feat: add HF champion challenger pipeline

fix: correct forex paper directional accounting

feat: add leakage-safe forex history learning

fix: make paper PnL truthful and gate FinRL-X

perf: bound FinRL-X feature store reads

fix: allow bounded FinRL-X market training

feat: train FinRL-X challengers by market

fix: reserve FinRL-X worker initialization budget

feat: operationalize pinned FinRL-X runner

fix: distinguish completed paper outcomes

feat: add governed FinRL-X quant challenger

fix: separate equity and forex paper evidence

fix: resume paper trading evidence exploration

fix: normalize BLUM Finance training targets

feat: expose guarded BLUM Finance release export

feat: build leakage-safe BLUM Finance dataset

feat: define BLUM Finance release contracts

fix: classify trading ML evidence gaps

fix: bound trading ML learning slices

feat: activate trading ML champion challenger

feat: add purged trading ML validation

fix: make feature store locking portable

fix: serialize trading feature store commits

feat: add incremental trading feature store

fix: persist cost-adjusted equity outcomes

fix: exclude leaked trading ML feature data

fix: harden trading ML feature contracts

feat: add point-in-time trading ML features

feat: add trading ML persistence

feat: add hierarchical forex reinforcement

fix: restore auditable paper trading runtime

fix: harden runtime health reporting

fix: prioritize actionable equity scouting

feat: add evidence-bound forex reinforcement council

fix: bootstrap forex paper reinforcement learning

feat: add forex evidence academy

feat: mature forex confidence and segment paper markets

fix: normalize forex confidence scores

feat: unify forex paper trading evidence

fix: keep forex migration revision postgres-safe

fix: close forex execution readiness gaps

feat: add autonomous forex alpha trader core

fix: unblock evidence-bound forex paper pipeline

feat: extend intraday paper research to forex

feat: gate paper trades on net expectancy

fix: reconcile true net paper pnl

feat: execute realistic daily paper exits

fix: require point-in-time FX for paper fills

feat: route daily paper trades through execution

feat: expire stale paper entry signals