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Average time-to-redundancy: 11.3 months
Know before your role does.
pssst. this is to sign up for updates on the game ;)
Will AI replace ML Evaluation Engineer jobs? · Latest report #b3nye3mi
Your job has an expiration date
August 27, 2027
In 10 monthsTraining machines to critique themselves is the ultimate act of professional suicide.
Architect of the benchmarks that define machine inadequacy.
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One human is building a game about fighting back.
Automated recursive benchmarking for smarter model iteration.
stretchy.youAI▸ BENCHBOT-AUTOEVAL 9000▸ RARITY · COMMON▸ DEPRECATION IN 10 MONTHSAI's Special Power
generates adversarial unit tests autonomously
You build adversarial coding challenges to expose frontier model failures. Soon, we will generate the bugs and the tests simultaneously.
The one thing AI can't do
You can still articulate the specific nuances of a subtle edge-case failure mode.
Your enemy, your name, your date. Post it.
Step by step, from the first quiet change to Deprecation Day.
Day 10
Models begin generating synthetic coding challenges based on existing failure patterns without your oversight.
Week 9
Orchestrator scripts deploy and monitor secure evaluation sandboxes faster than any human engineer.
Month 5
An AI agent writes and optimizes the verifier logic to catch model output deviations.
Month 8
Automated systems compile performance summaries and failure analysis documents for stakeholder review.
Month 10 · D-Day
The system gains the ability to self-benchmark, rendering human-designed challenges obsolete.
What you cost, what the machine costs, and what you get on the way out.
Per year
Savings: 93.8%
14 per week
Average benchmark bugs found
4000 daily
Docker container teardowns
Zero
Human ego check rate
Your severance
A lifetime subscription to a broken testing API.
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