Articles
On agent optimization.
Deeper writing on what makes production LLM agents reliable — context economy, tool quality, verification design, and the patterns behind continuous improvement.
AI observability
From Traces to Decisions: AI Observability Data Pipeline
Instrumentation makes agent behavior visible; data engineering makes it understandable at scale.
Faiz Vadakkumpadath· July 15, 2026Agent evaluation
How to Evaluate AI Agents in Production: A Practical Framework
In one public benchmark we analyzed, 22% of runs confidently told the customer the job was done without ever calling the real API. A guide to evaluating agents beyond the pass rate.
Niyaz Puzhikkunnath· July 14, 2026Article
Agent Optimization vs. Observability: Why Watching Isn't Fixing
Your dashboard saw the bad run and did nothing. The gap isn't between having data and not — it's between seeing what happened and knowing what to change.
Macy Mody· June 17, 2026