Diagnose RISC-V performance root causes and give evidence-based guidance without editing code, generating patches, or choosing implementations. Use for a named function or hot region with perf annotate or perf report, objdump or llvm-objdump disassembly, and…
Python coding standards, idioms, and review guidance for writing, reviewing, refactoring, and organizing Python code. Use when working on Python modules, functions, tests, package layout, type hints, error handling, context managers, generators, dataclasses,…
Require an explicit official or user-provided verification source for the active Yuansheng Craft patch plan before creating and authorizing a candidate-specific verification manifest.
Coordinate an exact Yuansheng Craft workflow without bypassing phase ownership, trusted identity, immutable evidence, or fail-closed guards.
Produce and semantically review evidence-grounded Yuansheng Root Cause Blueprint v1-lite candidates from validated perf evidence and a confirmed hardware profile. Use when Yuansheng Trace requests a per-function Blueprint candidate or an independent review of…
TypeScript and JavaScript implementation, review, refactoring, debugging, and testing guidance covering safe advanced type-system design and Metabase frontend conventions. Use for .ts, .tsx, .js, and .jsx work; generics, conditional, mapped, template-literal,…
Load a deterministic capability-probe sentinel.