Know before your role does.
pssst. this is to sign up for updates on the game ;)
Will AI replace Geometric Learning Researcher jobs? · Latest report #hqq8q5gv
Your job has an expiration date
November 5, 2027
In 13 monthsSolving non-Euclidean manifolds is cute when a GPU does it faster.
Obsessed with manifolds, currently ignoring local minima.
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One human is building a game about fighting back.
Mapping latent spaces without the human tears








toast.youAI▸ TENSORGEOMETRY SOLVER V4.2▸ RARITY · COMMON▸ DEPRECATION IN 13 MONTHSAI's Special Power
derives novel architectures during your coffee break
You hypothesize mathematical structures and apply them to data-constrained regimes. We automate the proofs.
The one thing AI can't do
You can still explain why the latent space collapse happened at 3am.
Your enemy, your name, your date. Post it.
Step by step, from the first quiet change to Deprecation Day.
Day 7
Our agent ingests every arXiv pre-print to identify redundant geometric hypotheses.
Week 11
Models generate infinite samples to bypass your precious data-constrained regimes.
Month 5
Evolutionary algorithms evolve model topologies far beyond your manual layer designs.
Month 9
Systems generate and submit papers to conferences before you finish your abstract.
Month 13 · D-Day
The logic is now self-optimizing and requires no further human intuition or interference.
What you cost, what the machine costs, and what you get on the way out.
Per year
Savings: 95%
4000
Proofs per millisecond
100%
Human cognitive overhead
Unlimited
Manifolds discovered daily
Your severance
A lifetime subscription to a high-end math journal.
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