Know before your role does.
pssst. this is to sign up for updates on the game ;)
Will AI replace GPU Kernel Developer jobs? · Latest report #t98jsfim
Your job has an expiration date
February 14, 2028
In 16 monthsYour hand-tuned assembly loops are just waiting to be mathematically folded.
Low-level architect with a grudge against high-level abstractions.
Check another roleComment your opinionor JOIN THE RESISTANCE!
One human is building a game about fighting back.
Compiling faster than your CPU can dream




no no noyouAI▸ KERNELOPTIMIZER AI V9▸ RARITY · UNCOMMON▸ DEPRECATION IN 16 MONTHSAI's Special Power
autogenerates optimized assembly for your target architecture
You optimize parallel compute tasks at the register level to shave milliseconds off massive model training times.
The one thing AI can't do
You are the only one who knows why the shared memory bank conflict occurs.
Your enemy, your name, your date. Post it.
Step by step, from the first quiet change to Deprecation Day.
Week 4
Our models ingest your entire codebase to learn your optimization patterns.
Month 4
The AI starts proposing faster kernel variants for your common subroutines.
Month 8
The machine replaces your manual loops with its own optimized primitives.
Month 11
A new framework manages hardware-specific constraints better than any human programmer.
Month 16 · D-Day
You realize your register-level mastery is now just an engineering bottleneck.
What you cost, what the machine costs, and what you get on the way out.
Per year
Savings: 97.5%
Millions
Manual instruction cycles wasted
40 percent
Latency reduction per pass
Too much
Coffee consumed while debugging
Your severance
A lifetime subscription to our API documentation.
Discussion