Free · sourced · kept current
Guides for senior engineers moving into AI
A free reference library for senior software, DevOps, and cloud engineers crossing into AI engineering and architecture. Every guide is answer-first, sourced, and dated. No sign-up required.
Start here: should you, and how
The AI skills split
The tech job market is bifurcating — AI roles up, generalist roles down, seniors holding steady. The sourced data and what it means for you.
You don't need machine learning
Why becoming an AI engineer doesn't require learning to train models — and what to learn instead.
What the research actually says
Stanford AI Index, WEF, and OECD on AI and tech jobs — even-handed and sourced.
The craft: doing the work
Your ops instincts are the moat
How DevOps/SRE/cloud instincts — observability, cost, reliability, security — map onto running production agents.
Where to run your Claude agent
Anthropic API vs AWS Bedrock vs Cloudflare — cost, latency, lock-in, and the abstraction boundary. Kept current.
The career: roles, certs, jobs
The AI roles, decoded
Engineer, architect, builder-architect, AgentOps, solutions architect — what each does and who it suits.
Which certs are worth it
Honest worth-it / maybe / skip verdicts on CCA-F, the AWS exams, and the Cloudflare reality.
Where to find AI jobs
Curated channels for AI/agentic roles, plus how to decode a posting and spot the real requirements.
Ask the guides
Ask a question and get an answer grounded only in these guides, with a link to the source. This is a small, public preview of the senior-calibrated coach inside the course — it answers from our published material, not the open web.
Grounded in the AI Architect Academy guides. Answers can be imperfect — follow the source link to read the full guide.
The guides are the map. The Academy is the path.
When you're ready to actually make the transition, the course turns this material into a mastery-based program with a senior-calibrated coach, evals on your own work, and a portfolio — across Anthropic, AWS, and Cloudflare.