# The AI-Era Engineering Playbook

> A practitioner framework for software engineering in the AI era: what to test in interviews now that AI writes the code, how engineers should develop, how teams and architecture change. By Gabor Mayer.

Full corpus in one file: https://aieraengineering.com/llms-full.txt

## Articles

- [What to Ask Software Engineers Instead](https://aieraengineering.com/hiring/what-to-ask-software-engineers-instead/): Five exercises that test what the job now is: specifying before building, working with AI under observation, reviewing output for correctness, reasoning about failure, and debugging from a hypothesis.
- [What You Don’t Need to Ask Software Engineers Anymore](https://aieraengineering.com/hiring/what-not-to-ask-software-engineers/): Algorithm rounds, stack filters, syntax trivia and the timed bug fix. What each one actually measured, why the signal degraded, what to keep, and what to put in the funnel instead.
- [The Question You’ve Never Thought to Ask](https://aieraengineering.com/hiring/the-question-youve-never-thought-to-ask/): Early adoption is the most undervalued interview signal — high relevance, almost never tested. How to ask for it, and how to tell a real answer from keeping up.
- [Leadership in the AI Era: What Amplification Means for Engineering Leaders](https://aieraengineering.com/leaders/leadership-in-the-ai-era/): What amplification means for engineering leaders: the management job changes when every engineer's output is multiplied — and so do the failure modes.
- [Why Adding AI to Your Existing Team Structure Doesn't Work](https://aieraengineering.com/leaders/why-adding-ai-to-your-existing-team-structure-doesnt-work/): Dropping AI tools into an unchanged org chart produces local speedups and global bottlenecks. The pod model, and how to restructure without breaking delivery.
- [The Architecture Problem Nobody Fixes When They Adopt AI](https://aieraengineering.com/architecture/the-architecture-problem-nobody-fixes-when-they-adopt-ai/): AI-on-top of a conventional architecture multiplies code volume against a structure that was never designed for it. What enabling architecture looks like.
- [Are You an AI Dumper?](https://aieraengineering.com/engineers/are-you-an-ai-dumper/): Three patterns of working with AI tools — and why the most common one quietly stops your growth as an engineer.
- [The 17 Points You're Quietly Losing](https://aieraengineering.com/engineers/the-17-points-youre-quietly-losing/): Anthropic's research found developers using AI assistants scored 17% lower on comprehension. The skills that atrophied are exactly the ones you need to supervise AI output.
- [What Your Interviewer Already Knows About You](https://aieraengineering.com/engineers/what-your-interviewer-already-knows/): The new interview tests three things: specification quality, output evaluation, and failure-mode reasoning. Here's what that looks like from the candidate's chair — and how to prepare.
- [Before the Agent Runs](https://aieraengineering.com/engineers/before-the-agent-runs/): When an agent does the implementation, the understand-while-building loop breaks. The cognitive work has to happen before the agent runs — and most developers are not naturally good at that.
- [Why Writing Code Taught You the Wrong Way to Think](https://aieraengineering.com/engineers/why-writing-code-taught-you-the-wrong-way-to-think/): Writing code trained you to verify incrementally and trust progress. Agentic work hands you a finished artifact and asks you to distrust it. Those are opposite reflexes, and experience makes the wrong one stronger.
- [The Prompt That Reveals Everything](https://aieraengineering.com/engineers/the-prompt-that-reveals-everything/): Two developers, one ticket, two prompts. Both produced working code and only one produced correct code. The prompt is not a skill you learn; it is a transcript of thinking that already happened.
- [How to Write a Spec an Agent Can Actually Execute](https://aieraengineering.com/engineers/how-to-write-a-spec-an-agent-can-execute/): One line of ticket, pasted into an agent, produced an export that leaked credentials, exposed other accounts and paged the on-call engineer. What the specification should have said, category by category.

## Tools

- [The Interview Skill Map — 2026](https://aieraengineering.com/interview-skill-map/): Interactive map of interview methods scored against 2026 skill relevance.
- [The Interview Skill Map — Pre-AI Baseline](https://aieraengineering.com/interview-skill-map-preai/): The same interview methods scored against pre-2022 skill relevance — the baseline the industry still hires by.
- [System Engineer: Question Bank](https://aieraengineering.com/system-engineer-question-bank/): Interview questions for System Engineer roles, with what strong and weak answers look like.
- [Product Engineer: Question Bank](https://aieraengineering.com/product-engineer-question-bank/): Interview questions for Product Engineer roles, organized by skill dimension.
- [System Engineer: Interview Scorecard](https://aieraengineering.com/system-engineer-scorecard/): Structured evaluation scorecard for System Engineer interviews.
- [Product Engineer: Interview Scorecard](https://aieraengineering.com/product-engineer-scorecard/): Structured evaluation scorecard for Product Engineer interviews.
- [Job Description Templates](https://aieraengineering.com/job-description-templates/): Ready-to-use JD templates for System Engineer and Product Engineer roles.
- [Hiring Audit Worksheet](https://aieraengineering.com/hiring-audit-worksheet/): Audit your current interview process against what the roles actually require.
- [Team Realignment Guide](https://aieraengineering.com/team-realignment-guide/): A step-by-step guide to restructuring an existing team toward the pod model.
- [The Interview Drift Toolkit](https://aieraengineering.com/interview-drift-toolkit/): The full toolkit for measuring and fixing interview drift — all tools in one place.

## Use with your AI

- [AI toolkit overview](https://aieraengineering.com/ai/): prompt packs that turn this methodology into a working assistant
- [Interview Prep for engineers](https://aieraengineering.com/ai/interview-prep/): practice the three tested skills with scored drills
- [Interview Designer for hiring teams](https://aieraengineering.com/ai/interview-designer/): build a company-specific question set and scorecard