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Prime Intellect open-sources Prime Agent, a self-improving RLM coding harness

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Summary A

Prime Agent introduces a self-improving agent harness that replaces static tool-calling schemas with a persistent IPython kernel as the sole interface, enabling dynamic adaptation of sub-agents and tools during runtime. This matters because it eliminates the need for manual scaffolding updates, allowing agents to evolve organically with model capabilities—reducing maintenance overhead and unlocking more fluid, long-horizon autonomy for coding assistants and research workflows.