implement

Orchestrate software development tasks through a state-machine-driven subagent loop.

Updated May 7, 2026

Search Tags:#automation #workflow #tdd #orchestration #subagent #state-machine

Ready to run

npx skills add https://github.com/AtaraxiaEpiphany/conductor --skill implement-ataraxiaepiphany

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: implement
Source: https://github.com/AtaraxiaEpiphany/conductor/tree/main/skills/implement
Command: npx skills add https://github.com/AtaraxiaEpiphany/conductor --skill implement-ataraxiaepiphany

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

This skill solves the challenge of maintaining state consistency and workflow discipline during complex software development tasks by automating the dispatch and recovery of specialized AI subagents.

Core Features & Use Cases

State Machine Orchestration: Manages the full lifecycle of development tracks, ensuring atomic state transitions and recovery from interruptions.
TDD Enforcement: Integrates mandatory test-driven development gates and automated verification to ensure code quality before completion.
Subagent Dispatch: Automatically routes tasks to specialized agents for exploration, execution, and review, handling retries and failures gracefully.

Quick Start

Invoke the implement skill to begin executing the tasks defined in your current development track by providing the track name as an argument.

Frequently Asked Questions about implement

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

FAQPage Schema

How do I automate TDD enforcement in a complex AI workflow?▼

State-machine orchestration manages the full lifecycle of development tracks by ensuring atomic state transitions and automatically routing tasks to specialized AI subagents for exploration, execution, and review while handling retries gracefully.

Do I need a structured environment to orchestrate subagent workflows?▼

Yes, state-machine orchestration requires a structured environment with track-state synchronization and defined conductor hooks to maintain workflow integrity and ensure automated state recovery during complex software development tasks.

How does automated state recovery work for interrupted development tracks?▼

Automated state recovery handles interruptions by managing atomic state transitions within the development track lifecycle, allowing the orchestration loop to gracefully retry failed subagent dispatches and resume task execution seamlessly.

What is the best way to manage multi-tier verification during task execution?▼

The best way to manage multi-tier verification is using a state-machine-driven subagent loop that integrates automated verification gates, ensuring code quality is validated before track completion through specialized review agents.

Can I use subagent dispatch for automated code review and execution?▼

Yes, subagent dispatch automatically routes software development tasks to specialized agents for exploration, execution, and review, handling retries and failures gracefully to maintain workflow discipline and state consistency.