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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

- Uploader: Kate | AI Founder · Building Reelful - Confidence: high (0.74) - Matched talk: 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

- Uploader: WorkOS - Confidence: high (0.8) - Matched talk: 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

- Uploader: WorkOS - Confidence: medium (0.58) - Matched talk: 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

- Uploader: Borrow My Brain - Confidence: medium (0.58) - Matched talk: 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

- Uploader: WorkOS - Confidence: medium (0.58) - Matched talk: 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 — 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） — 01Coder — event_context_only
• Commod | AI Engineer World's Fair 2026 Startup Battle (Full Pitch) — Commod — event_context_only
• The "Holy Shit" Moments vs. The "Not There Yet" Hype | Insights from AI Engineer World’s Fair — Ksenia | Turing Post — event_context_only
• 📅 ThursdAI - LIVE from AI Engineer Worlds Fair - OpenAI, DeepMind, EXO, Sakana & more friends — Alex Volkov from ThursdAI — event_context_only
• AIE World's Fair 2026 - Day 3 in 13 min - AI Engineer - WF2026 — CorticalFlow — event_context_only
• AIE World's Fair 2026 - Day 2 in 13 min - AI Engineer - WF2026 — CorticalFlow — event_context_only
• AI Startup Playbook 2025: A Founder/CTO’s Insights from AI Engineer World's Fair — Patrick Ellis — event_context_only
• IRL at AI Engineer World's Fair in SF — Ray Fernando — event_context_only
• MLH @ AI Engineer World’s Fair 2026 — 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 — CorticalFlow — event_context_only
• I Went to the Biggest AI Conference in the World. Only 5 Startups Impressed Me. — Hey AI — event_context_only
• GPT-5.6 STILL LOCKED + Nobel Laureate Switches Labs + Colorado AI Law Gutted | AI News June 29, 2026 — BizThriveAI - AI News — event_context_only
• GPT-5.6 Only for 20 Companies | John Jumper to Anthropic | Qualcomm $10B | AI News June 29 2026 — BizThriveAI - AI News — event_context_only
• The Inngest Crew at AI Engineer World's Fair in SF — Inngest — event_context_only

Source Artifact

• raw/sources/external-video-discovery-latest.json