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---
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.