The Algorithm is Your First Boss

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The job market is staid. That was the Washington Post ’s recent diagnosis. It’s not exactly crashing, but it’s thin. Shriveled. We are looking at a shrinking labor force with hiring numbers that pale next to the post-pandemic boom. The US unemployment rate, once hovering comfortably in that 3-4 percent sweet spot from 2022 to 2024, has settled around 4 to 5 percent recently. Outside pressures pile on. Tariffs. Wars. And the big one—the AI revolution slamming into industries from all sides. Just this year, Silicon Valley saw over 123,0 It’s easy to forget, but 123,0 the layoffs hit. Forbes counts them. Generative AI sits atop the blame list.

Yet, paradoxically, we turn to the problem to solve the problem.

More than half of us job seekers now use AI to craft resumes and cover letters, LinkedIn reports. Employers are ahead of the curve. Nearly 90 percent of companies use AI to screen, rank, and filter candidates, according to the World Economic forum. The playing field hasn’t just levelled; it’s tilted.

“If you are using AI, you have to go through and ensure there’s a human element.”
— Jasmine Escalera, Ph.D.

Mashable spoke to career experts, including Jasmine Escalera who advises recruitment firms like Zety and Bold, to cut through the noise. Her advice boils down to a blunt truth: AI is a gatekeeper, but humans are the gatekeepers’ bosses. You must play both games.

The First Round Filter

People assume AI does the first pass. They’re likely right.

The market is flooded. Post a job on LinkedIn today; watch the hundreds of applicants pour in by evening. No single HR person can read those. No one can read anywhere near those. Enter the algorithm.

AI serves as that first-round filter. Its only job? Sort. To answer which of these hundreds matches the position best. Only then do human eyes descend upon the survivors.

It sounds brutal. Maybe it is. But it is reality.

Is it fairer, though?

There’s an argument that machines are unbiased. They don’t care about your alma mater. They don’t know who your cousin works for. When I was job hunting, years ago, the tricks were different. “Apply on Monday morning,” people said. “Get your resume at the top.” “Don’t apply on Fridays.” We were hacking the system by manipulating timing.

Now the hacks are technical. Everyone knows to stuff keywords. Everyone uses AI to generate those perfect, quantified bullet points. It has made the resume writing arms race far more complicated. So complicated, in fact, that HR departments rely on AI just to breathe through the pile.

The Trap of Polish

Here is the twist, though. Once you pass the filter, the human reviewer sees a field of good.

Baseline expectations are met. Everyone looks capable. Everyone has the right skills. Now the human looks for what AI can’t do.

They look for differentiators. The stuff between lines A and Z that doesn’t fit the standard template. AI creates competent, blandly perfect prose. Humans create stories.

Escalera warns of “AI tells.” It’s recognizable.

AI output tends toward hyperbole. It amplifies experience. It drops in so much jargon you sound like you moonwalked onto Mars rather than managed a Q3 budget. The verbiage bloats. It loses its voice.

You can use AI. Every job seeker should. Use it to support your building, not to do the building for you. Check the tone. Is there storytelling there? Could a 10-year-old selling cookies at the Girl Scouts have written the narrative hook?

A resume built by an AI alone will never convey that you loved baking because it connected you to your community, leading you to a passion for mission-driven marketing. The algorithm can find the word “marketing.” It cannot find the heart.

Do You Need a Cover Letter?

Ask a job seeker if they need a cover letter and watch their eyes roll.

Everyone hates them. And yet? They might matter more now.

Since resumes are becoming so uniform—polished by algorithms, checked for keyword density, structured for ATS compatibility—the cover letter becomes your sole avenue for distinction. It is the only place you can say: this matters to me. Why. Here. Now.

Use it to connect your past to the company’s future mission. That’s where you add the human glue.

How to Game the Game

If you must dance with the robot, lead well.

Follow the job description to the T. Not roughly. Exactly. If the posting asks for a “client success manager” and you write “customer success manager,” the filter might reject you. Small word. Big impact.

Identify the highest-priority bullets at the top of that description. Those are the ones you must prove.

Use the tool against the tool.

Copy that job description. Paste it into Claude or ChatGPT. Ask directly: What are the exact keywords? Which tasks must I emphasize? Get the map. Then, walk it yourself.

Scout the tools you use. If a resume platform promises optimization, check reviews. Do people succeed? Is it a product with a solid track record, or vaporware? Just as you vet a product before buying it, vet the tools vetting you.

AI isn’t the enemy. Ignorance is. Use it. Refine it. Break free of its generic cadence before you submit. The goal is to survive the filter, yes, but to stand out to the person waiting on the other side of it.