Agent Observability
ContractBench: How LLM Agents Fail by Design
Agent failures aren't random. ContractBench exposes two distinct failure modes across 38 models. Here's what the taxonomy means for how you build.
Agent Observability
Agent Observability
CrewAI's Accountability Gap Nobody Is Naming
CrewAI and LangGraph excel at orchestration—but when a multi-agent pipeline fails, which agent is responsible? The accountability gap is about to become critical.
Agent Observability
AgentSearchBench: Execution Beats Description
Semantic similarity is a weak predictor of agent performance. See how AgentSearchBench quantifies the gap and why execution-grounded signals change everything.