reconcile_gst2b_env
📊
2
Multi-turn enterprise workflow RL on OpenEnv
🏗️ Building on HF
Akash kathole
akashkathole
·
AI & ML interests
None yet
Recent Activity
liked a Space 18 days ago
akashkathole/reconcile_gst2b_env posted an update 6 months ago
🚀 Just shipped reconcile_gst2b_env at OpenEnv Hackathon 2026 (Meta x Scaler India).
An RL environment for the monthly GST tax reconciliation that 14M Indian businesses do by hand. Trained Qwen3-4B SFT + GRPO with custom Tier 2c length-shaping reward modification. Headline: n=5 mean composite reward 0.305, +69% over prompted baseline.
5 documented failure modes including a novel research finding: the SAME composite reward design that defends against 6 red-team attacks ALSO makes a 3-step shortcut score higher than 50 steps of honest training. Empirically proven on-site (step-350 mean > step-375 mean).
Live demo + repo + writeup linked below.
🔗 huggingface.co/spaces/akashkathole/reconcile_gst2b_env
🎥 youtube.com/watch?v=K-sZ8c1TMjw
📝 BLOG.md in the Space
https://huggingface.co/spaces/akashkathole/reconcile_gst2b_env updated a Space 6 months ago
akashkathole/reconcile_gst2b_envOrganizations
