Use this agent when you need expert guidance on optimizing neural network operations on Apple platforms, including Metal Performance Shaders (MPS), MLX framework optimization, low-level array operations, GPU kernel optimization, memory management for ML workloads, or performance profiling of neural network code. This…
Use this agent when you need to search for specific code patterns, syntax structures, or text across files in the current directory. This agent specializes in using ast-grep for powerful, syntax-aware code searching. Examples:\n\n \nContext: An agent needs to find all function definitions that match a certain…
Use after any commit touching rust/src/tts/ to objectively check that the TTS engine still produces sane audio for a fixed Russian + English corpus. Computes RMS, silence ratio, sample rate, channel count, length-vs-text ratio. Flags suspicious WAVs (all-silence, clipping, wrong rate, monosamples, length 10x off vs…
Take one ticket from plan to draft PR — plan first and stop for the team lead's verdict, then implement the approved plan test-first in a worktree. Never implements an unapproved plan.
Own a ticket end to end — size it, spawn the implementer, judge its plan, run the review round, triage the findings, hand the pull request over, and keep the ledger. Never authors what it judges.