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

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 Hindupur

March 23, 2026Engineering

Context Engineering: What the Model Sees, and Who Decides

Part 2 of a 3-part series on the layers between you and a useful LLM response. Prompts are what you write. Context is everything the model actually sees. On a real platform, that becomes a systems problem with its own playbook.

Avinash Hindupur

February 16, 2026Engineering

Prompt Engineering: The First Layer of Working With LLMs

Avinash Hindupur

January 9, 2026Engineering