expert

Create path-scoped domain context bundles from source documentation.

4|Updated Jul 20, 2026
One-click install
npx skills add https://github.com/highflame-ai/ai-factory --skill expert-highflame-ai
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: expert
Source: https://github.com/highflame-ai/ai-factory/tree/main/skills/expert
Command: npx skills add https://github.com/highflame-ai/ai-factory --skill expert-highflame-ai

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill solves the problem of context bloat and "hallucination by omission" by creating dense, domain-specific knowledge bundles that are only injected into the AI's context when working within relevant file paths.

Core Features & Use Cases

  • Path-Scoped Context: Ensures the AI only receives domain-specific instructions when modifying files that actually belong to that domain.
  • Distilled Knowledge: Encourages the creation of high-signal, source-linked documentation rather than generic, low-value "doc dumps."
  • Use Case: A developer working on a complex payment service can use this to create an expert bundle that provides the AI with specific architectural constraints and testing requirements for the payments directory, preventing errors in unrelated parts of the codebase.

Quick Start

Use the expert skill to create a new domain expert for the payments service by referencing the existing documentation.

Frequently Asked Questions about expert

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

FAQPage Schema
How do I provide path-scoped domain context to AI agents for specific code areas?

Path-scoped domain context is provided by distilling authoritative documentation and code patterns into targeted markdown files that activate based on file path globs. This ensures AI agents only receive relevant instructions when modifying files within that specific domain.

What is the best way to prevent AI context bloat when working on complex software engineering projects?

To prevent AI context bloat, create dense, domain-specific knowledge bundles that are only injected into the AI's context when working within relevant file paths. This approach stops generic documentation from overwhelming the agent's processing logic.

How do I create an expert bundle for a specific service directory?

Create an expert bundle by referencing existing documentation to distill architectural constraints and testing requirements into targeted markdown files. The bundle uses file path globs to activate these specific instructions only when the AI modifies files in that directory.

Can I use path globs to activate specific documentation for targeted code areas?

Yes, path globs are used to activate targeted markdown files containing distilled knowledge. This path-scoped context mechanism ensures the AI agent only receives domain-specific instructions when modifying files that actually belong to that defined path.

Does path-scoped context injection require source-linked documentation?

Yes, path-scoped context injection requires adherence to source-driven provenance and domain-specific distillation standards. This ensures high-signal context injection rather than generic, low-value documentation dumps that could mislead the AI agent.