Fix all stale 1.5B refs to 7B + LR/beta/completion fixes

Fix notebook: remove hardcoded 384, use defaults (640, lr=5e-5, beta=0.04)

Fix stagnation: LR 5e-5, beta 0.04, default 640

max_completion=640 temp=0.9 fix truncation

num_gen=4 for T4 + bump steps to 340

3-level

Make unsloth import lazy

3-level curriculum + 7B + reward fixes

Add training evidence: curriculum results, plots (LFS), parse_job_log helper

changed model

balanced

fixed mismatches

hf job

improved

python notebook

protection against reward hacking improved

training script

feat: implement GRPO training script with environment health checks and structured reward functions for bail assessment

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feat: implement GRPO training pipeline for bail assessment model and update README credits

feat: implement dataset loader, environment, and GRPO training pipeline for undertrial bail prediction

modified

implemented

Fix A3 (OOM eval), B9 (NDPS eligibility), B3 (direction-gated computation bonus), A8-pt2 (episode_id case lookup)

Fix 8 compliance gaps: repeat-action dedup+cache, min-steps hard block, criminal history tool (12th action), efficiency removed from training formula, circular import cleaned, yaml formula synced

Reward overhaul: add compute_reasoning_quality (anchoring+arithmetic+specificity+consistency), parity-grounds penalty, reduce outcome 40%->30%, add 10% reasoning quality signal

Fix 5 bugs: inference mode reset, step_counts in curriculum, adapter-only save (x3), DEMO001 false defence claim, episode_id in /reset

import fixed

Fix 3 teammate-caught crashes: statutory/bias wrong arg types in trainer, env.state() in WebSocket

Fix 5 audit gaps: conditional bail, action history, efficiency reward, train/val split, env API routing

Fix 6 vulnerabilities: /state crash, reward clamp, condition reward, XML exploit, tool-skip bypass, timeout enforcement

Apply 3 critical fixes: unify reward with server/reward.py, before/after eval + results.json, generation inspection callback

Fix install URL in training script to point to real HF Space

first commit