loop-distill-data / README.md
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metadata
license: apache-2.0
tags:
  - type-1-diabetes
  - closed-loop-insulin
  - policy-distillation
  - simglucose

loop-distill-data — Gemini→Qwen insulin-control distillation SFT (simulator)

Chat-format SFT (system / user-state / assistant action+reasoning) distilling a gemini-3-flash-preview insulin controller. All states here are from the simglucose simulator (virtual patients) — no real-patient data. IOB is provided in the prompt; actions = basal/bolus chunks + a concise clinical rationale.

file rows provenance
distill_sft_v15.jsonl 10,182 simglucose rollouts + Gemini labels (+ child DAgger)
distill_sft_v16.jsonl 10,984 v15 + Gemini-relabelled announced-child over-dose states

Held-out patients (adult#007-009, adolescent#008-010, child#008-010) excluded from training. distill_sft_v16.jsonl trained jxx123/loop-qwen35-4b (Qwen3.5-4B, Gemini parity 9/9). Research/simulation only — not a medical device.

Note: real-patient-derived distill data (from de-identified Nightscout traces) is kept OFF HuggingFace by policy and lives only in the private repo/infra.