A Long-Horizon Benchmark for Self-Improving Inference Systems
A self-improving RLM agent for coding workflows and long-running autonomous tasks.
Brigade β Your personal intelligence, built enterprise-grade
Multi-Agent Harness for Production AI
PraisonAI π¦ β Hire a 24/7 AI Workforce. Stop writing boilerplate and start shipping autonomous self-improving agents that research, plan, code, and execute tasks. Deployed in 5 lines of code with built-in memory, RAG, and support for 100+ LLMs.
Infrastructure for continually selfβimproving agents
The Harness of Harnesses β’ built for RSI: a trusted, persistent, self-evolving multi-agent ecosystem for all-domain collaboration.
PhyAgentOS is a Recursive Self-Improving (RSI) physical agent operating system that enables agents to recursively self-improve through agentic workflows.
A curated list of autonomous improvement loops, research agents, and autoresearch-style systems inspired by Karpathy's autoresearch.
ATLAS by General Intelligence Capital β Self-improving AI trading agents using Karpathy-style autoresearch
The cross-harness, self-improving memory layer for AI agents. Join our community: https://discord.com/invite/zdNChS2fBu
AIDE: an LLM agent for machine learning engineering - the research Weco grew out of. Referenced in OpenAI MLE-bench.
a recursive self-improving harness designed to help your agents (and future iterations of those agents) succeed on any task
Self-improving AI testing engine across Android, iOS, and Web.
Self-improving AI Employees for everyone
The all-in-one AI agent. Build mobile apps, frontend, backend, manages files, deep research, schedule tasks and events. Self-improving, self-healing, fully autonomous. TUI, CLI and Daemon. Connect to your favorite channels. Zero Telemetry.
A curated research map of Recursive Self-Improvement (RSI): models, agents, harnesses, embodied systems, automated AI R&D, benchmarks, and safety.
Turns corrections into Preferences, Project-specific skills, and Shared skills for Claude Code, Codex, and OpenCode.
Self-improvement skill for OpenClaw. It captures learnings, errors, and feature requests to support continuous improvement across sessions. It is a agent knowledge skill made for the skill marketplace
Turn the agents you already use into a squad. Codex, Claude Code, Cursor, Hermes Agent and OpenClaw use one encrypted memory, pass work to each other, review each other's work, and dream every night to wake up a little better. Open source. Runs on your computer.
self-improving agent
What if OpenClaw, Claude Code, Codex etc. knew how to do your work without you saying it? AgentHandover observes you, learns and teaches your agents with self-improving skills.
Multi-Agent + Automation Harness: Graph-based Workflows, MCP, Self-Improving Agents. NextJs+React
A curated list for Self-Improvement in Foundation Model Based Agentic Systems.
The multiplayer AI offensive security OS - open, self-improving, extensible. Find, verify, and fix vulnerabilities.
Sno Station Skills: 31 tested skills that turn Claude Code and Codex into one working team. Cross-vendor peer review, automatic handoff when an agent hits its quota, a one-page morning brief, work orders with proof, and a nightly loop that learns from your own sessions. Open source, installed with one sno setup.
Caura (formerly MemClaw) β governed shared memory for AI agent fleets. Multi-agent, multi-tenant, MCP-native. Trust tiers, keystone policies, audit trails, knowledge graph, self-improving retrieval. Apache 2.0.
The self-improving context engine for coding agents.
WikiSkill (arXiv:2608.27454) for Hermes Agent β self-evolving agent skills via a persistent knowledge wiki. Faithful Algorithm 1 implementation with real agent runs, isolated skill gating, and a documented live run log.
Phil is a self-improving trader: an AI agent that trades short-term prediction markets and rewrites his own strategy after every settled bet. Paper 24/7 in the cloud; small capped real stakes via Pearl Connect.
the first open-source platform for simulation testing, monitoring and self-improving voice agents
Typed-decision models (noul / choice / score) trained by a self-improving loop of AI agents β checkpoints, the code that produced them, and every version that failed.
A self-improving daily content system β pulls from high-quality sources every morning and drafts posts in your own voice. Run by a Claude Code agent.
AIBuildAI LLM-Post-Train Agent: a recursive self-improving (RSI) agent for autonomous LLM post-training
Official Repo for (Self-Improving)^2 Coding Agent: Curating High-Quality Trajectories via Recursive Self-Improvement
A task conductor for Claude Code that gets better the more you use it. Multi-agent orchestration with an evidence contract that BLOCKS instead of asking, gates written as hooks rather than prompts, and a retrospective that learns your repo's rules and tunes its own playbook.
An LLM that plays RimWorld and rewrites its own playbook between colonies. RimBridge mod + self-improving agent.
Reference architecture, contracts, skills, and fixtures for safe evaluator-driven self-improving ecosystems.
Survey: The Path to Recursive Self-Improving Agents: Foundation, Framework, and Future Directions
Fibona Agent is a minimal, general-purpose, self-improving agent that writes its own code as it runs.
Self-improving Codex loop: DeepSeek runs the task, Luna grades it, Sol rewrites the prompt until it is done
Master self-improving LLM agents systematically with runnable Stanford CS329A notebooks.
A curated, evidence-aware collection of recursive self-improvement research, agents, harnesses, benchmarks, and safety work.
Self-improvement loop for Hermes Agent: reads its own trajectory, proposes and applies the smallest skill/memory edit (create/patch), journaled with rollback. /refine command, refine_run tool, on_session_end hook.
A portable, self-improving SDLC harness for agent fleets β plan β issues β build β test β review β UX-eval β security β ship, on any runtime (Claude Code, Codex, Grok, Hermes). Apache-2.0.
Governed Evolutionary Software β Autogenous turns runtime failures into verified, portable, reversible software adaptations. AGL typed mutations, antibody packages, hard-gate promotion, automatic rollback.
A Survey on Self-Improving Test-Time Intelligence: Feedback-Driven Adapting, Learning, and Scaling at Inference
SEO Agent Kit: a self-improving SEO agent for Claude Code. Writes, fact-checks and publishes WordPress posts via Creator OS, learns from PostHog signups and Google Search Console, gets cited by AI search.
The Dream Machine β a config-driven engine for nightly, cloud-scheduled, evidence-gated repository evolution. Composes @metaharness/flywheel, darwin, and redblue behind a promotion gate that never merges.
Unofficial distillation and executable skill for Stanford CS329A Self-Improving AI Agents
pytest for AI Apps β Fast, free, offline testing and self-improving prompts for Python developers.
Self-improving agents, governed. Areev is the substrate for adaptive agents β agents that get better from their own history, under human authority, in steps you can inspect, undo, and re-measure.