Observability
Tracing, evals, telemetry, and monitoring for agent systems
Observability
Self-Host LLM Observability With OpenTelemetry in 2026
Learn to self-host LLM observability with OpenTelemetry: a free Grafana LGTM stack, agent trace instrumentation, and Collector-side prompt PII redaction.
Why Does My AI Agent Keep Looping? (And How to Stop It)
Why does my AI agent keep looping? Diagnose the four root causes, drop in a duplicate-call detector that trips at…
Human-in-the-Loop AI Agents: Build Approval Gates (2026)
Build a human-in-the-loop ai agent that pauses for approval and resumes. Working LangGraph interrupt() and OpenAI Agents SDK code, plus…
Best AI Red Teaming Tools 2026: 8 LLM Scanners Tested
We tested the best AI red teaming tools 2026 teams actually run: Garak, PyRIT, Promptfoo, DeepTeam, and more, with real…
AI Agent Pilot to Production Rate 2026 by Sector
The AI agent pilot to production rate 2026 sits at 14% org-wide, ranging from 21% in finance to 8% in…
Effective Context Length: The Cliff Past 128K Tokens
The effective context length of frontier models is 60-70% of the advertised window, and MRCR v2 data shows a ~50-point…
Agentic AI Benchmarks: A Different Model Wins Each
In 2026 the agentic AI benchmarks crown a different winner on every row - Claude, OpAgent and GLM-4.5 each lead…
LLM Hallucination Rates 2026: Reasoning Flagships Lose
LLM hallucination rates in 2026 hold a surprise: reasoning flagships like Claude Opus 4.6 invent more facts than older GPT-4.1…
AI Data Center Power: The 2026-2030 Grid Crunch
AI data center power demand is on track to nearly double by 2030. Here are the real IEA and Goldman…
