AI Engineering Paths
A map for choosing what to learn, build, or govern next. It organizes the same articles and guides by reader decision, without replacing their format or topic.
Editorial map
Choose the path that matches your next decision
Start, Build, and Scale describe adoption stages. Perspectives is a separate lens for broader changes in engineering and society.
- 01
Start
Use AI-assisted engineering on real work without giving up understanding or control.
Browse Start content → - 02
Build
Turn individual practice into repeatable workflows, context, and verification.
Browse Build content → - 03
Scale
Make AI-assisted engineering reliable, governable, measurable, and sustainable across teams.
Featured project cc-skill-usage Skill Analytics · Local-first · Observability Browse Scale content →
Separate lens
Perspectives
Examine how AI changes engineering careers, organizations, infrastructure, markets, and society.
Start
6 publishedUse AI-assisted engineering on real work without giving up understanding or control.
Go Further in the Claude Code Guide
Practical resources selected to help you take the next step.
Claude Code setup, level by level
1/6 · The same model, opposite results: context is the variable
Claude Code under the hood
Choose your AI-assisted engineering starting path
Non-technical to production in 10 days with Cursor AI
UVAL: the protocol I built to stop accepting code I don't understand
Build
11 publishedTurn individual practice into repeatable workflows, context, and verification.
Go Further in the Claude Code Guide
Practical resources selected to help you take the next step.
Portable agent configuration is a release system, not a shared folder
Your CLAUDE.md is too long
Context engineering: the L0-to-L5 playbook
MCP servers: what they actually cost and when to use them
TDD with Claude Code
6/6 · Portability becomes a Scale concern
3/6 · Four layers, not a ranking: mapping the token-reduction toolbox
2/6 · Diagnose and repair context drift
Claude is my second contributor: what real Git stats show
From afterthought to infrastructure: how AI config evolves in a real project
AI velocity is bidirectional
Scale
4 publishedMake AI-assisted engineering reliable, governable, measurable, and sustainable across teams.
Go Further in the Claude Code Guide
Practical resources selected to help you take the next step.
Perspectives
4 publishedExamine how AI changes engineering careers, organizations, infrastructure, markets, and society.
Perspectives is not a maturity level. It is where technical practice meets careers, organizations, infrastructure, markets, and society.
Go Further in the Claude Code Guide
Practical resources selected to help you take the next step.
These resources provide adjacent lenses. They are not maturity stages.