Microsoft's ScholarEvolve Lets Agents Self-Improve by Reading Papers

Microsoft and UCSB introduced ScholarEvolve, a self-improving agent harness that upgrades itself by digesting new research papers without retraining, boosting AppWorld completion from 69% to 81.4%.

2026-10-21 ~ 2026-10-22 · 2 related posts

• ScholarEvolve: Agents That Read Papers to Evolve, +14pp on AppWorld — 机器之心 · 2026-10-21
• Microsoft's ScholarEvolve lets agents improve by reading papers, lifting Qwen's AppWorld score from 69% to 81.4% — bendee983 · 2026-10-22