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Douglas Soldan / Research

How the HARNESS program evaluates AI systems

Controlled protocols, comparisons, and independent verifiers help interpret AI tests.

Two test stations with a separate verifier examining evidence from a computing system.
DeepSeek Harness / HARNESS · Experimental program · methods and evaluation
01 / EXPLANATION

Why build an evaluation program

A single demonstration can mix model capability, prompt quality, tools, and chance. The HARNESS program organizes experiments so these parts can be compared against criteria defined before observing the result.

02 / EXPLANATION

The verifier’s role

An external verifier checks whether the output follows the protocol, whether data supports the conclusion, and whether the run can be repeated. Invalid and inconclusive results are also recorded because they can expose defects in the instrument and procedure.

03 / EXPLANATION

Tooling and research are distinct

DeepSeek Harness, or DSH, is an execution tool. HARNESS is the experimental program that defines questions and methods. A successful technical test does not establish a general improvement in intelligence or replace independent scientific evaluation.

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