Python framework for recursive, task-level and harness-level optimization of agent harnesses around fixed LLM weights, tested on professional benchmarks.
The Harness of Harnesses β’ built for RSI: a trusted, persistent, self-evolving multi-agent ecosystem for all-domain collaboration.
Harness self-evolution: update targets, theory, evaluation, and reported evidence. Bilingual reading list and project website.
The recursive internet scanner for hackers. π§‘
Our lightning-fast inference engine.
A unified framework for building, evaluating, and recursively improving embodied agents. π Code release coming soon.
A lightweight Python SDK and CLI for evaluating recursive self-improvement (RSI) methods across agent benchmarks.
Recursive self-improvement for robot manipulation, with real-robot experiments and shared executable skills.
A curated research map of Recursive Self-Improvement (RSI): models, agents, harnesses, embodied systems, automated AI R&D, benchmarks, and safety.
The offical repo for "Dream-RSI: Recursive Self-Improvement through Evolving Worlds"
A compounding agent OS for recursive agents. Also an open source alternative to Grok Bot and Meta's Muse.
DiscoveryRSI: Recursively Learning to Discover Valuable Hypotheses
RSIGame: Autonomous agentic game development with recursive self-improvement
A training-free multi-agent framework for recursive self-improvement in new environments through broad-then-deep autonomous exploration and reusable memory.
RSI-Anything: Unlocking Recursive Self-Improvement with World Models
Modular algorithms and evaluation tools for recursive harness evolution. Infrastructure for RSI.
Handwriting animation for the web. Supports any font or text.
Unbound is a validating, recursive, and caching DNS resolver.
Who Improves the Robot? Toward Physical Recursive Self-Improvement
A curated list for Self-Improvement in Foundation Model Based Agentic Systems.
General plug-and-play inference library for Recursive Language Models (RLMs), supporting various sandboxes.
ScienceBuddy: Recursive-in-Recursive Self-Improvement for Interactive Scientific Agents
A plugin runtime for software that iterates on itself β the substrate where agents write, swap and hot-reload their own plugins in Rust, TypeScript, Python and Go, across processes and machines.
Fewer Tokens, Better Action: GPT-6 Astra Robot Agents with 14% Higher Success but 65% Fewer Tokens
Executable, measurable, and reproducible AI4AI toward recursive self-improvement. Home of OpenMLE and Frontis-MA1.
Formal verification for AI: a Lean 4 + Dafny proof checker that catches fake AI proofs (reward hacking), and verified recursive self-improvement (RSI) for coding agents. AI for math, physics and software engineering.
An open source agent microharness featuring persistent agency and recursive LLMs. Of bash, by bash, for bash; it's shells all the way down.
[Arxiv] Video-RSI: Recursive Self-Improvement of Video Understanding Agents via Harness Evolution
π ugrep 7.8 file pattern searcher -- a user-friendly, faster, more capable grep replacement. Includes a TUI, Google-like Boolean search with AND/OR/NOT, fuzzy search, hexdumps, searches (nested) archives (zip, 7z, tar, pax, cpio), compressed files (gz, Z, bz2, lzma, xz, lz4, zstd, brotli), pdfs, docs, and more
Exo is an agent + harness architecture that is fully recursive, able to safely edit all aspects of itself at runtime to get better at your tasks.
[NeurIPS'26] SkillRL: Evolving Agents via Recursive Skill-Augmented Reinforcement Learning
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.
:dog: Beagle is designed to be the unified platform for the broader Recursive Self-Improvement (RSI) ecosystem. Think of it as Hugging Face Trainer for agent evolution. Its efficient rollout engine enables evaluation and evolution at scale across different agents, datasets, benchmarks, and evolution methods.
Code for Zae Myung Kim's paper titled "Meta^n: Recursive Self-Improvement through Emergent Depth"
[NeurIPS 2026] Recursive Multi-Agent Systems
A curated list of papers and resources on Recursive Self-Improvement (RSI) for AI.
A curated list of Embodied Recursive Self-Improvement (Embodied RSI) research, systems, benchmarks, and industry updates.
RSIGym: A Flexible Environment for Recursive Self-Improvement
A fast, simple, recursive content discovery tool written in Rust.
Knowledge graph memory for AI assistants: three SQLite tables, one recursive query, one prompt hook.
AIBuildAI LLM-Post-Train Agent: a recursive self-improving (RSI) agent for autonomous LLM post-training
The Last Remote Sensing Model Built by Humans? Casting any Earth observation task as recursive self-improvement. Code coming soon.
Hierarchical agent loops with recursive self-organization.
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 Text User Interface library for the Rust programming language
Recursive ExperientialβWorking Memory Evolution for Long-Horizon Agent Harnesses
Self-evolution for any agent harness. Plug in. Evolve. Measure.
Recursive Game Creator: An Agentic Product-Level Experience-Oriented Game Harness
β
a recursive self-improving harness designed to help your agents (and future iterations of those agents) succeed on any task
The spatial IDE for recursive multi-agent orchestration. It's like an Obsidian graph-view that you work directly inside of.
Recursive Language Models for efficient long-context processing. Analyze 1M+ tokens by storing context in a Python REPL while reducing LLM token usage.
A brain that learns from live experience. System 1 by default: perception, memory, plasticity and action. Optional System 2 for self-observation and slow corrections.
RSI-Exam: Measuring Recursive Self-Improvement on Long-Horizon, Executable Research Tasks Β· Discord https://discord.gg/FBzhepyE
Recursive Self-Improvement Β· From Experience to Systems to Models
Base library for a lexer that can be used in Top-Down, Recursive Descent Parsers.
π© Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python standard library. Nothing like Michael Bolton.
Provides functionality to recursively process PHP variables
A library for deep (recursive) merging of Javascript objects
tiny recursive descent expression parser, compiler, and evaluation engine for math expressions