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The Harness Matters More Than the LLM

August 17, 2026 · Adam DeJans Jr.

LLMAgentic AI

Adam DeJans Jr. wrote:

A harness is the software environment that gives an LLM the context, tools, state, evaluation criteria, and feedback loops required to actually perform work. Instead of a simple prompt → answer interaction, the system can understand an objective → inspect its environment → take an action → observe the result → evaluate it → modify its approach → repeat.

That difference is enormous. The exact same LLM can produce radically different levels of useful work depending on what has been built around it.

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