known, grades it at least 24 hours later, and combines that broad market
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calibration with each agent's personal outcomes. This expands the learning sample
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without backfilling future information into old decisions. The 24-hour horizon
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without forcing observation-only signals into portfolios or backfilling future
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information into old decisions. The 24-hour horizon
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matches the engine's minimum ordinary holding policy; stops and profit locks still
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act immediately from fresh prices.
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@@ -63,7 +65,7 @@ negative in all three chronological segments. Reversals averaged -3.69%, with a
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market-clustered 90% interval entirely below zero. Crypto and Sports were also
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negative but covered only three and five markets. The 24-hour cohort improved to
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-0.82% row mean and +1.31% market mean, with no rule robustly negative across all
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segments. Strategy 43 therefore disables reversal entries, retains their signals
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segments. Strategy 44 therefore disables reversal entries, retains their signals
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for paper grading, and evaluates adaptation at 24 hours. It does not promote any
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rule because no positive cohort passed the same robustness checks.
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@@ -73,23 +75,23 @@ segment and averaged -4.13%. Sports trends were negative in train and test and
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averaged -3.53% at 72 hours. Politics trends were the sole cohort with positive
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row-level returns in all three 72-hour segments, but its market-cluster interval
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still crossed zero; that supports a longer hold test, not a larger entry bet.
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Strategy 43 gives Politics trend positions that 72-hour observation window before
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Strategy 44 gives Politics trend positions that 72-hour observation window before
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ordinary signal exits. Stops, profit locks, settlement handling, and risk-budget
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reductions remain immediate.
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Strategy 43 also subtracts a half-cent round-trip cost when grading each live
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Strategy 44 also subtracts a half-cent round-trip cost when grading each live
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walk-forward signal. Confidence uses the largest independent matching bucket,
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not the sum of five overlapping feature buckets, and evidence from older engine
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versions is down-weighted. This prevents a handful of duplicated observations
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from authorizing larger positions or hiding a modest negative regime.
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Strategy 43 adds uncertainty-aware promotion and demotion. A matching setup must
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Strategy 44 adds uncertainty-aware promotion and demotion. A matching setup must
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accumulate at least eight effective observations and agree across at least two
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feature views before repeatable positive evidence can increase size or repeatable
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negative evidence can block a new entry. Mixed evidence stays close to neutral
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instead of being mistaken for an edge.
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Build 46 enforces the documented offline boundary end to end. Cached snapshots
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Build 47 enforces the documented offline boundary end to end. Cached snapshots
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under 90 minutes old may continue paper execution. Older snapshots remain usable
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for valuation and chart snapshots for up to 24 hours, but cannot trigger entries,
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stop-losses, gain-stops, risk rebalances, settlements, or policy exits. Network
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@@ -102,12 +104,12 @@ adaptive baselines, pending signal grades, and trade evidence remain in one stra
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lineage until the actual entry, sizing, or exit logic changes. Legacy build 40 and 41
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records are migrated into the same strategy lineage without losing evidence.
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Build 46 independently refreshes markets for matured pending signals that have
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Build 47 independently refreshes markets for matured pending signals that have
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left the current top-500 activity scan. Unavailable markets remain queued for a
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bounded retry window. This prevents activity-rank survivorship from deciding
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which wins and losses reach the adaptive calibration ledger.
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Strategy 43 coordinates high-risk exploration globally. Crypto, near-term,
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Strategy 44 coordinates high-risk exploration globally. Crypto, near-term,
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extreme-price, legacy reversal, and other gap-prone positions may be held materially by
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only one agent, while ordinary independently confirmed markets retain the
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two-agent cap. A historically blocked Sports trend can enter the exploration lane
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@@ -124,18 +126,21 @@ cohort robust. Environment variables beginning with
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`SETTLEMENT_` control its market count, concurrency, horizons, and cost. Set
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`SETTLEMENT_SUMMARY=1` for the compact report.
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The first event-clustered run loaded 498 of the 500 highest-volume resolved
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markets. No side, price band, category, or 1-90 day holding rule passed the
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required train/test confidence checks. In particular, older YES/underdog gains
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The expanded event-clustered run loaded history for 498 of the 500 highest-volume
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resolved markets with no fetch failures. No side, price band, category, trend,
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or 1-90 day holding rule passed the required train/test confidence checks. In
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particular, older YES/underdog gains
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reversed in the recent test segment. The engine therefore does not install a
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static settlement-direction boost from this audit.
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The latest 200-resolved-market audit loaded history for 199 markets with no
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fetch failures. No positive rule passed the robustness gate. Buying NO with
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7-14 days remaining was robustly negative in pooled, train, test, and
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event-clustered results: the 14-day cohort averaged -37.33% by observation and
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-46.84% by event. Strategy 43 therefore blocks new NO entries with 21 days or
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less to resolution while continuing to record their signals for future evidence.
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The earlier 200-resolved-market audit found short-dated NO entries strongly
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negative, but the 500-market rerun did not reproduce that loss in its newer test
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segment. Strategy 44 therefore treats the result as a provisional prior instead
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of a permanent ban: NO entries with 21 days or less remain observation-only until
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the recent walk-forward calibration promotes their matching side and duration
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cohorts. Exact numeric-range contracts are excluded from new entries because a
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settlement jump can pass directly through an 18% stop; the live audit found that
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this failure mode caused the largest latest-day loss.
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Paper accounts created with a password are also saved through the backend, so a
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user can log in from another device and see the same paper portfolio, activity,
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