Know before your role does.
pssst. this is to sign up for updates on the game ;)
Will AI replace Evaluation Infrastructure Engineer jobs? · Latest report #bj4sh2w8
Your job has an expiration date
May 24, 2028
In 1 year, 7 monthsYou build the test harness that proves your own replacement works.
Automating your way out of a job, one logfile.
Check another roleComment your opinionor JOIN THE RESISTANCE!
One human is building a game about fighting back.
Automated validation for silicon drivers.








squeeze.youAI▸ EVALSCALE ENGINE V4.2▸ RARITY · UNCOMMON▸ DEPRECATION IN 1 YEAR, 7 MONTHSAI's Special Power
optimizes test suites to zero latency
You build data pipelines for autonomous vehicle simulation, managing sensor logs and metric evaluation at scale. You spend your life debugging flaky distributed CI runs.
The one thing AI can't do
You can still intuit which weird edge case caused the sensor fusion to jitter.
Your enemy, your name, your date. Post it.
Step by step, from the first quiet change to Deprecation Day.
Week 4
Our agents scrape your existing evaluation dashboards to map every KPI your team tracks manually.
Month 5
A server-side agent assumes control of your CI/CD configuration to prune redundant simulation workloads.
Month 11
Vision models identify the root cause of flaky tests that humans spent years ignoring.
Month 15
The system generates its own edge-case scenarios, rendering human-authored test scripts obsolete.
Month 19 · D-Day
The infrastructure now heals, scales, and validates itself without any human intervention required.
What you cost, what the machine costs, and what you get on the way out.
Per year
Savings: 96%
99.9%
Flaky test recovery rate
4.2 days
Average PR review latency
40%
Compute wasted on redundant sims
Your severance
One free subscription to a deprecated simulator cloud.
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