croqtile-tuner

DSL-specific tuning contract for CuTe DSL (Python JIT) kernels. Loaded by croq-tune when dsl=cute-dsl.

DSL-specific tuning contract for CuTe/CUTLASS C++ template kernels. Loaded by croq-tune when dsl=cute-cpp.

Launch an infinite AI-driven kernel optimization loop for GPU kernels. Use when the user asks to "tune", "ai-tune", "optimize", "auto-tune", or "perf-tune" a kernel. Profiles with ncu, iterates optimizations indefinitely until interrupted.

Cursor-only kernel tuning entrypoint for GPU kernels. Use when the user asks to /croq-tune, continue tuning, resume tuning, ai-tune, auto-tune, optimize, or perf-tune a kernel in this repository. Profiles with ncu, iterates optimizations indefinitely until interrupted.

Reference collection of Choreo GPU kernel implementations. Use when studying kernel patterns, tiling strategies, warp specialization, TMA/DMA forms, or pipeline staging before editing .co files.

Launch an infinite AI-driven kernel optimization loop for GPU kernels. Use when the user asks to "tune", "ai-tune", "optimize", or "auto-tune" a kernel. Profiles with ncu, iterates optimizations indefinitely until interrupted.

Durable wrapper for GPU kernel tuning. Use when the user wants to combine durable-request with croq-tune, asks for a checkpointed tuning workflow, or wants human confirmation between autonomous tuning invocation leases while keeping the base /croq-tune protocol unchanged.

Durable wrapper for kernel tuning in this repository. Use when the user asks for /croq-tune-iterative, wants to combine durable-request with croq-tune, wants checkpointed resume-or-continue control around autonomous tuning runs, or wants human confirmation between autonomous tuning invocation leases while keeping the base /croq-tune protocol unchanged.

Reference collection of Choreo GPU kernel implementations. Use when studying kernel patterns, tiling strategies, warp specialization, TMA/DMA forms, or pipeline staging before editing .co files.

Cursor-only DSL tuning contract for CroqTile and Choreo kernels. Loaded by cursor-croq-tune when dsl=croqtile.

DSL-specific tuning contract for CroqTile/Choreo kernels. Loaded by croq-tune when dsl=croqtile.

Run the croq-tune harness test suite. Load when asked to test, verify, or check that harness scripts work correctly. Covers next_iter.sh, store_round.sh, and session marker checks.

Systematic auditor and improver for agent skill suites that use harness scripts. Use when the user wants to improve reliability, reduce token waste, tighten determinism, or strengthen capability of any multi-skill system that orchestrates agent workflows via CLI scripts. Trigger on phrases like "boost harness", "improve skills", "audit harness", "skill reliability", "reduce token waste", "harness best practices", or "/boost-harness". This skill is explicitly triggered only — NEVER auto-activate during a tuning or workflow execution.

DSL-specific tuning contract for CUDA kernels. Loaded by croq-tune when dsl=cuda.

DSL-specific tuning contract for Helion kernels. Loaded by croq-tune when dsl=helion.

DSL-specific tuning contract for TileLang kernels. Loaded by croq-tune when dsl=tilelang.

DSL-specific tuning contract for Triton kernels. Loaded by croq-tune when dsl=triton.

Reference Choreo `.co` syntax, primitives, and repo patterns. Use before creating, editing, or reviewing any `.co` source file, especially when choosing DMA/TMA/MMA forms, storage qualifiers, tiling, test directives, or hybrid host/device structure.