#self-improvement

• 22 Sept 2026 · Paper summary

  Paper summary: RRSI: Regularized Recursive Self-Improvement of Agent Harnesses

  Automatically evolving an agent's harness (prompts, control flow, tools, memory) tends to overfit the tasks it evolves on; RRSI regularises the proposal and selection steps and keeps gains on out-of-distribution benchmarks.

• 4 Jun 2025 · Paper summary

  Paper summary: Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

  When a model fails a task, it writes a self-reflection and tries again; if the retry succeeds, the reflection tokens are rewarded, which trains better self-reflection with only binary feedback.