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AI / LLM Analytics
Benchmarks, evals, leaderboards and the observability of AI systems.
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Latest in AI / LLM Analytics
LLM Observability 2026: Why Traditional Monitoring Is Blind to AI Systems
1+ day, 1+ hour ago (129+ words) Traditional observability rests on three pillars: Traces, Metrics, and Logs. For LLM systems, each of these is fundamentally extended: As the imperialis-Tech analysis summarizes: "A system can be 100% available, respond in under a second — and deliver completely wrong results." The…...
Choice, Score and Noul: four mistakes with Jev's primitives
1+ day, 7+ hour ago (918+ words) Jev is a System One model from TypeSafe. It reads natural language like any LLM, and instead of writing a reply it returns a probability distribution over options you supply. No prose, no reasoning trace, no JSON to repair — a…...
Your LLM Eval Is Not a Validation
1+ day, 8+ hour ago (953+ words) This week I had the pleasure of attending the ALL IN conference at the Palais des congrès in Montréal, Canada. I took part in a workshop on the safety and security challenges of the new AI models, at a time…...
New EMA Research Finds Observability Unification Remains a Challenge for Most Enterprises
5+ day, 8+ hour ago (147+ words) Survey of 356 enterprise IT professionals reveals widespread observability tool sprawl, fragmented ownership, and staffing gaps "IT leaders tell EMA that tool sprawl makes operations more expensive and less effective," McGillicuddy said. "They believe that a unified IT observability toolset can…...
Enterprise AI Observability Platforms: Architecture, Key Capabilities, and Evaluation Guide
2+ day, 18+ hour ago (332+ words) TL;DR Enterprise AI observability platforms provide distributed tracing, automated evaluation,... Tagged with ai, observability, devops, architecture....
How Do You Actually Test an AI System? A Layered Strategy From Five Tools I Built
3+ day, 4+ hour ago (500+ words) Every engineer who has shipped an LLM feature eventually hits the same wall. Your unit tests are green. Nothing throws. And yet the thing is quietly, obviously worse than it was last week. Someone swapped a model, someone tweaked a…...
OpenCode launches Union Alpha model for free use on OpenRouter
3+ day, 20+ hour ago (437+ words) The stealth coding model offers a 262,144-token context window, image support, and a zero-retention data policy during its free preview week. A new AI coding model just appeared on OpenRouter with no price tag, no clear origin story, and capabilities…...
How to Build Effective Evals for AI Agents
4+ day, 1+ hour ago (882+ words) Learn how to build effective evals for AI agents, from designing clear tasks and choosing the right graders to building reliable eval harnesses and tracking changes over time. We'll start by looking at what makes agent evaluation different and how…...
Building an AI-Powered Error Triage System for Production Logs
4+ day, 7+ hour ago (35+ words) It was 2 AM, and Sentry had just fired its 40th alert of the night. Same deploy, same rollout window, and somewhere in that flood of …...
Sopra Steria, Dynatrace launch European observability, AIOps practice
4+ day, 22+ hour ago (64+ words) Telecompaper Sopra Steria, Dynatrace launch European observability, AIOps practice Sopra Steria Group and Dynatrace have partnered to launch a new dedicated observability and AIOps practice for Europe. This will help large European organisations run complicated IT estates - launching in France…...