Overview

A-EVO-Lab is amazon’s research lab developing autonomous agent evolution infrastructure. Maintains open-source a-evolve framework on GitHub and PyPI.

Key Achievement (June 2026)

First autonomous 30B post-training run with no human intervention — 8th of ~4,000 on NVIDIA Nemotron-Reasoning Challenge (2026-06-26-arxiv-a-evolve-training-30b).

Recent Developments

  • 2026-06-09: Published A-Evolve-Training technical report (arXiv 2606.20657)
  • 2026-06-11: Announced 120B and 550B infrastructure validation runs
  • 2026-02: Position paper “Agentic Evolution is the Path to Evolving LLMs” (arXiv 2602.00359)

Sources