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Independent research into agent systems

Models reason.Harnesses act.

Harness the Agents examines the systems that turn models into agents: loops, tools, memory, sandboxes, control planes, and the evidence for how they actually behave. We read the source, pin the version, publish the trace.

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DeepSeek Harness Isn't a Claude Code Killer. It's Something More Interesting.

DeepSeek's open-source agent harness passed 168,000 GitHub stars in its first week. I installed it, read the repo, and ran it myself. Here is what holds up.

The rules of evidence

Version-pinned

Every claim names the version, commit and date examined.

Source-led

Vendor statements are claims, not evidence. Code and traces come first.

Limits on the record

Uncertainty, failed tests and reproduction gaps are published too.