Outcome driven agent development framework that evolves

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

Self-Evolved Diverse Data Sampling for Efficient Instruction Tuning

Infrastructure for building a supervised, self-improving agent organization. Run Claude Code from Feishu & Telegram with shared memory, agent factory, task scheduling, and an agent communication bus.

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

[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

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

Self-improving python code writer and error checker.

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

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

Declarative Self Improving Elixir - DSPy Orchestration in Elixir

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

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

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

Self-improving AI deployment where the agent is compartmentalized from the infrastructure. Built on OpenClaw, Loa, and Cloudflare Workers.

A biographer

Self-improving AI cabinet that independently analyzes Montenegrin government decisions — all code, content, and analyses created by AI agents

🧬 Self-Improving Digital Organism - Autonomous GitHub framework with real-time task generation, self-healing capabilities, and adaptive evolution

🧠 Revolutionary multi-agent orchestration platform with swarm intelligence, self-improving capabilities, and intuitive GUI management built on Qwen Code