Writing
Amodei called for slowing frontier AI. Altman and Musk agreed within hours. If you build products on these models, that agreement is your supply chain talking.
Volunteers counted what came back on nine plots of former grazing land. Through a summer of heatwaves and drought, the numbers went up.
Most bullets describe the job. The reader already knows the job. They want to know what changed because you were the one holding it.
Nobody reading the stack counts your pages. They notice how much of each page earns its place.
The score looks like a verdict. It is a word-overlap calculation against a job description. Useful for one narrow job, misleading for every other.
It is not a robot judging you. It is a filing cabinet with a search box. Once you see what it does, most of the advice about beating it stops making sense.
I build an AI product. I also scrapped nine AI-written articles that invented statistics about my own company. Both things inform what follows.
From the hiring chair, you see it in two questions. Most candidates prepare the lowest-value thing first, because it feels like work.
Your first answer is almost always your worst. Ten minutes beforehand means you do not spend a scored question finding your voice.
"Tell me about a time" is showing up in more and more interviews. Most answers spend everything on setup and rush the one part that matters.
A structured panel. Multiple rounds. A job description written by committee. Generic prep tools were not built for this. PrepEdge was.
The objection is fair. The answer is not that PrepEdge prompts better. The answer is what a blank chatbot does to the facts on your CV.
You have the interview next week. You have not put a single answer into words. Reading notes is not rehearsal.
Generic resumes lose to per-role requirements. Tailoring done right reframes your real evidence around what the role wants. It invents nothing.
It looks like your finished resume. It is a thin summary that drops your endorsements, your Featured work, and half your skills. Then people feed it to an AI tool.
I asked this on hiring panels for a decade. It is not a trap. It tests one thing. Here is what sank candidates and what made me lean forward.
I read stacks of resumes from the hiring chair for a decade. The ATS is not the gatekeeper you fear. A tired human deciding in seconds is. Build for that person.
I ran interview panels for years. Then I forgot how to be the candidate. Here is the prep system I built to get sharp again, and the honest role AI plays in it.
I hired solution engineers for a decade. Then I became the candidate. Here is what these tools fix, what they miss, and how to use one without fooling yourself.