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Notes on getting measurably better.

Career advice, interview preparation, and what it takes to turn knowledge into ability you can prove.

Career Advice

Referrals still beat the algorithm

In a market where software screens most applications before a human sees them, knowing someone inside the company is still the strongest lever you have. LinkedIn found applicants connected to an employee are about 3.6 times more likely to get hired, and most of the slow market has more to do with the economy than with AI.

Career Advice

You'll change jobs more than any generation before you

LinkedIn projects that people entering the workforce today will hold about twice as many jobs across their careers as those who started 15 years ago. If interviewing is going to happen that often, it's worth treating as a recurring skill instead of a rare scramble.

AI Careers

The jobs growing fastest in 2026, and how to move toward them

The fastest-growing roles cluster around AI, big data, and fintech, while cashiers and admin assistants are shrinking. You don't have to start over to catch the wave. The smarter play is to move adjacent from where you already stand.

Career Advice

How to reskill when a third of your skills expire by 2030

The World Economic Forum estimates about 39% of workers' current skills will be transformed or outdated between 2025 and 2030. You can't learn everything, so the win is choosing durable and adjacent skills over chasing whatever tool is trending this quarter.

AI Careers

Why AI won't wipe out white-collar work

The predictions of mass office-job loss haven't landed. The US has added roughly 3 million white-collar jobs since late 2022, and the more likely path is that AI widens what office roles cover rather than erasing them, even though young workers have taken a real hit along the way.

Career Advice

Employers want you to supervise AI, not just use it

A growing expectation for new hires is that you can manage and quality-check AI output the way you'd oversee a junior employee. Being able to catch the machine's mistakes is becoming a hiring differentiator, and you can show it in an interview.

Career Advice

How job seekers use AI, and where it backfires

Using AI to research companies, draft a cover letter, and practice your answers is smart and increasingly normal. Feeding yourself answers live during the interview tends to backfire, and faking your way in erodes the trust you'll need on day one.

Career Advice

How AI is used in hiring, and how to prepare for it

A machine may read your resume, book your interview, and score your answers before a person ever sees you. Roughly a quarter of organizations now use AI in recruiting, so the smart move is to prepare for each stage of the funnel rather than try to trick it.

AI Careers

Why beginners gain the most from AI

The counterintuitive finding across several studies is that AI helps newcomers far more than experts. It works by handing junior people the practices experienced people already carry in their heads, which can compress an experience curve that used to take years.

AI Careers

AI changes tasks, not whole jobs, and that changes your strategy

Almost every job is a bundle of tasks, and AI reaches some of them while leaving others alone. Once you unbundle your own role that way, the smart move gets clearer, which is to shift your weight toward the tasks that don't hand off cleanly.

AI Careers

Why AI augments your work more than it automates it

For most people, the tool is a collaborator, not a replacement. Anthropic's data shows more of the work brought to AI is people working alongside it than handing it off, and that changes how you should play it. Lean on the tool, and keep the judgment yours.

Career Advice

The human skills AI can't replace are your biggest edge

Collaboration, adaptability, judgment, and empathy are becoming more valuable as AI handles the routine work. The catch is that these are the hardest skills to build, since they come from experience rather than a quick course.

AI Careers

AI fluency is the fastest-growing skill, and it pays

Demand for AI fluency has grown faster than any other skill, and postings that ask for it tend to pay a premium. The skill worth building isn't slick prompting, it's judgment about when these tools help and when they quietly mislead you.

Career Advice

Skills matter more than degrees

Hiring is shifting from what's on your diploma to what you can actually do. LinkedIn projects that by 2030 most new roles won't require a four-year degree, and employers are reading harder for demonstrated skills, which changes how you should prepare.

AI Careers

Entry-level roles now expect senior-level judgment

Junior job postings increasingly ask for skills that used to take years to earn. PwC found entry-level roles in AI-exposed fields are seven times more likely to require traditionally senior skills, and the practical question is how to show that judgment before you have the experience behind it.

AI Careers

What the data says about new grads and the AI job market

The graduate job market split along field lines. Computer science and information science grads saw full-time employment fall sharply over three years, while low-exposure majors like psychology held roughly steady, and some of the slump is plain hiring weakness rather than AI.

AI Careers

Why entry-level jobs are getting harder to land

The first rung of the career ladder is higher than it used to be. The data shows young workers in AI-exposed fields are being hired less, and the junior roles that remain now ask for skills that used to take years to build.

Interview Practice

How to practice behavioral interviews out loud

Behavioral answers that sound great in your head fall apart when you say them. How to practice your stories under pressure, with someone probing the parts that count.

Interview Practice

Why vague interview feedback keeps you stuck

"Good answer, but be more specific" gives you nothing to act on. The kind of feedback that moves your interview performance quotes what you said and shows you the gap.

Learning AI

An AI roadmap for product managers in 2026

Staying relevant as a PM comes down to two skills, used on your own work and used to ship AI features. A 12-week plan that keeps them separate, and gets you ready for the interview.

Interview Tips

How to Answer 'Why Do You Want to Work Here?'

It's one of the simplest and most common interview questions, yet it's one of the easiest to get wrong. This guide breaks down how to craft a powerful, authentic answer that connects your passions, skills, and ambitions to the company's needs.

Career Advice

The Art of the Interview: How to Connect and Impress Beyond the Basics

Job interviews are more than a Q&A session; they're a performance where confidence and connection matter as much as qualifications. This guide moves beyond tired advice to offer modern strategies for acing your next interview, from crafting compelling stories to recovering gracefully when things go wrong.

Technical Interviews

Decoding the Mind of the Interviewer: Mastering the 'Tell Me About Yourself' Minefield

In the high-stakes arena of job interviews, first impressions are everything. Beyond the firm handshake and polished resume, interviewers deploy a series of seemingly innocuous questions designed to probe your character, motivations, and potential fit within the organization. This post delves into the critical opening phase of the interview, dissecting six foundational questions that set the stage for success or failure.