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HackerRank open-sourced its ATS, and the same resume scored 66 to 99

HackerRank just dumped its hiring agent on GitHub (interviewstreet/hiring-agent), and within a day it pulled nearly 3,000 stars and a 789-point Hacker News thread. Then a developer actually ran it — and the thing fell apart in public.

What it is and why it broke

It’s an AI resume screener. Feed it a PDF, it parses the text, calls an LLM six times to pull out skills, projects, experience, and awards, then spits out a score. The catch: run the identical resume repeatedly and the score swings between 66 and 99. Even at temperature 0 it stays non-deterministic. As the tester put it — if a company draws the line at 85, he gets filtered out 65% of the time. Same resume. Pure dice roll.

The real lesson

The damage isn’t random. Technical skills score consistently because it’s a checklist — you know React or you don’t. Projects and open source flail, because that’s a subjective call, and 65% of the total weight sits there. The experience prompt is literally two lines, no rubric. So a senior engineer with no public GitHub gets buried under someone with two internships and a side repo.

This is the uncomfortable part nobody wants on the box: LLMs are bad at fine-grained subjective judgment, and bolting one onto hiring turns a filter into a lottery.


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