aq204_schedule_evoi_kl_celf_and_shapley_0call)Schedules adaptive [5s..86400s] feed polling via KL-surprise and EVOI, selects budget-optimal source slates via Minoux CELF, and attributes marginal utility via Data Shapley.
KL-divergence cadence, CELF frontier & Shapley calculator (0 calls)
Substrate: db_atomic · p99 Claim Target: ≤ 6 ms · Phase: 201 - 220 V42..V50 Epistemic Forager, FF1 FPE, BotFabric Homeostat, R-WoM/Futarchy, GoodNodes & SoftRules
Epistemic budget allocator & redundant-feed pruner
5-Role Component Pod: 0-Call Slot / Solver + OpenSearch / Split-Supervisor (≤4k tok) / Diagnostic Repair + Twin Shim / CPOP + Sister Distiller.
fragile_decay_reverifyCommit Invariant: Schedules items by volatility half-life and emits downstream events only when content hash or benchmark rank mutates.
Architectural Problem Solved: Keeps fast-rotting benchmarks, model releases, pricing, and deprecations accurate without redundant polling.
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