Savlar4 sources healthy · latest episode 15 Oct 2026
descriptive claim

Inception's diffusion-based LLM is designed to be backwards compatible and retain an OpenAI-compatible API with text input and text output.

Stefano Ermon · Why Diffusion Will Win AI Inference with Inception Co-Founder and CEO Stefano Ermon · 18 Sept 2026

In their words

The transcript segments this claim was taken from

“And the interesting thing about a diffusion-based LLM is that we've built everything to be backwards compatible.”
“So it's still like the API is the same.”
“It's the same, it's still OpenAI compatible,”
“text in,”
“text out.”
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