Global Careers6 min
GCC jobs in India
GCCs became one of the largest employers of senior technical talent in India. The label covers very different realities, and telling them apart matters.
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Global Careers7 min
Getting an international job from India
Applying cold to overseas listings is the most common approach and the least effective. There are four routes that work, and picking the right one matters more than effort.
Read moreGlobal Careers6 min
Remote tech jobs, realistically
Remote work did not disappear, it stratified. Understanding which tier of the market you are applying to explains most of what seems inconsistent about it.
Read moreGlobal Careers6 min
Finding visa sponsorship tech jobs
Sponsorship is a cost and a risk an employer takes on. Once you see it from their side, the strategy for getting it becomes much clearer.
Read moreJob Search Safety7 min
Spotting a fake job offer
Every fake offer needs one of two things from you: money, or identity documents. Knowing which makes the pattern easy to recognise early.
Read moreJob Search Safety6 min
Spotting a fake recruiter
A fake recruiter does not need to offer you a job. Often the conversation itself is the product, and what they collect along the way is the payoff.
Read moreInterviews6 min
AI engineer interview questions
Most AI engineering interviews are not testing model knowledge. They are testing whether you have debugged a system that was confidently wrong.
Read moreInterviews6 min
AI agent interview questions
Agent interviews are mostly about control. Anyone can make a model call a tool; the questions are about what happens when it calls the wrong one, repeatedly.
Read moreInterviews7 min
Data engineer interview questions
Data engineering interviews are unusually predictable. SQL depth, pipeline reliability and one question about a pipeline that has been quietly wrong for a month.
Read moreInterviews7 min
Cybersecurity interview questions
Security interviews test depth in an unusual way: they keep asking why until you stop knowing. How you handle that point matters more than where it comes.
Read moreAI Security7 min
Prompt injection, explained
The defining problem of LLM security: a model cannot reliably tell instructions from data, because for a model they are the same thing — text.
Read moreAI Engineering6 min
What agentic AI actually means
The word is applied to everything from a two-step script to genuine autonomy. The distinction that matters is whether the system decides its own next step.
Read moreAI Engineering6 min
RAG, explained properly
Retrieval is the cheapest way to give a model knowledge it was never trained on. It is also the component that quietly causes most wrong answers.
Read moreAI Engineering5 min
Agents, assistants and chatbots
The distinction is not marketing. It decides how much can go wrong without a human noticing, which is the only question that matters when you build one.
Read moreAI Engineering6 min
AI observability, explained
Your dashboards are green and the answers are wrong. That gap is the entire reason AI observability exists as a separate discipline.
Read moreCareer Roadmaps6 min
Frontend developer roadmap
Frontend has the largest gap between what roadmaps list and what interviews test. The tested part is mostly the browser, not the framework.
Read moreCareer Roadmaps6 min
Backend developer roadmap
Backend interviews are mostly databases, failure handling and design judgement. Framework knowledge is assumed and rarely decides anything.
Read moreAI & Careers6 min
AI jobs without a master’s degree
The degree requirement is real for a narrow slice of AI work and imaginary for most of it. Knowing which slice you are aiming at changes everything.
Read moreGlobal Careers6 min
Breaking into a GCC
The objection is rarely your skill. It is that a services CV reads as delivery, and GCCs hire for ownership. That is a presentation problem more often than a real one.
Read moreGlobal Careers6 min
Remote or hybrid?
The honest comparison is not about productivity. It is about proximity, and what proximity is still worth at the stage of career you are at.
Read morePut the advice to work
Reading about ATS screening helps. Running your actual resume through one helps more.
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