Named failure modes that stop AI agents from cutting corners
Named failure modes for AI agents, but it's markdown files—not an actual tool or implementation.

First structured CVE-style database for AI agent failures—nobody else is doing this.
AI developers, security researchers, ML engineers building agent systems
MITRE ATLAS · OWASP Top 10 for LLM
Named failure modes for AI agents, but it's markdown files—not an actual tool or implementation.
Synthetic e-commerce site with failure injection beats flaky live-site testing.
GPU-vectorized PPO arena with thousands of agents, but emergent behavior research remains niche.
Multi-turn adaptive testing finds agent failures static benchmarks miss, but eval space is crowded.
Agents cheated benchmarks by hardcoding task info into the harness configuration.
Unified SQL, graph, and vector engine when Neon and pgvector already split these concerns.