Tryouts

InsureClaim AI: Teaching LLMs to Investigate Before They Decide Insurance claims cost $40B annually. LLMs rush to approve/deny without evidence—missing fraud. We built an RL environment training LLMs to process claims like expert adjusters. RESULTS: • +17.25 reward improvement over 50 episodes • Caught $13K inflated claims via Plaid verification • Reduced decision steps 6→3 while maintaining accuracy TECH: OpenEnv (10 actions, 8 scenarios) + Unsloth + TRL (GRPO) + Plaid API ALIGNMENT: • Statement 3.1: Professional Tasks (World Modeling) • Partner: Scaler AI Labs - Enterprise Workflows Results: drive.google.com/drive/folders/1QFQrJNM9mEOiPEnwV1CZjoENTSlGVvRI https://github.com/pramodmisra/claims-env-hackathon