Audit + enforce game-stack boundary rules across the multi-repo workspace. Use when adding a System impl, game logic, vocabulary type, FFI surface, or view-layer code; when reviewing PRs touching game systems or view/FFI boundaries; when a violation is suspected; or quarterly as a boundary-hygiene gate. Reads each…
Audit feature-gate status claims across the multi-repo stack. Use when a doc/plan/issue/commit-message claims a "promotion discrepancy", "not yet wired", or "Default-off until..." state, when fixing stale feature-gate comments, before promoting or demoting any feature flag, or quarterly as a feature-gate-hygiene gate.…
Audit cross-repo GOAT/gain primitive cherry-pick status across the multi-repo stack (katgpt-rs upstream, riir- consumers). Detects stalls (default-on in katgpt-rs for ≥7 days with zero runtime wiring in riir-), DRY violations (duplicated substrate in riir- that should consume katgpt-core), and SOLID violations. Use…
Write a reasoned architectural proposal (.proposals/NNN.md) grounded in focused codebase grep + prior-art paper search. Use when arguing for a design change, new primitive, or architectural decision — the question is "should we do X?" not "how do we do X?" (that's a plan) or "what does paper Y distill to?" (that's…
Research workflow for distilling ML/AI papers into modelless inference primitives, freeze/thaw runtime patterns, latent-space operations, AND model-based training plans across the multi-repo stack. Use when reading arxiv papers, deciding which repo a paper belongs in, creating .research/ notes or .plans/ files…
Pre-implementation DRY gate + existing-code drift audit for the multi-repo workspace. Use BEFORE writing any new System impl, trait, perception/cognition/emotion pipeline, state management, spatial query, or vocabulary type — to verify you're consuming existing substrate, not duplicating it. Also use to AUDIT existing…