self-improve-harness

Coordinate proposals, validations, and atomic applies for skill manifests.

1|Updated Apr 19, 2026
One-click install
npx skills add https://github.com/oldmangrizzz/REAL_JARVIS --skill self-improve-harness
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: self-improve-harness
Source: https://github.com/oldmangrizzz/REAL_JARVIS/tree/main/claude-skills/_journey/self-improve-harness/.claude/skills/self-improve-harness
Command: npx skills add https://github.com/oldmangrizzz/REAL_JARVIS --skill self-improve-harness

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill provides an autonomous, safe loop to continuously improve an agent's skills, prompts, and docs by coordinating proposals, scoring, approvals, and atomic rollbacks.

Core Features & Use Cases

  • Orchestrator that runs on a schedule to identify weak or stale targets in a manifest of skills, docs, and configs.
  • Proposer/scorer integration with a validation step and rollback that ensures changes are reversible and auditable.
  • Handles quiet hours, manual approvals, and audit logging for production-grade safety.

Quick Start

Install the harness, configure your manifest, and run the loop orchestrator to begin autonomous improvements.

Frequently Asked Questions about self-improve-harness

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I automate continuous improvement for agent skills and docs?

Automate continuous improvement by running a cron-based orchestrator that coordinates proposals, scoring, and validations against a manifest of skills and docs. The loop prioritizes weak or stale targets and applies changes atomically with rollback safety gates.

How does an autonomous self-improvement loop handle rollback and approval safety?

An autonomous self-improvement loop enforces safety through manual approval gates, quiet hours, and auditable atomic applies. If a validation fails, the harness executes a rollback to revert changes and maintain production stability.

Can I use a custom proposer and scorer for skill validation and self-improvement?

Yes, the harness requires a pluggable proposer and scorer to drive skill validation and self-improvement. You configure these components alongside a configuration file to define proposal generation and scoring behavior.

What is the best way to schedule autonomous skill management without causing conflicts?

Schedule autonomous skill management using the built-in cron-based orchestrator combined with quiet hours configuration. This ensures the loop identifies and updates stale targets without conflicting with active development or production workloads.

Do I need a configuration file to run a self-improvement orchestrator for agent skills?

Yes, you need a configuration file to run the self-improvement orchestrator. This file defines the manifest of skills, docs, and configs, along with the pluggable proposer, scorer, and validator required to drive the autonomous loop.

What are the limitations of running an automated self-improvement loop for skill management?

Limitations include the dependency on external proposer, scorer, and validator plugins to function, and the requirement of manual approvals during quiet hours, which can pause the autonomous loop until intervention occurs.