Slides: You Might Not Need 50 Diffusion Steps — Ziv Ilan, Nvidia

Source Video

You Might Not Need 50 Diffusion Steps — Ziv Ilan, Nvidia

Relationship To World's Fair 2026

These slides are extracted from a public AI Engineer YouTube video connected to World's Fair 2026. Speaker-matched clips are supporting context unless later confirmed as exact session recordings; official livestream recordings are day-level/event-level source material.

Related Scheduled Sessions

No individual scheduled session mapping has been assigned yet; treat this as an event livestream deck.

Extracted Slides

Recreated text/layout view: open HTML recreation
AI slide classifier: content_slide confidence 0.99
Text source: agent_vision.
OCR decision: ready — Dense bullets and small diagram labels are better handled by OCR than manual vision transcription.

Slide text:

Diffusion models: What & Why

Recreated text/layout view: open HTML recreation
AI slide classifier: content_slide confidence 0.99
Text source: advanced OCR rapidocr-live/bright-screen/contrast.
OCR decision: ready — Mixed small captions, comparison images, and code-like text are OCR-suitable.

Slide text:

Quantization: Performance & Quality

FLUx2[dev]on Blackwell|Quaitypreserved ateveryprccision level

16 NM04 B16

AIE

DIY with TensorRT-LLM - Visual Gen Run a pre-quantized ckpt from HF

#With NVFP4quantization labs/FLUx.2-dev --prompt "A cat' --linear_type trtllm-nvfp4 python visual_gen_flux.py--model_path black-forest- black-forest-labs/FLUX.2-dev-NVFP4

WIGAA

AI Engineer

AlEnginecr EUROPE

TUROK

20

Hidden Non-Slide Evidence

`slide-001.jpg` — speaker_stage confidence 0.98; Speaker on stage with only a partially visible slide; not a readable presentation slide.

Classification audit: raw/sources/slide-ai-classification/slides/gHs5ZiY80PM/audit.json

Slide-Derived Subjects To Review

Subject extraction uses video title, related session titles/descriptions, transcript context, and OCR text when available. OCR is best-effort and should be reviewed against the embedded slide images.