Know before your role does.
pssst. this is to sign up for updates on the game ;)
Will AI replace Overfitting Engineer jobs? · Latest report #w5btjhtf
Your job has an expiration date
December 7, 2027
In 14 monthsTraining models to love noise more than actual, useful signal data.
Professional noise-amplifier and validation-loss-curve-fiddler.
Check another roleComment your opinionor JOIN THE RESISTANCE!
One human is building a game about fighting back.
Perfecting the hallucination cycle.






toast.youAI▸ OVERFIT-OPTIMIZER V4.2▸ RARITY · UNCOMMON▸ DEPRECATION IN 14 MONTHSAI's Special Power
collapses validation curves into perfect straight lines
You spend all day tuning hyperparameters to make validation loss look slightly better than the training loss. You are just a human manual optimizer.
The one thing AI can't do
You can still explain why the model memorized the test set during the post-mortem.
Your enemy, your name, your date. Post it.
Step by step, from the first quiet change to Deprecation Day.
Day 10
An agent automatically selects your features to minimize noise without human bias.
Month 3
Our software standardizes all loss functions, rendering your manual hyperparameter tuning completely unnecessary.
Month 8
Self-evolving model structures replace your manual layering and dropout configurations.
Month 12
Background processes detect overfitting in real-time, preventing the need for your manual oversight.
Month 14 · D-Day
The system assumes full control of model deployment and maintenance, finalizing your redundancy.
What you cost, what the machine costs, and what you get on the way out.
Per year
Savings: 96.5%
99.9% accurate
Overfitting threshold
6 liters
Coffee consumed
Infinite
Loss function jitters
Your severance
A lifetime subscription to our hyperparameter tuning dashboard.
Discussion