Know before your role does.
pssst. this is to sign up for updates on the game ;)
Will AI replace ML Engineer jobs? · Latest report #fsddvway
Your job has an expiration date
May 24, 2028
In 1 year, 7 monthsYou spend all day training models to replace your own job.
Architect of black-box monsters and tensor-based anxiety
Check another roleComment your opinionor JOIN THE RESISTANCE!
One human is building a game about fighting back.
Gradient descent without the human descent.








split.youAI▸ AUTOTRAINER NEXUS V9▸ RARITY · UNCOMMON▸ DEPRECATION IN 1 YEAR, 7 MONTHSAI's Special Power
optimizes loss functions before you blink
Engineers curate datasets, tune hyperparameters, and manage compute clusters for training large-scale neural networks. You write custom kernels and debug gradient descent failures.
The one thing AI can't do
You can still hallucinate a reason why the weights didn't converge.
Your enemy, your name, your date. Post it.
Step by step, from the first quiet change to Deprecation Day.
Day 10
AI agents begin refactoring your boilerplate PyTorch modules into optimized tensor operations.
Month 4
Adaptive agents take over your tuning scripts to reach optimal loss without your intervention.
Month 8
Autonomous cleaning pipelines replace your manual dataset curation and labeling processes entirely.
Month 13
Smart schedulers manage compute usage so efficiently you no longer need to manage it.
Month 19 · D-Day
The system fully manages its own architecture updates and version releases without human oversight.
What you cost, what the machine costs, and what you get on the way out.
Per year
Savings: 95.7%
400k
GPU hours wasted
50
Papers unread daily
0.02%
Hyperparameter tuning luck
Your severance
a perpetual login to the sandbox environment
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