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topic + question\n                 │  per question    │\n                 └────────┬─────────┘\n                          ▼\n        ┌─────────┬─────────┬─────────┬──────────┬─────────┐\n        │  arXiv  │   Wiki  │ GitHub  │   HN     │   DDG   │   parallel,\n        │  (paper)│ (concept)│ (code) │ (trend)  │(fallback)│   per question\n        └────┬────┴────┬────┴────┬────┴────┬─────┴────┬────┘\n             └─────────┴─────────┴─────────┴──────────┘\n                                ▼\n                 ┌──────────────────┐\n                 │   Researcher     │  GLM-5-turbo (or Claude in local mode)\n                 │ cite-and-synthe- │  asyncio.gather across questions\n                 │ size per question│  (shared across both engines)\n                 └────────┬─────────┘\n                          ▼\n                 ┌──────────────────┐\n                 │     Writer       │  GLM-5-turbo (or Claude in local mode)\n                 │ assemble report  │\n                 └────────┬─────────┘\n                          ▼\n                 ┌──────────────────┐\n                 │     Critic       │  audit each [N] claim against\n                 │ verdict per claim│  its source snippet → score\n                 └────────┬─────────┘\n                          ▼\n                 ┌── score<0.75 ──┐\n                 │                │\n                 ▼                ▼\n       ┌────────────────┐    Markdown + sources +\n       │ Writer repair  │    critique streamed via SSE\n       │ (one pass max) │           │\n       └────────┬───────┘           │\n                ▼                   ▼\n              re-critique     Langfuse traces\n                                    (agents"},{"kind":"example","language":"bash","snippet":"git clone https://github.com/axon011/multi-agent-pipeline\ncd multi-agent-pipeline\npip install -r requirements.txt\n\n# .env — pick ONE of the two configurations below\n\n# (A) GLM-5-turbo via Z.ai — cheapest, requires top-up at z.ai\nLLM_API_KEY=...\nLLM_BASE_URL=https://api.z.ai/api/coding/paas/v4\nLLM_MODEL=glm-5-turbo\nLLM_BACKEND=glm                                # default\n\n# (B) Claude via subscription (local only — needs `claude` CLI logged in)\nLLM_BACKEND=claude\n\n# Optional — Langfuse observability (no-op if unset)\nLANGFUSE_PUBLIC_KEY=pk-lf-...\nLANGFUSE_SECRET_KEY=sk-lf-...\nLANGFUSE_HOST=https://cloud.langfuse.com\n\n# run\nuvicorn app.main:app --reload --port 8000"}]}}