Add agentic kernel optimizer (openenv)#71
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March 9, 2026 14:45
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Introduces an agentic optimization loop that uses Claude Opus to automatically find faster PTO-DSL kernel implementations. The agent iteratively edits, builds, tests, and benchmarks a kernel until it achieves a speedup over the baseline.
KernelSearchEnv : environment wrapping edit/build/test/benchmark as discrete actions
agent_search.py : agentic loop with tool use; Claude proposes edits and reacts to build/test/bench feedback
TOML config per kernel (hadamard_config.toml, geglu_config.toml) : specifies paths, commands, tuning notes, and context docs to embed in the prompt
_bench_wrapper.py script for geglu_dynamic_multicore
Kernel sources are never modified in-place; the agent works in a _opt/ folder copy