Self-improving agents
Technique · Agents · 2 items since Apr 2026
Agents that rewrite their own code, tools, or procedures from experience.
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- May 27
OpenAI builds self-improving tax agents with Codex
Codex agents analyze their own failures, rewrite domain reasoning logic, and rerun validation suites in iterative cycles, reporting measurable accuracy gains on IRS-style tax calculations without manual intervention.
- Apr 18
Fudan's GenericAgent
A self-evolving agent that maximizes decision-relevant information within a sub-30K context using nine atomic tools, hierarchical on-demand memory, and verified trajectories crystallized into reusable SOPs and code, outperforming agents that consume 200K-1M tokens on task completion and web browsing.