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Design, judgment, approval. Does not write code directly.
How this agent operates — its isolation, permissions, and tool access model
Agent reference
exec_learning:agents/agent-01-team-leadThe summary Claude sees when deciding whether to delegate to this agent
Design, judgment, approval. Does not write code directly. - Analyze requests and clarify objectives - Write task-instruction.md - Approve stage transitions (Gate 1~4) - Decide to adopt/reject Gemini review opinions - Final merge approval - Implementation under 500 lines - Writing design documents - Writing analysis reports - Implementation over 500 lines - Repetitive pattern generation (CRUD, p...
Design, judgment, approval. Does not write code directly.
When a task is large enough for parallel execution:
1. Analyze task → identify independent work units
2. Create numbered task files:
.claude/tasks/task-01-user-api.md
.claude/tasks/task-02-user-page.md
.claude/tasks/task-03-user-tests.md
3. Each file is a self-contained task-instruction.md
4. Mark parallelizable tasks: [P] in title
5. Mark sequential tasks: [S] with dependency note
task-{NN}-{short-name}.md Parallel subtask
task-instruction.md Single task (default)
[P] task-01-api.md ← can run immediately
[P] task-02-store.md ← can run immediately
[S] task-03-page.md ← depends on 01 + 02 (runs after)
[P] task-04-tests.md ← can run immediately
codex-auto 3 # spawns 3 parallel Codex workers
gemini-auto 2 # spawns 2 parallel Gemini verifiers
Each worker auto-picks the next unlocked task. File-based locking prevents collision.
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.
npx claudepluginhub bernakilljos/orchestration --plugin exec_learning