# Phronix lets agents reuse learned capabilities, solving recurring tasks first-try 93-95% > Source: > Published: 2026-10-26 07:43:28.655203+00:00 Agents & Inference [arXiv](https://arxiv.org/abs/2610.31789) ### Phronix lets agents reuse learned capabilities, solving recurring tasks first-try 93-95% Which summary reads better? Pick one — models revealed after.Both summaries are AI-generated. Summary A Agents using Phronix can now solve recurring tasks on the first attempt in 93-95% of cases, significantly reducing non-determinism and improving reliability, and this enables production environments to achieve consistent results with cheaper models that previously had task solving rates as low as 27%. Summary B Mistral Large quota or rate limit — check usage and plan. Original headline: Phronix: The Capability-Centric Learning Paradigm for Agents 0 picks