Engineering notes
How we build AI-generated, quality-gated hiring assessments — the architecture, the trade-offs, and the honest parts.
August 15, 2026 · 10 min read
How we run AI coding agents against one binding engineering standard: the 4D framework, a list of named failure modes, and why every behaviour ships behind a flag.
August 7, 2026 · 10 min read
Candidate ghosting runs both ways now. Why candidates ghost, why employers ghost back, and the process fixes that shrink interview no-shows — with honest limits.
August 7, 2026 · 10 min read
Government hiring runs to a 101-day federal average that policy has ordered down to 80. A guide to compressing the pipeline through evidence, not less rigour.
August 7, 2026 · 10 min read
Insurance hiring is drowning in retirement statistics that don't survive a source check. Here is what the data actually supports, and how to hire on it.
August 7, 2026 · 10 min read
Manufacturing hiring struggles less with talent than with a screen that rejects it. How skills evidence widens the pool, why speed matters, what tests miss.
August 7, 2026 · 9 min read
Sales hiring guide for founders and revenue leaders: why ramp time is the hidden clock, how to hire salespeople on evidence, and what work samples predict.
August 7, 2026 · 9 min read
Teacher hiring runs against a term deadline and a shrinking pool. A frank guide to what an assessment complements — certification, never — and where it helps.
August 6, 2026 · 10 min read
Finance hiring is a low-turnover, high-stakes problem wrapped in fixed compliance days. So the screening stage you can compress is the one that matters most.
August 6, 2026 · 9 min read
Graduate hiring means 140 applications per vacancy and near-identical CVs. How campus recruitment survives the queue, and why skills beat pedigree.
August 6, 2026 · 10 min read
Healthcare hiring runs the longest fills of any sector. A frank guide to what an assessment safely compresses, what credential checks cannot, and where days go.
August 6, 2026 · 9 min read
Startup hiring runs on the founder's calendar. A practical guide to screening your first hires when every interview hour is an hour stolen from the product.
August 5, 2026 · 10 min read
Call centre hiring never stops because attrition never stops. How to screen BPO and customer service applications at volume, fast enough to hit go-live.
August 5, 2026 · 9 min read
High-volume hiring is a queue problem. This playbook covers the queue mathematics, why speed decides who you get, funnel redesign and the honest limits.
August 5, 2026 · 9 min read
Retail hiring lives or dies on speed. A practical guide to screening hourly and seasonal applications at volume without the store manager reading every CV.
August 5, 2026 · 10 min read
Warehouse hiring at seasonal volume rewards the fastest offer. A short, role-shaped pre-employment test keeps interview-free speed safe on the floor.
August 4, 2026 · 10 min read
Mean time to hire hides the reqs that ruin your quarter. Why the average misleads, how it diverges from the median, and where the days actually accumulate.
August 4, 2026 · 9 min read
Reduce interview rounds by replacing the technical screen with a skills test: which round to cut, why it is fairer for candidates, and what the rest become.
August 4, 2026 · 9 min read
Skills tests save time hiring by cutting the hours a whole team burns on screening and panels. A worked ledger for one role, plus what tests can't fix.
August 4, 2026 · 9 min read
Hiring in Japan means a labour shortage so severe firms are failing for want of staff. Why screening people out on pedigree no longer pays, and what to measure.
August 4, 2026 · 10 min read
Job-based employment in Japan (ジョブ型雇用) changes what you hire for. What it is, who has adopted it, and why job-type hiring needs job-shaped evaluation.
August 4, 2026 · 9 min read
Mid-career hiring in Japan just passed half of planned recruitment at large firms for the first time. What the 中途採用 majority means, and how to prove 即戦力.
August 4, 2026 · 9 min read
Offer declines in Japan (naitei jitai) hit two in three graduate offers. Why selection speed decides who accepts, what compresses, and what the calendar won't.
August 3, 2026 · 10 min read
How to hire a customer success manager: the outcomes-vs-relationships test, the work sample that predicts retention, and an interview loop that works.
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.