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Train a single ~9B orchestrator (Qwen3-8B) for local<->cloud routing via SFT on synthetic traces derived from NeuLab ADP (agent-data-collection). - sft_data/: full ADP trajectory loader, tier model + pricing, 4 paradigm renderers, reward-ranked selection, conversations-JSONL serializer, CLI - wire sft_trainer._generate_traces() to the pipeline (no GPU / no API keys) - Qwen3-8B SFT config + scripts/orchestrator CLI wrapper - offline fixture tests (12) Heuristic competence labels for the cold-start; real paradigm execution + GRPO are the documented v2.