Engineering notes
Practical guides to skills-based hiring, in plain English: what to look for, how AI is changing hiring and how to keep it fair.
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August 3, 2026 · 10 min read
How to hire a financial analyst: the judgement that separates real analysts from template-drivers, the work samples to run, and the AI-era skills to test.
August 3, 2026 · 9 min read
How to hire an accountant in the AI era: what the role really owns, the skills that separate a real one from a bookkeeping operator, and how to test them.
August 3, 2026 · 9 min read
How to hire an executive assistant: what the role really does, the judgement and discretion to test for, AI-era skills, and an interview loop that works.
August 3, 2026 · 9 min read
How to hire an HR manager: the skills that predict success, a work sample that exposes policy-quoters, the interview loop, and the AI-era judgement to test for.
August 2, 2026 · 10 min read
A free AI agent engineer job description template for 2026: copy-paste responsibilities, requirements, the AI-fluency section rivals omit, and what to assess.
August 2, 2026 · 13 min read
AI engineer interview questions for hiring managers: what strong and weak answers to RAG, agent design and reliability sound like, plus a scoring approach.
August 2, 2026 · 13 min read
AI fluency interview questions for the interviewer: 24 questions grouped by competency, what strong and weak answers sound like, and how to score them.
August 2, 2026 · 10 min read
A free AI governance lead job description template to copy and adapt: responsibilities, requirements, the AI fluency section nobody else writes, and what to test.
August 2, 2026 · 10 min read
A free AI product manager job description template for 2026, plus the AI-fluency and evaluation sections most templates leave out. Copy, adapt, and hire.
August 2, 2026 · 12 min read
Behavioural interview questions for interviewers: 25 questions by competency, what strong and weak answers sound like, and how to probe rehearsed stories.
August 2, 2026 · 13 min read
Customer service interview questions for the interviewer: scenario prompts, what strong versus weak answers sound like, and a way to score them consistently.
August 2, 2026 · 9 min read
How many interview rounds should employers run? A defensible default, the logic to calibrate each stage, and how to cut rounds without losing signal.
August 2, 2026 · 10 min read
Interview feedback examples for hiring managers: copy-adaptable phrases for strong-hire, mixed and decline decisions, each anchored to evidence you can defend.
August 2, 2026 · 9 min read
An interview scorecard template for hiring managers: copyable competencies, an anchored scale and an evidence column that holds up against AI-polished answers.
August 2, 2026 · 10 min read
An interview scoring rubric turns vague ratings into evidence. This employer guide shows how to write behavioural anchors for any competency you assess.
August 2, 2026 · 10 min read
An operations analyst job description template to copy and adapt: responsibilities, requirements, and the AI-fluency section rival templates leave out.
August 2, 2026 · 12 min read
Phone screen interview questions for recruiters and hiring managers: 23 questions with what each one tells you, what not to ask, and where the screen ends.
August 2, 2026 · 12 min read
Prompt engineer interview questions for the hiring manager: 24 questions grouped by competency, what strong and weak answers sound like, and when to test instead.
August 2, 2026 · 10 min read
A prompt engineer job description template for 2026, plus the AI fluency section every other template skips and the requirements you can actually assess.
August 2, 2026 · 9 min read
Time to hire vs time to fill for employers: both definitions, both formulas, one worked example, and why your own trend beats any published benchmark table.
August 1, 2026 · 9 min read
Hiring in France means facing a skills drought and EU rules at once. Skills-based assessment widens a thin pool while staying defensible under the EU AI Act.
August 1, 2026 · 10 min read
Hiring in Korea now means the AI Basic Act, a ban on biased algorithmic hiring tools, and a shift to skills. Here is what changed and how to assess fairly.
August 1, 2026 · 10 min read
Hiring in the GCC means Saudi Nitaqat and UAE Emiratisation quotas colliding with a thin AI-skills pipeline. Objective skills evidence satisfies both.
August 1, 2026 · 9 min read
Hiring remote talent in LATAM gives US and EU teams time-zone overlap and bilingual depth. How to verify skills across borders and assess the work language.