Author
Niyaz Puzhikkunnath
Niyaz Puzhikkunnath writes about evaluating and improving production AI agents at Papaya.
- AI agent evaluation
- Production agents
- Agent optimization
Articles and posts by Niyaz Puzhikkunnath
Context engineering
Context Bloat: Too Much Context Makes Agents Worse
Agent prompts grow every turn: old messages, raw tool results, documents fetched just in case. This buildup makes agents slower, costlier, and less accurate. Here is how to trim it without losing information the agent still needs.
Agent 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.