---
title: "Local AI Demos"
category: "talks"
date: "2026-07-01"
time: "12:05pm-12:25pm"
track: "Local AI"
room: "Track 4"
speakers: []
sourceLabels: ["Official conference schedule", "Public YouTube metadata"]
scheduleTrack: "Local AI"
scheduleRoom: "Track 4"
scheduleLabels: ["Local AI", "Track 4", "session", "confirmed"]
---
# Local AI Demos

## Conference Context
- Date/time: 2026-07-01 · 12:05pm-12:25pm
- Track/room: Local AI · Track 4
- Speaker(s): TBA
- Session type/status: session · confirmed

- Track: Local AI
- Room: Track 4
- Session type: session
- Status: confirmed

## Session Description
Rolling demos: GLM 5.2 running on DGX Station; Nemotron 3 Ultra running on 4× DGX Spark; real-time speech on a single Spark; and visual/diffusion generation on a single Spark.

## Media Evidence
No related AI Engineer channel video found yet.

## Evidence Graph
This evidence graph is generated from currently linked source material: official schedule text, related video pages, cached transcripts, visible slide text, dense/reconstructed slide pages, and AI slide-classification audits.

### Media Signals
No linked video, transcript, or slide source has been attached yet.

### Agent Reading Notes
Use these signals to refine the synopsis, topic links, people/company context, and method notes. If a source is a related external video rather than an exact official recording, keep it framed as supporting evidence.

## Transcript Status
No official session recording transcript was found by exact title match on the AI Engineer YouTube channel during this run.

## Notes
- Pending transcript synthesis when an official recording or confirmed matching video is available.

## Synthesis
### Synthesized Breakdown
# Local AI Demos ## Conference Context - Date/time: 2026-07-01 · 12:05pm-12:25pm - Track/room: Local AI · Track 4 - Speaker(s): TBA - Session type/status: session · confirmed - Track: Local AI - Room: Track 4 - Session type: session - Status: confirmed ## Session Description Rolling demos: GLM 5.2 running on DGX Station; Nemotron 3 Ultra running on 4× DGX Spark; real-time speech on a single Spark; and visual/diffusion generation on a single Spark. ## Media Evidence No related AI Engineer channel video found yet. ## Evidence Graph This evidence graph is generated from currently linked source material: official schedule text, related video pages, cached transcripts, visible slide text, dense/reconstructed slide pages, and AI slide-classification audits. ### Media Signals No linked video, transcript, or slide source has been attached yet.

### Speaker And Company Context
- No speaker profile is attached in the official schedule data.

### Topics Covered
- Topic links are pending transcript-backed classification.

### Derived Links And Source Material

### Novel Concepts / Clever Methods
- No highlighted novel concept has been detected yet.

### Evidence Boundary
This synthesis is based on the official schedule and linked source pages. It should be revisited when exact session recordings or transcript-backed secondary sources are available.