PaulRBerg

Autonomy Trifecta — Development skill for Claude Code

Development community

An agent-run installer for persistent memory, recursive self-improvement, and optional parallel coordination.

How to install Autonomy Trifecta

This entry records only its repository, not the path inside it, so there is no exact command to give. Open PaulRBerg/autonomy-trifecta and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

What Autonomy Trifecta does

An agent-run installer for persistent memory, recursive self-improvement, and optional parallel coordination.

Alternatives in Development

Hermes Agent Self Evolution — ⚒ Evolutionary self-improvement for Hermes Agent — optimize skills, prompts, and code using DSPy + GEPA 5.2k ★
Claude Supermemory — Persistent memory across sessions and projects using Supermemory 2.3k ★
/remember — Save a finding or successful pattern to persistent hunt memory 1.2k ★

README

![Autonomy Trifecta](assets/social.jpg)

Autonomy Trifecta

An agent-run installer for persistent memory, recursive self-improvement, and optional coordination between parallel agents. Based on [The Agent Autonomy Trifecta: Memory, Self-Improvement, and Coordination](https://prberg.com/posts/2026/autonomy-trifecta/).

[AGENTS.md](AGENTS.md) is the installation skill. It tells your agent how to configure the stack on **your computer**: detect your harness, preserve your existing skills and rules, install [`agents-brain`](https://github.com/PaulRBerg/agent-skills/tree/main/skills/agents-brain), version-control your agent memory, and add standing instructions for improving it. Your skills stay in the harness's global configuration area by default, such as `~/.agents/skills` or `~/.claude/skills`.

Give a local coding agent this prompt:

Read https://github.com/PaulRBerg/autonomy-trifecta/blob/main/AGENTS.md and follow it to install the autonomy trifecta on my computer.

Or clone this repository and ask your agent to read its `AGENTS.md` and perform the installation. This is a workflow the agent reads and executes, not a `SKILL.md` package for a skill-manager command. Reading or editing the repository alone does not trigger installation.

The agent asks before resolving conflicting rules or enabling [`ai-coord`](https://github.com/PaulRBerg/agent-skills/tree/main/toolkit/coord). That optional Rust CLI coordinates file ownership between agents sharing a Git worktree. Its installation includes the selected harness's coordination hooks, but no dashboard. The installer preserves your permission settings and creates backups before changing existing files.

macOS and Linux are supported. Native Windows is unsupported, but you can choose to proceed with experimental adaptation, including possible Rust CLI porting. Codex and Claude Code have documented setup paths. Other harnesses require verification of their instruction and skill loading, and may not support `ai