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      "catalog_origin": "generated-projection",
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      "description": "Generate, build, install, list, and uninstall RAPP swarms.\n\nA SWARM is a multi-persona pipeline collapsed into ONE shareable agent file — like BookFactory (Writer→Editor→CEO→Publisher→Reviewer all inlined as _Internal* classes behind one public entrypoint). Each persona has its own SOUL/system prompt; deterministic Python in perform() orchestrates them — the LLM calls are leaf nodes, the control flow is code.\n\nROLE BOUNDARY:\n • Single one-shot agent (fetch xkcd, roll dice) → LearnNew with action='create'. Do NOT use SwarmFactory.\n • Multi-persona converged singleton (research→write→critique, write→edit→publish) → SwarmFactory.generate.\n • Existing multi-file agents to collapse into one shippable file → SwarmFactory.build.\n\nActions:\n • 'generate' — Design a BRAND-NEW converged swarm. YOU (the LLM) compose the full Python source — multiple _Internal persona classes (each with its own SOUL) plus ONE public composite — and pass it as 'agent_code'. 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Use _llm_json ONLY for verdict-shaped outputs — prose stages stay raw text (JSON-wrapping a draft corrupts code fences and voice).\n 3. PER-RUN WORKSPACE. Artifacts go under a fresh subdir per run (timestamp+uuid). The brainstem serves requests threaded; fixed paths make concurrent runs clobber each other.\n 4. STATIC BOUNDS. Every revision/retry cycle is capped by a hard-coded constant, and a run-scoped counter inside _llm_call refuses past _MAX_LLM_CALLS with a clear error. Refusal is a feature.\n 5. PARALLEL ONLY WHEN SAFE. If ≥2 stages consume the SAME input and NEITHER writes a shared memory GUID, you may inline a 6-line ThreadPoolExecutor helper (cap 3 branches). Personas sharing a memory GUID must stay sequential — the local storage shim has no file locking, so concurrent writers lose updates.\n 6. 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