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Harness Operations

Understand, compare, and benchmark the systems that turn models into agents.

Models get the attention. Harnesses determine how agent work actually runs: state, tools, permissions, delegation, recovery, and evidence. Harness Operations makes those differences visible.

Three illustrated ways people use AI: an engineer building software, an entrepreneur running a business, and a grandmother chatting with an AI assistant. Different goals. A more human future.

Current evidence snapshot

How much of the capability set is visible today?

15 operational capabilities, counted for each reviewed harness interface. This is capability coverage, not a performance benchmark.

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Harness Ops Bench is next.

The benchmark will measure repeated task completion, operational violations, recovery, cost, latency, and evidence quality—not just feature count.

Benchmark plan →

A harness is not one architecture. These examples show why placement and orchestration matter.

The Reference Model is a descriptive lens, not the prerequisite for using Harness Operations.