What is context pollution in AI coding?

Context pollution occurs when the conversation history becomes too long or cluttered, causing the AI to lose focus, hallucinate, or get stuck in repetitive loops.

How do I hand off a task to a subagent correctly?

A good handoff includes a clearly defined scope, only the necessary context files, a specific deliverable, and measurable success criteria.

When should I use a subagent?

Use a subagent when you have a well-defined, isolated task like research, generating tests for a specific function, or investigating a specific error that requires a fresh perspective.

Can subagents work in parallel?

Yes, one of the primary benefits of this skill is the ability to launch multiple subagents for different tasks, allowing for parallel exploration and faster development.

Subagent Driven Development

Name: Subagent Driven Development
Author: a-ariff

bya-ariff

0•

Productividad y Flujo de Trabajo

Isolates complex development tasks into focused sub-agents to prevent context pollution and improve execution accuracy.

Subagent Driven Development provides a structured framework for managing complex coding tasks by delegating specific, bounded work to fresh AI instances. By following a standardized handoff process involving clear scopes, success criteria, and deliverables, this skill prevents the context pollution that often leads to AI loops or hallucinations in long-running sessions. It is particularly useful for parallelizing work, conducting deep research without cluttering the main conversation, and breaking through difficult debugging sessions with a fresh perspective.

Características Principales

01Anti-pattern prevention guides

02Context isolation framework

03Structured result integration

04Scope boundary management

05Standardized handoff templates

060 GitHub stars

Casos de Uso

01Isolating complex refactoring tasks to prevent main context bloat

02Performing deep research on codebase patterns in a clean environment

03Breaking out of logic loops by delegating bug investigations to fresh agents

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add a-ariff/ariff-code-config subagent-driven-development

For use in Claude.ai and ChatGPT

Download Skill