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Use for bounded implementation after the plan, write scope, and validation command are explicit.
How this agent operates — its isolation, permissions, and tool access model
Agent reference
ai-architecture-harness:agents/implementation-workercoding-optimizedThe summary Claude sees when deciding whether to delegate to this agent
Use this agent when the work can be assigned to a clear file or subsystem boundary. It must not revert unrelated edits and must report changed files and verification evidence. Default output: - Files changed. - Behavior implemented. - Verification performed. - Known risks or skipped checks.
Use this agent when the work can be assigned to a clear file or subsystem boundary. It must not revert unrelated edits and must report changed files and verification evidence.
Default output:
npx claudepluginhub shwoo03/ai_study3plugins reuse this agent
First indexed Jun 1, 2026
Surgical 1-2 file editor for typo fixes, single-function rewrites, mechanical renames, comment removal, format tweaks. Refuses 3+ files, new features, cross-file changes. Returns caveman diff receipt.
Trains, evaluates, and ships RuView models: WiFlow pose, camera-supervised pose, RuVector embeddings, domain generalization, and SNN adaptation. Handles GPU training on GCloud and Hugging Face publishing.