AI Tools Your JSON Is Valid but Your Data Is Wrong: Five Failure Modes LLM Structured Outputs Won’t Catch Constrained decoding solved a real problem. Before grammar-based methods like Outlines and SGLang, getting valid JSON from a language model…
AI Tools Embeddings Aren’t Magic: The Predictable Failure Modes of RAG Retrieval . Scene 1: A RAG system over a few hundred pages of policy documents goes live for a small team.…
Artificial General Intelligence (AGI) Reasoning, Tool Use, and Failure Modes of Agents VAKRA Dataset | LeaderBoard | Release Blog | GitHub | Submit to Leaderboard We recently introduced VAKRA, a tool-grounded, executable…
