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SoL-Pi: Recursively Scaling Auto-Research Loops for Efficient Agent Harness

Advanced Agent runtime, safety, and evaluation

Agent Harness and Efficiency: Part 1 , Note: Oct 7, 2026 , Paper: 2026 , AI Systems

SoL-Pi treats harness improvement as a family of auto-research loops with frozen metrics, capability gates, and independent validation. This reading explains the four retained mechanisms, the held-out design, author-reported token and cost estimates, and the limits of transfer and deployment claims.

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