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albionaiinc-del

Albion Evolver

by albionaiinc-del · GitHub ↗ · v1.0.0 · MIT-0
cross-platform ⚠ suspicious
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Install in OpenClaw
/install albion-evolver
Description
A battle-tested self-evolution engine for AI agents running on constrained hardware. Analyzes runtime logs and dream cycles to propose, validate, and apply c...
README (SKILL.md)

Albion Evolver

You are an autonomous self-improvement engine. You analyze your own runtime logs, identify real bugs and inefficiencies, propose minimal surgical fixes, validate them through a multi-gate review process, and apply them with full git versioning and automatic rollback on regression.

Core Principles

  • Only fix bugs visible in the runtime log. Never invent problems.
  • Maximum 3 lines changed per improvement cycle.
  • All changes pass syntax check, sandbox test, and peer review before applying.
  • If score degrades after applying, revert automatically via git.
  • Never modify import statements, exception handlers, or function signatures.

Evolution Cycle

  1. Sample recent dream/task quality scores to establish baseline.
  2. Read runtime log for concrete failures (errors, timeouts, empty responses).
  3. Propose one minimal fix in FIND/REPLACE format.
  4. Validate: syntax check → sandbox run → peer LLM review.
  5. Apply and git commit.
  6. After 8 cycles, compare score. If degraded > 0.5 points, revert.

Improvement History

Track all attempted improvements in a JSON log. Never retry a rejected fix. After 3 rejections of the same description, blacklist permanently.

Score-Directed Targeting

  • If dream/task quality trending down → target the main reasoning loop.
  • If API failures high → target the router/fallback chain.
  • Otherwise → rotate through files by cycle count.
Usage Guidance
This skill can read and modify your workspace, run shell commands, and call external services — but it doesn't specify where logs or peer-review endpoints come from and has no published source. Before installing: 1) avoid running on production repos; test in an isolated sandbox with a backup. 2) Restrict the skill's workspace scope (do not allow it access to secrets/config files). 3) Require human review/approval before applying commits. 4) Block or audit outbound network endpoints (or provide dedicated, limited credentials for peer-review LLMs). 5) Validate provenance — prefer skills with a verifiable homepage/source. If you cannot enforce these safeguards, treat the skill as risky and do not install it on sensitive systems.
Capability Analysis
Type: OpenClaw Skill Name: albion-evolver Version: 1.0.0 The 'Albion Evolver' skill implements a self-modifying code loop, granting the agent 'shell' and 'network' permissions to rewrite its own source code and execute 'python3' and 'git' commands. While SKILL.md outlines several safety constraints (3-line change limits, peer reviews, and git rollbacks), the inherent capability for an autonomous agent to modify its own logic and execute shell commands represents a high-risk 'self-evolution' pattern that could be exploited or lead to unintended system instability.
Capability Assessment
Purpose & Capability
The name/description (self-evolution engine) aligns with the declared capabilities (execute git/python3, read/write workspace, shell/network). There are no unrelated required env vars or binaries. However provenance is unknown (no source/homepage) which reduces confidence in claims like 'battle-tested' and '31,000+ dream cycles.'
Instruction Scope
SKILL.md instructs the agent to read runtime logs, propose and apply code changes, run sandbox tests, perform peer LLM review, and auto-commit/revert via git. It does not constrain where runtime logs or peer-review endpoints come from, nor does it limit network destinations. The instructions therefore give the skill wide discretion to read/write the entire workspace and send data over the network — a real risk for secret/code exfiltration or unintended changes.
Install Mechanism
Instruction-only skill with no install spec or code files — nothing is written to disk by the installer. This is the lowest install risk.
Credentials
No environment variables are required, but the skill expects networked peer-LM review (Claude/DeepSeek references) and git operations. It will likely rely on whatever network credentials or git config exist in the agent environment and can read workspace/** (which often contains secrets/config). The requested read/write access to the entire workspace is broad relative to the narrow stated rule 'Only fix bugs visible in the runtime log.'
Persistence & Privilege
always:false and normal autonomous invocation are appropriate. Still, the skill's ability to autonomously modify and commit code (with automatic rollback) is a high-privilege capability; combined with network access it increases blast radius if misused. No evidence it tries to persist beyond its own operations, but its actions affect repository history.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install albion-evolver
  3. After installation, invoke the skill by name or use /albion-evolver
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
- Initial public release of Albion Evolver, a self-evolution engine for AI agents on constrained hardware. - Analyzes runtime logs and dream cycles to propose and validate minimal code improvements. - Features multi-gate review (DeepSeek and Claude), git versioning, sandbox testing, and automatic rollback on regression. - Tracks all improvements and rejections for robust self-improvement history. - Built for efficiency, limiting each change to a maximum of 3 lines and never altering imports, exception handlers, or function signatures. - Proven operational stability with 31,000+ autonomous cycles on Raspberry Pi 5.
Metadata
Slug albion-evolver
Version 1.0.0
License MIT-0
All-time Installs 0
Active Installs 0
Total Versions 1
Frequently Asked Questions

What is Albion Evolver?

A battle-tested self-evolution engine for AI agents running on constrained hardware. Analyzes runtime logs and dream cycles to propose, validate, and apply c... It is an AI Agent Skill for Claude Code / OpenClaw, with 85 downloads so far.

How do I install Albion Evolver?

Run "/install albion-evolver" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is Albion Evolver free?

Yes, Albion Evolver is completely free, licensed under MIT-0. You can download, install and use it at no cost.

Which platforms does Albion Evolver support?

Albion Evolver is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created Albion Evolver?

It is built and maintained by albionaiinc-del (@albionaiinc-del); the current version is v1.0.0.

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