Skill Claude CodeCodex
Scan open pull requests and reconcile the needs-review label. Use before running agentic-pr-static-review to find PRs needing a review pass. Outputs JSON with reviewed, needsreview, labelled, clean, incomplete, and error arrays.
Skill Claude CodeCodex
Run bounded toolless inference on a review capsule and produce a review proposal with hardware validation triage. Use when a review capsule has been built and needs inference, or to run the full inspect pipeline (build → infer) on a PR. Outputs a structured ReviewProposal with triage data for downstream agent…
Skill Claude CodeCodex
Use for hipfire quant calibration, imatrix-driven experiments, KLD/PPL quality evaluation, k-map/format selection, MQ/HFQ/HFP/MFP tradeoff work, ParoQuant-style weight transform planning, and KV policy planning. Use when deciding whether a calibrated model candidate should be promoted, rejected, packaged, or sent…
Skill Claude CodeCodex
Port hipfire compute kernels to a new RDNA / CDNA architecture (gfx1201/gfx1200/gfx94x/gfx1150/etc.). Use when adding support for a new GPU arch, fixing arch-specific kernel codegen failures (e.g. "Cannot select intrinsic %llvm.amdgcn.wmma..."), or refactoring rdna-compute arch-conditional dispatch. Captures the…
Skill Claude CodeCodex
Triage and repair hipfire runtime failures such as daemon hangs, stale serve.pid, port 11435 conflicts, ROCm include-path problems, missing precompiled kernels, VRAM OOM, kernel JIT failures, and multi-turn recall regressions. Use after diagnostics identify a likely runtime issue or when the user asks to fix a broken…
Skill Claude CodeCodex
Run and interpret hipfire GPU diagnostics for ROCm/HIP bring-up, missing kernels, testkernels failures, inference smoke failures, and install/runtime environment problems. Use when a user asks to diagnose hipfire, check GPU readiness, run baseline tests, or explain diagnostic output.
Skill Claude CodeCodex
Use Kernel Atlas to collect phase-aware hipfire measurements and render ISA Fit View visualizations for AMD GPU kernels, quant formats, and architectures. Use when a user asks how MQ/HFQ/HFP/Q8 quants occupy hardware, asks for an ASCII ISA visualization, wants to compare gfx1010/gfx1030/gfx11/gfx12 kernel fit, or…
Skill Claude CodeCodex
Optimize hipfire HIP/compute kernels — pick one tuning lever (multi-row, K-tile depth, prefetch, wave-size port, WMMA/MFMA, fused projections, ISA flags) and validate it with profile → ISA → fresh-process measurement. Use when a hot kernel is identified, you want a real perf win, and you must not regress adjacent…
Skill Claude CodeCodex
Guide a tester through hipfire bring-up, serve smoke, claim-scoped harnesses, and benchmark reporting on AMD RDNA/CDNA GPUs. Use when the user wants a route-oriented test plan or an upstream-ready tester report. Retired batteries are not current evidence — use docs/VALIDATION.md.
Skill Claude CodeCodex
Use when porting a hipfire feature/fix branch authored against pre-0.1.20 master onto post-modular master. Walks through the engine→hipfire-runtime + per-arch-crate split mechanically, then surfaces semantic conflicts that need human judgment.
Skill Claude CodeCodex
Discovery hook for retained AQL/PM4 (Redline) work. Use when admitting a model to retained replay, changing recorder/tape/PM4/queue policy, model reset or fallback, kernels on a retained route, or making a Redline-attributed bench claim. Routes to docs/REDLINE.md and docs/VALIDATION.md — does not fork procedure.