@mamagnus00: Look at the final house it can draw in canvas. Since this new harness can modify itself, there is no UI element it can'…

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Summary

A new self-modifying harness is demonstrated drawing a house in canvas, claiming it can handle any UI element.

Look at the final house it can draw in canvas. Since this new harness can modify itself, there is no UI element it can't handle. https://t.co/z3GBi9WcbB
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Cached at: 06/03/26, 11:55 PM

Look at the final house it can draw in canvas.

Since this new harness can modify itself, there is no UI element it can’t handle. https://t.co/z3GBi9WcbB

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@NFTCPS: HarnessX is pretty interesting: an agent architecture that can modify itself. Previously, architectural changes relied entirely on manual tuning. When a new model came out, Anthropic removed the planning steps from Claude Code, and Manus refactored its agents five times in six months, each time simplifying. What to change and when to change it — all decided by humans.

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HarnessX introduces a framework for self-evolving AI agent harnesses that treats the runtime harness as a first-class object, enabling automatic adaptation via trace-driven reinforcement learning. It achieves average gains of +14.5% across five benchmarks, with larger improvements for weaker models.