🏆 Best Technical ImplementationHackathon · UCWS Singapore 2026
The audit layer for AI-generated content — verify every claim with deep research, backed by a clickable reasoning trail. LangGraph + FastAPI + Next.js.
An SFT pipeline built on CoT-style synthetic reasoning traces, using a lightweight LoRA adapter to teach NVIDIA Nemotron steadier step-by-step reasoning behavior