Hey @karpathy,
I used an LLM on Riemannian Manifolds in Latent Spaces, then 'vibe Coded' the math back into it to fix the hallucinations.
It explains the metric tensor as just a 'local speed limit' for gradients.
https://github.com/juyterman1000/entroly
check this it will help save tokens without loosing quality.

Latest revision is 3.
Revision 3 Apr 7, 2026 4:18 AM
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Hey @karpathy,
I used an LLM on Riemannian Manifolds in Latent Spaces, then 'vibe Coded' the math back into it to fix the hallucinations.
It explains the metric tensor as just a 'local speed limit' for gradients.
https://github.com/juyterman1000/entroly
check this it will help save tokens without loosing quality.

Revision 2 Apr 7, 2026 4:18 AM
View Revision

Hey @karpathy,
I used an LLM on Riemannian Manifolds in Latent Spaces, then 'vibe Coded' the math back into it to fix the hallucinations.
It explains the metric tensor as just a 'local speed limit' for gradients.
https://github.com/juyterman1000/entroly
check this it will help save tokens without loosing quality

Revision 1 Apr 7, 2026 4:15 AM
View Revision

Hey @karpathy,
I used an LLM on Riemannian Manifolds in Latent Spaces, then 'vibe Coded' the math back into it to fix the hallucinations.
It explains the metric tensor as just a 'local speed limit' for gradients.