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yodakeisuke
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Convergence

Detect stalls and switch strategies when the DAG stops shrinking.

1|1|Updated Dec 31, 2025
One-click install
npx skills add https://github.com/yodakeisuke/ralph-wiggum-aot --skill convergence
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: Convergence
Source: https://github.com/yodakeisuke/ralph-wiggum-aot/tree/main/skills/convergence
Command: npx skills add https://github.com/yodakeisuke/ralph-wiggum-aot --skill convergence

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill ensures the autonomous AoT Loop converges by detecting stalls, evaluating progress, and switching strategies when the DAG stops shrinking.

Core Features & Use Cases

  • Progress monitoring: Detect when unresolved Atoms monotically decrease.
  • Stall handling: Increment stall_count and switch strategies to avoid infinite loops.
  • Stop conditions: Auto-stop when base_case is satisfied or stall_limit reached.

Quick Start

Configure the loop to monitor iterations and pending_atoms; let the Coordinator stop when convergence criteria are met.