Multi-Model Collaborative Execution

SkillAI & models

Advanced: Multi-model collaborative execution. Acquires prototypes from external models, then refactors and implements production-grade code.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Multi-Model Collaborative Execution skill

What this skill tells your AI

The instructions your AI receives, as published by luohaothu/everything-codex in skills/multi-execute/SKILL.md and read by ahel’s review.

Advanced skill — Uses external model backends to generate code prototypes, then refactors into production-grade implementations.

Usage

/multi-execute .codex/plan/<feature-name>.md
/multi-execute <direct task description>

Workflow

Phase 1: Read Plan

  • Parse plan file or task description
  • Extract: task type, steps, key files, session IDs
  • Route: Frontend → Gemini, Backend → Codex, Fullstack → parallel

Phase 2: Context Retrieval

  • Retrieve project context for target files
  • Ensure complete definitions and signatures available

Phase 3: Prototype Acquisition

  • Call external model backends for code prototypes
  • Receive unified diff patches (models have zero write access)

Phase 4: Code Implementation

  • Parse received diffs
  • Simulate applying to target files (mental sandbox)
  • Refactor "dirty prototype" to production-grade code
  • Apply changes with minimal scope
  • Run self-verification (lint, typecheck, tests)

Phase 5: Audit and Delivery

  • Call external models for code review
  • Integrate review feedback
  • Execute necessary fixes
  • Report changes, audit results, and recommendations

Key Rules

  1. Code Sovereignty — All file modifications by the orchestrator
  2. Dirty Prototype Refactoring — External model output is a draft, must refactor
  3. Minimal Changes — Only modify necessary code
  4. Mandatory Audit — Must perform review after changes

Signals

GitHub stars
24
Forks
5
Last commit
Aug 2026
Advanced
Catalog kind
skill
Gateway key
multi-execute
Source
github.com/luohaothu/everything-codex