---
title: "Everything Is a Rollout"
category: "talks"
date: "2026-06-30"
time: "3:45pm-4:05pm"
track: "Evals"
room: "Track 5"
speakers: ["Alex Shaw", "Ryan Marten"]
sourceLabels: ["Official conference schedule", "Public YouTube metadata"]
scheduleTrack: "Evals"
scheduleRoom: "Track 5"
scheduleLabels: ["Evals", "Track 5", "sponsor", "confirmed"]
---
# Everything Is a Rollout

## Conference Context
- Date/time: 2026-06-30 · 3:45pm-4:05pm
- Track/room: Evals · Track 5
- Speaker(s): Alex Shaw, Ryan Marten
- Session type/status: sponsor · confirmed

- Track: Evals
- Room: Track 5
- Session type: sponsor
- Status: confirmed

## Session Description
tba

## Media Evidence
[OpenThoughts: Data Recipes for Reasoning Models — Ryan Marten, Bespoke Labs](https://www.youtube.com/watch?v=liG97YXaTSA) (speaker-match related prior/adjacent AI Engineer video; captions: English auto-captions).

- Source video: `youtube-liG97YXaTSA`
- Slide deck: [[youtube-liG97YXaTSA-slides|Slides: OpenThoughts: Data Recipes for Reasoning Models — Ryan Marten, Bespoke Labs]] — 2 visible slide image(s); 2 HTML recreation(s).
![[assets/slides/liG97YXaTSA/slide-001.jpg]]
![[assets/slides/liG97YXaTSA/slide-002.jpg]]
- Slide-derived themes for `youtube-liG97YXaTSA`: reasoning, progress, benchmarks, past, five, years, trivia, questions.

## 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
- `youtube-liG97YXaTSA` — 6 slide-derived text signals
- Slide-derived themes for `youtube-liG97YXaTSA`: reasoning, progress, benchmarks, past, five, years, trivia, questions.
- Evidence links for `youtube-liG97YXaTSA`: [[youtube-liG97YXaTSA]], [[youtube-liG97YXaTSA-slides]]

### 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
Related video transcript availability: English auto-captions. Treat this as supporting context, not a recording of this exact scheduled session unless later confirmed. Not fetched yet.

## People
- [[alex-shaw]]
- [[ryan-marten]]

## Supporting Slides
- [[youtube-liG97YXaTSA-slides]] — extracted from the related public AI Engineer video.

## Attendance Visibility
No high-confidence attendance icon signal is shown for this talk. The sampled video evidence was either low confidence, source-proxy-only, or did not expose a clear audience view.

## Synthesis
### Synthesized Breakdown
# Everything Is a Rollout ## Conference Context - Date/time: 2026-06-30 · 3:45pm-4:05pm - Track/room: Evals · Track 5 - Speaker(s): Alex Shaw, Ryan Marten - Session type/status: sponsor · confirmed - Track: Evals - Room: Track 5 - Session type: sponsor - Status: confirmed ## Session Description tba ## Media Evidence [OpenThoughts: Data Recipes for Reasoning Models — Ryan Marten, Bespoke Labs](https://www.youtube.com/watch?v=liG97YXaTSA) (speaker-match related prior/adjacent AI Engineer video; captions: English auto-captions). - Source video: `youtube-liG97YXaTSA` - Slide deck: [[youtube-liG97YXaTSA-slides|Slides: OpenThoughts: Data Recipes for Reasoning Models — Ryan Marten, Bespoke Labs]] — 2 visible slide image(s); 2 HTML recreation(s). ![[assets/slides/liG97YXaTSA/slide-001.jpg]] ![[assets/slides/liG97YXaTSA/slide-002.jpg]] - Slide-derived themes for `youtube-liG97YXaTSA`: reasoning, progress, benchmarks, past, five, years, trivia, questions. ## 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.

### Speaker And Company Context
- [[alex-shaw|Alex Shaw]] — Member of Technical Staff at [[laude-institute|Laude Institute]].
- [[ryan-marten|Ryan Marten]] — Member of Technical Staff at [[laude-institute|Laude Institute]].

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

### Derived Links And Source Material
- [[youtube-liG97YXaTSA]] — related YouTube source page.
- [[youtube-liG97YXaTSA-slides]] — slide evidence.

### 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.