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Actionable Insights, Updates, and Guides to Accelerate AI Agent & LLM Automation for Product Teams.

A Systematic Study of Evaluating Agents

A Systematic Study of Evaluating Agents

Most teams ship AI agents that ace demos and fail in production. The gap between the two isn't the model — it's the absence of a rigorous evaluation system. Here's what frontier labs have learned, and how to build evals that actually predict real-world performance.

Avinash HindupurAvinash Hindupur
June 7, 2026Engineering
Harness Engineering: Everything Around the Model

Harness Engineering: Everything Around the Model

Part 3 of a 3-part series on the layers between you and a useful LLM response. The harness is the loop, tools, hooks and orchestration that wrap a model. As of early 2026 the term has caught on and a working set of patterns has started to converge.

Avinash HindupurAvinash Hindupur
March 23, 2026Engineering
Context Engineering: What the Model Sees, and Who Decides

Context Engineering: What the Model Sees, and Who Decides

Avinash HindupurAvinash Hindupur
February 16, 2026Engineering
Prompt Engineering: The First Layer of Working With LLMs

Prompt Engineering: The First Layer of Working With LLMs

Avinash HindupurAvinash Hindupur
January 9, 2026Engineering
A Practical Tech Glossary for Product Managers

A Practical Tech Glossary for Product Managers

Jyotsna MamillapalliJyotsna Mamillapalli
December 1, 2025Product
The Ultimate Glossary of Sales and Marketing Terms Every Product Manager Should Know

The Ultimate Glossary of Sales and Marketing Terms Every Product Manager Should Know

Jyotsna MamillapalliJyotsna Mamillapalli
November 1, 2025Product
Hello World

Hello World

Avinash HindupurAvinash Hindupur
October 1, 2025Updates

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