senior engineers 4 min read

The Senior Engineer Who Can't Explain Their Own Code

Something strange is happening on dev Twitter and r/cscareerquestions. Senior React engineers with 7, 10 years of experience are flunking interview after interview. Not because they can’t write the code. Because they can’t explain what they just wrote. As AI eats more of the typing, this gap is starting to look less like a quirk and more like the whole game.

“Senior React Devs Are Failing Basic Interviews”

A video that dropped on the AZADEMY channel on May 3 — “I Interviewed a Senior React Developer (7+ Years)… Most Would FAIL This” — has been making the rounds. It walks through a pattern: candidates with nearly a decade of experience collapsing on fundamentals.

The interesting part is how they collapse. Nobody is forgetting useState. They use it every day. They write the hook fine. The wheels come off the moment the interviewer asks why. “That’s just how you do it.” “That’s what my team uses.” End of answer.

Why Smart People Keep Failing Karat

There’s a companion piece from May 12 — “The REAL Reason You Keep Failing Karat Interviews.” Karat, for non-US readers, is the outsourced technical-interview platform that big tech companies (Roblox, Wayfair, Citi, dozens more) use as a screening layer.

The thesis is sharp: Karat interviewers aren’t grading your final answer. They’re grading the narration of your thinking. Sit silent for five minutes and then drop the correct solution, and you’ll score lower than the candidate who talked through a wrong path out loud before correcting themselves.

This hits senior engineers in a specific nerve. Juniors are used to admitting confusion in real time — they ask, they fumble, they think out loud. Seniors carry an internal voice that says “I shouldn’t have to ask this” or “this is too basic to narrate.” So they go quiet. And quiet, in 2026 interviews, reads as not knowing.

Why Seniority Quietly Atrophies the Explaining Muscle

Why does articulation get harder the more experience you have? Three structural reasons.

Tacit knowledge takes over. After half a decade of pattern-matching, your judgment stops being conscious reasoning. Ask a senior why a component needs memoization and they know the answer — but they can’t always reconstruct the chain that produced it. The hands learned before the mouth caught up.

Context dependency. Senior decisions live inside specific tradeoffs: this codebase, this team’s appetite for risk, this quarter’s reliability budget. Compressing that context into a five-minute interview answer is a separate skill, and most seniors haven’t practiced it since the last time they job-hopped.

Muscle atrophy. Juniors explain things constantly — to teammates, to PR reviewers, to themselves. Seniors mostly decide and delegate. The “why?” question stops landing on them at work. Then it arrives in a recorded Karat session as a barrage, and there’s nothing to push back with.

Why This Is the Last Moat

Here’s the part worth sitting with. Copilot, Cursor, Claude Code — they’re closing the gap on code generation faster than anyone predicted. The 30-minute component a senior used to write is a 5-minute prompt now. So where does senior value actually come from?

From being able to explain. Why this code, in this shape, in this codebase. Why this architecture fits this company’s stage and not the one in the blog post. Why this tradeoff and not the obvious alternative. AI generates code. A human still has to land that code inside an organization — and landing it requires convincing a PM, a director, a security reviewer who doesn’t read JSX.

The interview failure pattern is a leading indicator of something bigger. As code generation gets cheap, clarity of judgment gets expensive. Interviewers have already noticed. They’ve quietly stopped grading what you know and started grading how you transmit it.

How to Rebuild the Muscle

The fix isn’t dramatic. It’s reps.

Stop leaving one-line PR comments. Write two or three sentences explaining why you chose this path and which alternative you rejected. Mentor a junior. Volunteer for the internal tech talk nobody else wants to give.

The drill I’d push hardest: pick a technical decision you made in the last month and explain it, out loud, in five minutes, to an imaginary non-engineer stakeholder. The first attempt will be excruciating. That’s the point. The discomfort is the signal that a muscle you stopped using is waking up.


Coding ability is converging toward a commodity floor. Explaining and persuading aren’t. Of the last five years of decisions you’ve shipped, how many could you defend out loud, on the spot, to someone who can’t read your code? That number — not your commit count — is what survives the AI era.

senior engineers communication AI era tech careers technical interviews

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