Self Improving Agents Python Packages

areev

Self-improving agents, governed. Areev is the substrate for adaptive agents — agents that get better from their own history, under human authority, in steps you can inspect, undo, and re-measure.

armature-agents

A lightweight, declarative agent harness — define multi-agent workflows as YAML, run them from Python or the CLI, and they get measurably better every run.

asicode

Autonomous Self Improvement — AST-precise coding agent with verification gates. Multi-language CLI powered by tree-sitter.

darwinagent

Evolution for the Agent Era. Inspired by Darwin, an open framework for experience-driven recursive self-improvement of AI agents.

reef-infra

Infrastructure for continually self‑improving agents

wikiskill

WikiSkill (arXiv:2608.27454) for Hermes Agent — 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.

oasg

Local-first, model-agnostic workflow optimizer for long-running AI agents: observable JSONL ledgers, deterministic reducers, no-meta gates, and receipt-backed self-improvement without LLM judges or model-weight updates.

ace-playbook

ACE — Agentic Context Engineering: evolving, self-improving context playbooks for LLM agents. Faithful ICLR 2026 implementation with OpenAI Agents SDK support.

areev-crewai

Self-improving agents, governed. Areev is the substrate for adaptive agents — agents that get better from their own history, under human authority, in steps you can inspect, undo, and re-measure.

forge-cu-mcp

Tirami — distributed LLM inference where compute is currency. 1 TRM = 10^9 FLOPs. 21B supply cap, yield halving, staking, collusion resistance. 100% Rust, OpenAI-compatible, no token, no ICO. "tira mi su" = pull me up.

areev-langgraph

Self-improving agents, governed. Areev is the substrate for adaptive agents — agents that get better from their own history, under human authority, in steps you can inspect, undo, and re-measure.

forge-sdk

Tirami — distributed LLM inference where compute is currency. 1 TRM = 10^9 FLOPs. 21B supply cap, yield halving, staking, collusion resistance. 100% Rust, OpenAI-compatible, no token, no ICO. "tira mi su" = pull me up.

harneloop

Build self-improving AI agent harnesses with portable harness units, artifact-aware testing, trace-backed diagnosis, and evidence-gated promotion.