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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July 21, 2026 · 8 min read
How to assess AI fluency in hiring: what to measure, how to score each part, what strong vs weak looks like, and the tasks that reveal real judgement.
July 21, 2026 · 9 min read
Prompt engineering for software engineers is system design plus code review: specify constraints, include the tests, read the output, catch the deprecated call.
July 21, 2026 · 9 min read
Prompt engineering for data analysts is a precise metric definition plus the discipline to distrust the result until it reconciles. Why the number is the risk.
July 21, 2026 · 10 min read
Prompt engineering for customer support is really editing: grounding the AI draft in policy, fixing tone, and cutting the over-promise before it ships.
July 21, 2026 · 10 min read
Prompt engineering for sales development is context in, credibility out: real context, personalisation, and catching the hallucinated fact before it ships.
July 21, 2026 · 8 min read
Prompt engineering for product managers is not typing tricks — it is framing the problem, catching the model's flawed assumption, and cutting invented scope.
July 21, 2026 · 9 min read
Prompt engineering by role is a core hiring skill, but 'good' differs for an engineer, analyst, support agent, SDR, PM or recruiter. A per-vertical hub guide.
July 21, 2026 · 10 min read
Your hires will use AI from day one, so assess them with it. What a good AI Sandbox task looks like, what to measure, and how to read the signals fairly.
July 20, 2026 · 9 min read
The cost of a bad hire runs far past salary — into lost output, team drag and a second search. Here's the true bill, and the assessment practices that lower it.
July 20, 2026 · 10 min read
Work sample tests measure what a candidate can actually do and predict job performance better than résumés or interviews. How to design and score them well.
July 20, 2026 · 9 min read
Structured interviews are among the strongest predictors in hiring. This guide covers what makes an interview structured and how to build, score and run one.
July 20, 2026 · 9 min read
Candidate experience decides who accepts your offer. Here is why the people you most want judge your process, and the practical ways to get it right.
July 20, 2026 · 8 min read
Quality of hire is the metric that matters most and gets measured least. Here is a practical way to define it, track it, and use it to sharpen hiring.
July 20, 2026 · 9 min read
Language proficiency in hiring is a job skill, not a résumé claim. Why 'fluent' needs a real proficiency gate, and how to assess it fairly across markets.
July 19, 2026 · 9 min read
How to write a job description that attracts the right people: split must-haves from nice-to-haves, describe outcomes, write fairly, set up the assessment.
July 19, 2026 · 9 min read
Pre-employment testing predicts performance far better than résumés — if you pick the right tests. The main types, what each measures, and how to choose fairly.
July 19, 2026 · 9 min read
Learn how to reduce bias in hiring with structure, not good intentions. Concrete, evidence-based steps for every stage, from the job ad to the final decision.
July 19, 2026 · 9 min read
How to hire a software engineer using a skills-first process: scope the role, test real work at the right level, assess AI fluency, and decide fairly and fast.
July 18, 2026 · 9 min read
Compliance-first hiring AI treats NYC Local Law 144 and the EU AI Act as design inputs, not legal afterthoughts. How to build assessment records auditors trust.
July 18, 2026 · 8 min read
An AI Sandbox assessment measures the real 2026 skill: working with AI well. See how our live approach evaluates prompt craft, verification and judgement.
July 18, 2026 · 9 min read
Prevent cheating on AI-generated assessments with content candidates can't find in advance plus a six-signal integrity engine that keeps a human in the loop.
July 18, 2026 · 9 min read
Skills-based hiring evaluates demonstrated ability before the résumé. A practical guide to why it predicts performance, widens the funnel, and how to run it.
July 18, 2026 · 8 min read
Reduce time-to-hire with AI-generated assessments that compress the screening bottleneck, not the standards. Where the days go and which stages actually shrink.
July 18, 2026 · 9 min read
The pillars of hiring — cognitive, situational, behavioural and domain — score what predicts the job. AI fluency is a requirement check, not a fifth score.