A streaming output firewall: Aho-Corasick pattern kill on the token stream as text forms, structural-form evasion checks, and in-place PII redaction — named…
Bounded autonomy for self-acting systems: an autonomy ladder (off/suggest/safe-apply/full), protected surfaces that never auto-apply, blast-radius caps, rate…
Reference command-line runner over wickra-benchmark-core: recompute a curated case or suite against its datasets and report pass/hash-match, exiting non-zero…
Constitutional self-modification: every change to a system's own behavior-bearing state is a signed amendment — proposed, deliberated, ratified by tier,…
Embedded database framework for Rust, built on redb: domain-driven CRUD over typed entities, a byte-budgeted cache, per-entity versioned backup and restore,…
Deterministic core of wickra-benchmark: recompute a curated (strategy, dataset) case with the pinned wickra-backtest engine and confirm its report and hash…
Command-line reference consumer for the Wickra Copilot: builds a deterministic MarketContext from serialized microstructure feeds and, optionally, asks a…
Data-driven core of the Wickra Copilot: a serde ContextSpec folded over microstructure feed snapshots into a deterministic MarketContext of hard facts (price…
Deterministic core of wickra-gym: precompute a candle dataset into a fixed feature tensor once, then step a Gymnasium-style RL environment in O(1) with…