Outcome driven agent development framework that evolves

构建受监督的、自我进化的 Agent 组织的基础设施 | Infrastructure for supervised, self-improving agent organization. 从飞书/Telegram 运行 Claude Code，共享记忆、Agent 工厂、定时任务、通信总线。

The missing runtime for Agent Skills — health monitoring, self-improvement, and dependency management for any AI agent framework. Zero dependencies.

SiriuS: Self-improving Multi-agent Systems via Bootstrapped Reasoning

Self-Evolved Diverse Data Sampling for Efficient Instruction Tuning

multi-agent evolution organization for autoresearch and more

A tiny model that teaches itself to code better. On your laptop. No cloud. No teacher model. No human feedback.

Detail-Oriented CLIP for Fine-Grained Tasks (ICLR SSI-FM 2025)

Cognitive Memory OS for AI Agents — persistent, self-improving, multi-agent memory

[NeurIPS 2020 Spotlight Oral] "Training Stronger Baselines for Learning to Optimize", Tianlong Chen*, Weiyi Zhang*, Jingyang Zhou, Shiyu Chang, Sijia Liu, Lisa Amini, Zhangyang Wang

Self-improving LLM system using Generator-Reflector-Curator pattern for online learning from execution feedback

Open-source AI robotics framework — tiered brain, 8 AI providers, multi-robot swarm, self-improving loop

DSPEx - Declarative Self-improving Elixir | A BEAM-Native AI Program Optimization Framework

Self-improving python code writer and error checker.

Declarative Self Improving Elixir - DSPy Orchestration in Elixir

Self-improving AI: Transform CLAUDE.md into a learning system. One prompt makes Claude learn from every mistake. Meta-rules + reflection = continuous improvement.

AutodidactAI is an AI-driven platform that empowers continuous learning and self-improvement. Inspired by the concept of ikigai, AutodidactAI seeks to find purpose in knowledge acquisition and enhance its performance through iterative feedback and adaptation, embodying the principles of self-directed learning and continuous improvement

Self-evolving skill engine for Claude Code — skills that create, score, repair, and harden themselves through recursive improvement loops

metaTextGrad: Automatically optimizing language model optimizers. Published in NeurIPS 2025.

The personal AI that actually learns from its mistakes. Self-improving, sovereign, zero cloud dependencies.