AI Engineering6 min
How autonomous can it actually be?
Full autonomy is achievable and undesirable. The interesting engineering is in choosing which decisions to keep.
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AI Engineering6 min
CV in, interview out
Following a single CV through the whole pipeline makes the design decisions concrete, including the three places a person has to be involved.
Read moreAI & Careers4 min
What has actually changed
The headline change is speed. The consequential change is what happens to a system when one side of it gets much faster.
Read moreAI Engineering6 min
The whole system, in layers
Most of these decisions are reversible. The three that are not are worth identifying before you start.
Read moreAI & Careers5 min
What changes and what does not
When a signal becomes cheap to fake, hiring stops using it. That single dynamic explains most of what is coming.
Read moreAI & Careers4 min
They already can — should they?
The capability question was settled some time ago. What remains open is how employers respond, and they are responding.
Read moreAI & Careers5 min
Machines talking to machines
Parts of this already happen, and the reason it will not go much further is that neither side gets what they need from it.
Read moreAI Skills6 min
The AI skills employers are actually hiring for
Job ads list twenty technologies. Hiring managers care about four. Here is the difference, and the order that actually makes sense to learn them in.
Read moreAGI & Future6 min
What AGI actually means
AGI is discussed constantly and defined rarely. Here is what the term means, why the timelines disagree so wildly, and what it would actually change.
Read moreAI & Careers6 min
Is prompt engineering still a real job?
The standalone prompt engineer role mostly disappeared. The work did not — it got absorbed into jobs with different titles and higher pay.
Read moreAI & Careers6 min
How freshers actually get their first AI job
Entry-level AI hiring is genuinely harder than it was three years ago. It is not closed — but what gets you through has changed.
Read moreAI Skills6 min
How to learn AI from scratch
Most self-study plans fail the same way: too much theory, too early, and nothing finished. Here is a sequence built around shipping.
Read moreAI & Careers6 min
AI engineer vs data scientist
The titles are used so inconsistently that the label tells you little. What separates them is whether you ship systems or produce decisions.
Read moreAGI & Future6 min
What AI agents are, and what they change
Agents are the most hyped idea in AI right now and the least precisely defined. Here is what actually distinguishes them, and where they work.
Read moreAI & Careers6 min
AI jobs that do not require coding
Most AI headcount is engineering, but not all of it. These roles are real, they pay well, and almost nobody applies to some of them.
Read moreAI Skills5 min
Are AI certifications actually worth it?
Certificates are cheap to collect and easy to overvalue. There are narrow situations where they help — and a much better use of the same time.
Read moreAI & Hiring6 min
How companies use AI to screen applicants
Your application is read by software before a person sees it. Knowing exactly what that software does changes how you should write it.
Read moreAI & Careers8 min
How to use AI for your job search
AI will not apply to jobs for you, and the candidates who let it try are easy to spot. Here is where it genuinely helps — and where it quietly costs you interviews.
Read moreAI & Careers6 min
Will AI take my job?
The honest answer is: probably not your whole job, but very likely a meaningful part of it — and which part matters more than the headline number.
Read moreResumes & ATS8 min
How applicant tracking systems actually work
Most rejections are not judgements. They are parsing failures — and parsing failures are entirely fixable once you know what the software is doing.
Read morePut the advice to work
Reading about ATS screening helps. Running your actual resume through one helps more.
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