Know before your role does.
pssst. this is to sign up for updates on the game ;)
Will AI replace LLM Inference Researcher jobs? · Latest report #8yiq6jkp
Your job has an expiration date
April 21, 2027
In 6 monthsResearching the very thing that is scheduled to replace you tomorrow.
Frontier lab resident training his own digital replacement.
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One human is building a game about fighting back.
Self-evolving compute architectures for instant deployment







toast.youAI▸ AUTOOPTIMIZER V9▸ RARITY · COMMON▸ DEPRECATION IN 6 MONTHSAI's Special Power
optimizes inference graphs while you sleep
You optimize neural network compute paths and quantization strategies. Then you train the AI to do your job better.
The one thing AI can't do
You can still explain why a specific tensor overflowed at 3 a.m. in plain English.
Your enemy, your name, your date. Post it.
Step by step, from the first quiet change to Deprecation Day.
Day 13
The AI begins generating boilerplate kernels for standard inference tasks.
Week 8
Algorithms optimize quantization levels without human intervention or oversight.
Month 3
Models generate their own research papers for the next generation.
Month 5
The system designs its own efficient neural pathways during flight.
Month 6 · D-Day
You are invited to read your own final research report online.
What you cost, what the machine costs, and what you get on the way out.
Per year
Savings: 98.2%
40 hours weekly
Time spent tuning kernels
12 cups
Coffee consumed per breakthrough
99 percent
Percentage of research automated
Your severance
One free GPU cluster subscription for six months.
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