Observability
Tracing, evals, telemetry, and monitoring for agent systems
Observability
Why Is My AI Agent So Slow? Latency Causes and Fixes
Wondering why is my AI agent so slow? It's not one model call - latency compounds across 6-12 calls per…
Agent Harness Benchmark Score: The Point-Swing Data (2026)
The agent harness benchmark score data, normalized: holding each model fixed, the scaffold swings results 7-34 points per benchmark —…
Best RL Environments for AI Agents 2026: 7 Picks Ranked
The best RL environments for AI agents 2026: Prime Intellect, Verifiers, HUD, Gymnasium, RLlib and NeMo Gym ranked by whether…
Best AI SOC Agents 2026: Cost-Per-Investigation, Ranked
The best AI SOC agents 2026 ranked vendor-neutrally on cost per investigation, autonomy level, integration breadth, and decision-trail transparency, with…
Best AI SRE Agents 2026: 8 Incident Tools Ranked by Job
The best AI SRE agents 2026 ranked by the job they do - chat-native, Kubernetes-native, on-call, and cloud-native - with…
How to Verify an AI Agent Actually Called the Tool
Learn how to verify an AI agent actually called the tool: diff the agent's claim against the real tool_call span,…
AI Agent Failure Rate 2026: The Real Data, Reconciled
The AI agent failure rate 2026 is quoted as 40%, 80%, 95% or 89% depending on the source. Here is…
AI Agent Error Rate 2026: Why 95% Per Step Still Fails
The AI agent error rate compounding problem explains why agents fail in production: a 95%-per-step agent over 20 steps succeeds…
Stop AI Agent Calling Tools With Wrong Arguments: A Fix Guide
To stop your AI agent calling tools with wrong arguments, first split the failure into selection vs usage hallucination. Each…
