--- title: "External YouTube Video Discovery" category: "resources" sourceLabels: ["yt-dlp search", "Secondary source triage", "Official schedule matching"] --- # External YouTube Video Discovery This page is generated by `scripts/discover_external_event_videos.py`. It searches YouTube beyond the official AI Engineer channel and scores candidates against the official World's Fair schedule. High-confidence rows are still **secondary sources only** until a human verifies the recording against the official schedule and source video. ## Latest Run - Checked at: `2026-07-09T19:59:44.344481+00:00` - Queries: 7 - Unique videos reviewed: 21 - High-confidence secondary-source candidates: 2 - Medium-confidence review candidates: 3 - Low-confidence event-context videos: 16 ## Matching Rules - Require event markers such as AI Engineer World's Fair, AIE World's Fair, WF2026, or equivalent metadata. - Score against official schedule title tokens, exact title phrases, speaker names, and speaker company names. - Penalize official AI Engineer channel results because those are primary/official-channel inputs handled by the normal pipeline. - Penalize recap/vlog/event-footage language for talk matching; those may remain useful context but should not be treated as talk recordings. - Mark high confidence only when the video is external, event-marked, non-recap-like, and strongly matches an official talk through title/speaker/company evidence. ## High Confidence - [AI Engineer World's Fair: Building Reelful - Agentic Video Editor](https://www.youtube.com/watch?v=AheG9p_JXVw) - Uploader: Kate | AI Founder · Building Reelful - Confidence: high (0.74) - Matched talk: [[2026-07-01-ekaterina-deyneka-building-an-agentic-video-editor-for-mass-consumer|Building an Agentic Video Editor for Mass Consumer]] - Schedule: Day 4 — Session Day 3 · 11:40am-12:00pm · Track 1 - Reasons: event marker in title/metadata; ordered title phrase match 0.50; company match: Reelful; talk/session-shaped title; plausible talk/workshop duration - Transcript status: captions_imported raw/sources/external-youtube-transcripts/AheG9p_JXVw.txt - [Why Self-Driving Production Is the Future — Eric Schwartz, Traversal | AI Engineer World's Fair 2026](https://www.youtube.com/watch?v=qakTj_xI0gk) - Uploader: WorkOS - Confidence: high (0.8) - Matched talk: [[2026-06-29-session-self-driving-production-ai-wrote-your-code-ai-should-fix-it-too|Self-Driving Production: AI Wrote your Code. AI Should Fix It, Too]] - Schedule: Day 2 — Session Day 1 · 2:50pm-3:10pm · Expo Stage 4 SE - Reasons: event marker in title/metadata; leading official title phrase appears in video title; talk/session-shaped title; plausible talk/workshop duration - Transcript status: captions_imported raw/sources/external-youtube-transcripts/qakTj_xI0gk.txt ## Medium Confidence - [Token Maximization Is Over — Remy Guercio, Tailscale & Michael Grinich | AIE World's Fair 2026](https://www.youtube.com/watch?v=aMjZ0ij9DZg) - Uploader: WorkOS - Confidence: medium (0.58) - Matched talk: [[2026-07-01-michael-grinich-auth-for-agents-unblock-autonomous-ai-with-auth-md|Auth for Agents: Unblock Autonomous AI with auth.md]] - Schedule: Day 4 — Session Day 3 · 11:40am-12:00pm · Main Stage - Reasons: event marker in title/metadata; speaker match: Michael Grinich; company match: WorkOS; talk/session-shaped title; plausible talk/workshop duration - [The Future of Work: Software Factories, FDEs, and the 46x Curve — 'Job' Is Dissolving](https://www.youtube.com/watch?v=dhJMVOjxa5A) - Uploader: Borrow My Brain - Confidence: