katopz/katgpt-rs

A neuro-symbolic micro-Transformer with speculative decoding, constraint pruning, recurrent attention, and adaptive test-time scaling — built in Rust.

98Stars on the repository
9Mods indexed here, across every type
todayLast push, which is what freshness is scored on
MITLicence, which decides whether bodies are shown

boundary-guard

01

katopz/katgpt-rs

Skill Claude CodeCodex

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…

not rated 98 +1 changed today A 155 tokens original MIT

feature-gate-audit

02

katopz/katgpt-rs

Skill Claude CodeCodex

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.…

not rated 98 +1 changed yesterday A 228 tokens original MIT

goat-audit

03

katopz/katgpt-rs

Skill Claude CodeCodex

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…

not rated 98 +1 changed yesterday A 116 tokens original MIT

proposal

04

katopz/katgpt-rs

Skill Claude CodeCodex

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…

not rated 98 +1 changed yesterday A 114 tokens original MIT

research

05

katopz/katgpt-rs

Skill Claude CodeCodex

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…

not rated 98 +1 changed yesterday C 160 tokens original MIT

rust-optimize

06

katopz/katgpt-rs

Skill Claude CodeCodex

Optimize Rust code until nothing left to improve. Loops automatically. Use when the user says "optimize" or "/optimize".

not rated 98 +1 changed yesterday A 31 tokens original MIT

substrate-first

07

katopz/katgpt-rs

Skill Claude CodeCodex

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…

not rated 98 +1 changed today A 159 tokens original MIT

doc-sync

08

katopz/katgpt-rs

Skill Claude CodeCodex

Synchronize each repo's .docs/ and README.md with recently succeeded plans/issues/benchmarks by diffing git history against the last documented entry. Use after landing a GOAT-passing plan, closing a batch of issues, or quarterly as a doc-hygiene gate. Covers every workspace repo and knows each repo's doc layout +…

not rated 98 +1 changed today A 97 tokens original MIT

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