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Parallel Execution

Detect side-effect conflicts and merge parallel worker results for the AoT Loop.

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

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

This Skill enables deciding whether multiple Atoms can run in parallel, detects side-effect conflicts between concurrent operations, and handles integration of parallel Worker results for the AoT Loop.

Core Features & Use Cases

  • Parallel readiness: Identify dependency-resolved Atoms that can run concurrently.
  • Conflict detection: Detect side-effect conflicts like writing to same files, ports, or DB state.
  • Result integration: Merge results from parallel workers back into the coordinator state.

Quick Start

Use the coordinator to run A1 and A2 in parallel when both are dependency-resolved and independent.