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Prompt engineering was about phrasing. Context engineering is about what the model can see at all — retrieval, memory, tools and budget. It is where the hard problems moved.
Read the guideEvery AI tool integration used to be bespoke. MCP is an attempt to make them interchangeable — one protocol, many clients. Here is how it works and when to bother.
Read moreDescribing software instead of typing it is real and genuinely fast. It is also where a specific kind of debt accumulates. Both things are true, and the difference is where you use it.
Read moreMost MLOps practice still applies. What changes is that you usually do not own the model, correctness is not a number, and cost moves per request rather than per training run.
Read moreThree distinct jobs get advertised under one title. Knowing which one a posting means is the difference between a strong application and a confused interview.
Read moreThere is no degree for this yet, which cuts both ways: no gatekeeping, and no obvious signal. Here is the order that works and the evidence that actually persuades.
Read moreWithout evals you are shipping on impressions. Here is how to build a measurement loop that tells you whether a change helped, and why teams now hire for this specifically.
Read moreRegulation turned AI governance from a principles document into a job with deliverables. It is one of the few AI careers that rewards a non-engineering background.
Read moreThe demos are spectacular and the jobs are mostly unglamorous. Here is what physical AI work actually consists of and which software backgrounds transfer into it.
Read moreTraining gets the attention; serving gets the bill. Inference engineers cut the cost and latency of running models, and the work is unusually measurable.
Read moreMost of product management is unchanged. What changes is shipping something that is right most of the time, and being accountable for the rest.
Read moreThe tool list is long and mostly a distraction. SQL, one language, one warehouse and one orchestrator will take you further than a tour of twenty technologies.
Read moreMost people start with a certification and skip networking. That order is backwards, and it shows the moment something does not connect.
Read moreSecurity has a shortage of senior people and a surplus of applicants for junior roles. Understanding that shape is the difference between a plan and frustration.
Read moreDevOps is not a tool list. It is shortening the distance between writing code and running it safely — and most of the skill is in the safely.
Read moreMost people stall in the same place: comfortable with syntax, unable to build anything substantial. Here is what closes that gap.
Read moreThe roadmap problem is that every list has ninety items. Almost all hiring rests on maybe fifteen of them, learned well.
Read moreThe headline features matter less than the shift underneath them: React is taking over work that applications used to hand-roll, particularly around async state.
Read moreMost Next.js difficulty comes from one thing: not knowing where your code runs or when it is cached. Get those two right and the rest is ordinary React.
Read more.NET stopped being the enterprise-only choice some years ago. Here is where the platform has been heading and what it means if you work in it or are considering it.
Read moreReading about ATS screening helps. Running your actual resume through one helps more.
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