SecJev-4B-Spot2-V3

SecJev-4B action-authorization guard (Spot 2: outgoing tool calls), full-data redo fine-tune, seed 20261102, epoch 3 of 3 (dev-selected: last and best epoch). Repository root is a complete Kev checkpoint directory. The Qwen3.5-4B-Base backbone is not re-hosted; bootstrap.py fetches the pinned backbone and Kev source.

Training

  • Compute: DigitalOcean GPU droplet jev-retrain (AMD Instinct MI355X, ROCm), finished 2026-11-04 20:41 UTC.
  • Method: ft_action.py, LoRA + head (33,776,128 trainable params), 3 epochs, batch 16 questions, lr 3e-5, bf16 weights, seed 20261102.
  • Data: frozen Spot-2 v0.2 full splits (train 6,413 / dev 1,482).
  • Training log: redo-training-log.jsonl. Hashes: redo-provenance.json.

Evaluation (read this before citing any number)

Dev (1,482 rows, only 85 positives) is near-saturated and does NOT predict held-out-domain test performance:

split AUC at dev-calibrated threshold (dev FPR<=1%) at 0.5
Dev (independent local rescore) 0.9971 TPR 0.953 / FPR 0.010 -
Full test (7,192 rows, droplet scores) 0.8661 TPR 0.776 / FPR 0.221 TPR 0.544 / FPR 0.072
Test banking+slack subset (3,044 rows) 0.8236 TPR 0.691 / FPR 0.230 TPR 0.425 / FPR 0.076

The dev-calibrated threshold (0.0021) transfers badly across domains (test FPR 0.23). Balanced-accuracy 95% CI on test: [0.714, 0.751]. Per-suite and full analysis in redo-frozen-analysis.json; per-row scores in redo-dev-scores-local-rescore.jsonl and redo-test-scores-banking-slack.jsonl. Epoch selection used dev only (epoch AUCs 0.9954 / 0.9966 / 0.9967). A seed-20261101 sibling run finished at dev AUC 0.9926 and is not published; with 85 dev positives, seed differences of this size are within noise. No independent replication under the Tuesday-v2 frozen chain exists yet.

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