medium (0.58) - Matched talk: [[2026-06-29-pauline-brunet-how-forward-deployed-engineering-is-done-at-cursor|How Forward Deployed Engineering is done at Cursor]] - Schedule: Day 2 — Session Day 1 · 11:10am-11:30am · Track 8 - Reasons: event marker in title/metadata; speaker match: Pauline Brunet; company match: Cursor; talk/session-shaped title; plausible talk/workshop duration - [Why Trust Is the Bottleneck for Agents — Jean-Denis Greze, Town | AI Engineer World's Fair 2026](https://www.youtube.com/watch?v=x1-B2DJr3i4) - Uploader: WorkOS - Confidence: medium (0.58) - Matched talk: [[2026-06-29-jean-denis-greze-agents-next-frontier-agent-to-agent-and-network-effects|Agents' next frontier: agent-to-agent and network effects]] - Schedule: Day 2 — Session Day 1 · 1:30pm-1:50pm · Track 1 - Reasons: event marker in title/metadata; speaker match: Jean-Denis Greze; company match: Town; talk/session-shaped title; plausible talk/workshop duration ## Event Context / Low Confidence - [AI Engineering Workflows, Benchmarks, and the Future of Coding Agents | swyx](https://www.youtube.com/watch?v=ektfGYRTzP4) — AI:AM — event_context_only - [Agent架构的十字路口：World's Fair 2026五场必看Talk（Harness 工程为什么是新前沿）](https://www.youtube.com/watch?v=-Ppe1_nF5qc) — 01Coder — event_context_only - [Commod | AI Engineer World's Fair 2026 Startup Battle (Full Pitch)](https://www.youtube.com/watch?v=_wA3chhNQS0) — Commod — event_context_only - [The "Holy Shit" Moments vs. The "Not There Yet" Hype | Insights from AI Engineer World’s Fair](https://www.youtube.com/watch?v=XbwwpfYPVWk) — Ksenia | Turing Post — event_context_only - [📅 ThursdAI - LIVE from AI Engineer Worlds Fair - OpenAI, DeepMind, EXO, Sakana & more friends](https://www.youtube.com/watch?v=ZZo8myR6LFA) — Alex Volkov from ThursdAI — event_context_only - [AIE World's Fair 2026 - Day 3 in 13 min - AI Engineer - WF2026](https://www.youtube.com/watch?v=-YxxlYQdd5w) — CorticalFlow — event_context_only - [AIE World's Fair 2026 - Day 2 in 13 min - AI Engineer - WF2026](https://www.youtube.com/watch?v=ewLCOy9mGO8) — CorticalFlow — event_context_only - [AI Startup Playbook 2025: A Founder/CTO’s Insights from AI Engineer World's Fair](https://www.youtube.com/watch?v=kzYto7ZcFWo) — Patrick Ellis — event_context_only - [IRL at AI Engineer World's Fair in SF](https://www.youtube.com/watch?v=0JaDGb8ZwuU) — Ray Fernando — event_context_only - [MLH @ AI Engineer World’s Fair 2026](https://www.youtube.com/watch?v=0PGO7Ljp8zg) — Major League Hacking — event_context_only - [AI Engineer World's Fair Opening Video by HyperFrames [85/100]](https://www.youtube.com/watch?v=FJX8ZXDWP8w) — Review Ai Videos — event_context_only - [AIE World's Fair 2026 - Day 1 in 13 min - AI Engineer - WF2026](https://www.youtube.com/watch?v=wkOiO8sH88s) — CorticalFlow — event_context_only - [I Went to the Biggest AI Conference in the World. Only 5 Startups Impressed Me.](https://www.youtube.com/watch?v=HXH7YCteIkY) — Hey AI — event_context_only - [GPT-5.6 STILL LOCKED + Nobel Laureate Switches Labs + Colorado AI Law Gutted | AI News June 29, 2026](https://www.youtube.com/watch?v=NJxqWu2lrvM) — BizThriveAI - AI News — event_context_only - [GPT-5.6 Only for 20 Companies | John Jumper to Anthropic | Qualcomm $10B | AI News June 29 2026](https://www.youtube.com/watch?v=PupBlK6JuJQ) — BizThriveAI - AI News — event_context_only - [The Inngest Crew at AI Engineer World's Fair in SF](https://www.youtube.com/watch?v=RZd8g89hZgw) — Inngest — event_context_only ## Source Artifact - `raw/sources/external-video-discovery-latest.json`