---
title: "Livestream Thematic Anchors"
category: "resources"
sourceLabels: ["YouTube livestream captions", "Reconstructed slide evidence", "Topic synthesis"]
---

# Livestream Thematic Anchors

This page splits the broad official Worldsfair livestreams into thematic anchors without copying full transcripts into the wiki. Use it as a routing layer into transcript markdown, slide decks, topics, questions, harnesses, and evaluations.

## WF2026 Autoresearch And Keynotes
This stream is the primary event-video source for the Autoresearch and keynote arc: automated research, dense retrieval, model improvement, evaluation, and research-agent workflows.

### Source Links
- Video/resource page: [[youtube-4sX_He5c4sI]]
- Transcript markdown: [[youtube-4sX_He5c4sI-transcript]]
- Slide deck: [[youtube-4sX_He5c4sI-slides]]
- Slide deck: [[youtube-4sX_He5c4sI-dense-slides]]
- Slide deck: [[youtube-4sX_He5c4sI-reconstructed-slides]]

### Thematic Anchors
- Autoresearch workflow: [[autoresearch]], [[agentic-search]], [[agent-evaluations]]
- Retrieval and test-time compute: [[2026-06-30-han-xiao-autoresearch-for-dense-retrieval-test-time-compute-with-frozen-embedding-models]], [[agentic-search]]
- Evaluation as research control loop: [[agent-evaluations]], [[2026-06-30-laurie-voss-evals-track-intro]]
- Memory and continual learning: [[agent-memory]], [[what-context-graph-and-memory-architecture-is-practical]]

### Slide-Derived Claim Boundary
- Use this stream to connect autoresearch claims to retrieval, source comparison, and evaluation loops rather than treating it as a generic keynote recording.
- The reconstructed slide deck is high-signal for broad event framing but still needs image review before using small OCR details as final claims.

## WF2026 Software Factories And Keynotes
This stream is the primary event-video source for the Software Factories/keynote arc: coding agents, verifiers, sandboxes, software-factory operations, and production AI engineering.

### Source Links
- Video/resource page: [[youtube-htM02KMNZnk]]
- Transcript markdown: [[youtube-htM02KMNZnk-transcript]]
- Slide deck: [[youtube-htM02KMNZnk-slides]]
- Slide deck: [[youtube-htM02KMNZnk-dense-slides]]
- Slide deck: [[youtube-htM02KMNZnk-reconstructed-slides]]

### Thematic Anchors
- Software factories: [[software-factories]], [[when-do-software-factories-outperform-individual-ide-agents]]
- Coding-agent quality gates: [[coding-agents]], [[agent-eval-gate]], [[coding-agent-code-review-loop]]
- Sandboxes and runtime isolation: [[ai-sandboxes]], [[sandboxed-agent-execution]]
- Inference and operating budget: [[inference-engineering]], [[what-latency-and-cost-budget-is-right-for-agent-systems]]

### Slide-Derived Claim Boundary
- Use this stream to connect software-factory claims to verifier, sandbox, review, and rollout infrastructure.
- The reconstructed slide deck is high-signal for keynote framing and company/program themes; keep slide-derived details labeled until reviewed against the image.