A 3×3 map for self-evolving agents lays out what they update and when it sticks
anshulkundaje · x · 2026-07-23
This blog post maps the rapidly growing discussion around self-evolving agents and recursive self-improvement.
It proposes a 3×3 framework built around two axes:
- What the agent updates: the underlying substrate
- When those updates persist: the persistence horizon
The post is meant to unpack popular papers and products, explain the conceptual space more clearly, and provide an interactive diagram plus an expanded appendix that maps 30+ related works.
Related event: A 3x3 Framework for Self-Evolving Agents and Recursive Improvement(2 posts)→
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