implementing-in-background

Name: implementing-in-background
Availability: InStock
Author: Open330

Orchestrate multi-LLM agents for parallel planning and implementation tasks.

1|Updated Feb 19, 2026

Search Tags:#automation #background #parallel-execution #orchestrate #task-decomposition #planning-docs #multi-llm

Ready to run

npx skills add https://github.com/Open330/agt --skill implementing-in-background

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: implementing-in-background
Source: https://github.com/Open330/agt/tree/main/agents/background-implementer
Command: npx skills add https://github.com/Open330/agt --skill implementing-in-background

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Orchestrates multiple AI agents to work in parallel on planning and implementation tasks, keeping outputs organized and context-safe to avoid task interference.

Core Features & Use Cases

Parallel task decomposition and assignment to Claude, Codex, and Gemini with auto-save of per-round outputs.
Round-based progress tracking and automatic directory structure creation (.context/impl).
Safe coordination with plan isolation, error handling, and manual verification.

Quick Start

Instruct the agent to analyze a planning document and start a new implementation round in .context/impl.

Frequently Asked Questions about implementing-in-background

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

FAQPage Schema

How do I execute multi-LLM agents in parallel for implementation tasks?▼

You can execute multi-LLM agents in parallel by orchestrating Claude, Codex, and Gemini to handle decomposed tasks simultaneously, ensuring context-safe execution with auto-save and round-directory organization.

What is context-safe parallel execution and why do I need it for task decomposition?▼

Context-safe parallel execution isolates plan contexts to prevent task interference during round-based task decomposition, keeping outputs organized and preventing agents from overwriting each other's progress.

How do I start a new implementation round using a planning document?▼

To start a new implementation round, instruct the agent to analyze your planning document and initiate the process in the .context/impl directory, which automatically creates the structure for output consolidation.

Can I use multiple AI agents like Claude and Gemini for background orchestration without task interference?▼

Yes, you can safely orchestrate multiple AI agents like Claude and Gemini by enforcing plan isolation and error handling, which prevents task interference during parallel execution.

Does parallel agent-based implementation work with automatic progress tracking?▼

Yes, parallel agent-based implementation features round-based progress tracking that automatically organizes per-round outputs into a dedicated directory structure for safe consolidation.

What are the limitations of round-based task decomposition across multiple LLMs?▼

Round-based task decomposition requires manual verification to ensure accuracy, as the system enforces safe coordination but still relies on human oversight for final output validation.