Code & Scripts

Compound Engineering Workflow Guide for Solo Builders

For solo Mac Studio developers who want a structured, repeatable Claude Code workflow — not another tutorial that resets every session.

A practical ASTGL guide + GitHub template showing solo Mac Studio builders how to implement Compound Engineering patterns using Claude Code, gstack skills, and local LLMs.

What's Inside

  • 📦What compound engineering is and why it beats starting from scratch
  • 📦Full ASTGL daily stack: hardware requirements, software, gstack configuration
  • 📦Session memory architecture: CLAUDE.md + procedural memory + session logging
  • 📦How to wire gstack skills into the compound loop with concrete invocations
  • 📦API vs. local LLM routing decision framework with cost thresholds
  • 📦The 5-step daily compound loop with a real session walkthrough
  • 📦Six anti-patterns with diagnosis and fixes
  • 📦How to activate the template and run your first compound session
  • 📦Pre-configured, annotated CLAUDE.md with compound engineering structure
  • 📦Procedural memory scaffold with a real annotated example
  • 📦One-page daily loop checklist (printable reference)
  • 📦API vs. local LLM routing decision tree with Mermaid flowchart
  • 📦Quick reference card for 8 essential gstack skills
  • 📦session-start.sh — auto-loads your CLAUDE.md state and procedural memory at startup
  • 📦Standard .gitignore for macOS + Claude Code projects
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Quality Score

9/10