AgentsAugust 6, 2026via MarkTechPost

Prime Intellect Releases Prime Agent: An Open-Source RLM Harness Where Sub-Agents Are Function Calls Inside Persistent IPython Kernel

Why it matters

A novel agent architecture (RLM + Continual Harness) ships open-source with a credible capability milestone. Practitioners exploring agent design patterns and frameworks have a new reference implementation; the ARC-AGI score signals real reasoning progress.

Key signals

  • Prime Agent: open-source agent harness
  • Recursive Language Model (RLM) abstraction: sub-agents as functions in persistent IPython kernel
  • Continual Harness: agent edits own prompts, skills, memory, sub-agent specs mid-run
  • 95.5% RHAE Best@1 on ARC-AGI-3 with Opus 5
  • Reported human expert baseline: 95.4%
  • Architecture: persistent stateful execution, self-modification capability

The hook

Prime Intellect open-sourced an agent framework that treats sub-agents as function calls in a persistent kernel—and hit 95.5% on ARC-AGI-3, above human expert baseline.

Prime Intellect has open-sourced Prime Agent, a coding and research harness built on two abstractions: the Recursive Language Model, which turns sub-agent calls into functions inside a persistent IPython kernel, and the Continual Harness, which lets the agent edit its own prompts, skills, memory, an

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