Argus Agent Runtime Enables Self-Evolution Without Retraining

A new paper introduces Argus, a persistent agent runtime that achieves recursive self-improvement in long-horizon reasoning tasks while keeping model weights completely frozen.

2026-08-07 ~ 2026-08-07 · 2 related posts

• Argus: Self-Evolving Agentic Runtime Achieves 78% on SWE-Bench Without Model Retraining — imjustnewatai · 2026-08-07
• Argus: A Persistent Agentic Runtime for Self-Evolution Without Weight Updates — imjustnewatai · 2026-08-07