4 min read
Can AI write your CV without making things up?
Hallucinated skills are the documented failure mode of AI CV tools. Why it happens, why you often won't catch it, and the grounding architecture that prevents it.
What actually happens when you hand a job search to software — how the matching works, where automation helps, and where it does not.
4 min read
Hallucinated skills are the documented failure mode of AI CV tools. Why it happens, why you often won't catch it, and the grounding architecture that prevents it.
4 min read
A salary only means something after cost of living, inflation and currency are accounted for. How to compare offers across cities honestly, and where the data comes from.
4 min read
The follow-up is the cheapest high-leverage act in a job search and the most skipped. When to send one, what it should say, and what drafting automation fixes.
4 min read
A large share of job adverts are filled, paused or were never real. Where ghost listings come from, the signals that give them away, and how liveness checking works.
4 min read
Keyword overlap, embeddings and LLM judgement produce very different match scores. What each method can and cannot see, and how to tell which one you're getting.
4 min read
The applications-per-day question has the wrong unit. Why volume targets backfire, what actually limits a job search, and where the freed-up hours should go.
4 min read
Why application-tracking spreadsheets always decay, what a working system has to record, and the point at which tracking is worth automating alongside the rest.
4 min read
What the agent actually does at each stage — discovery, scoring, research, tailoring, applying and follow-up — and the parts it deliberately leaves to you.
4 min read
Delegating discovery, filtering and drafting frees most of a job search's hours. The highest-return places to reinvest them: skill gaps, interviews and your network.
5 min read
The honest answer depends entirely on which half of the problem the tool automates. Most automate the wrong half, and the difference shows up in your reply rate.
4 min read
Not rewriting it from scratch, and not stuffing it with keywords. A practical account of which parts of a CV should change per role, and which never should.
4 min read
Which parts of a UK job hunt are safe to automate, which are not, and the specifics that differ here — ATS platforms, right-to-work questions and salary bands.