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.