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Video Attendance Visibility

This page records the conservative video-level attendance visibility pass. It is not an exact attendance count. A number is shown only when the visual signal is high confidence; zero and low-confidence estimates are suppressed.

Display Rule

• Do not show a number when the estimate is zero.
• Do not show a number when confidence is low or the source is only a supporting/camera-family proxy.
• When confidence is high, show a capped icon scale from 1 to 10 person icons.
• Automated detector output may nominate a candidate, but publication requires explicit high-confidence review.
• The icon scale is a visible-attendance signal, not a precise count.

Published Icon Signals

• No high-confidence video attendance icon signals are publishable in this pass.

Suppressed Video Signals

• PmZDupFP3UM — AI-Assisted Engineering: 5 Trends We're Seeing From 500+ Organizations (Expo Stage 2 NW): suppressed; max local visible-person signal 2; confidence low.
• I2cbIws9j10 at 6227s — Latent Space Live: the Inference Inflection from First Principles (Expo Stage 2 NW): suppressed; max local visible-person signal 3; confidence low.
• xz0-brt56L8 — An Interaction Is All You Need (Expo Stage 3 SW): suppressed; max local visible-person signal 2; confidence low.
• NuePCNMpWGc — Expo Welcome Speech (Expo Stage 3 SW): suppressed; max local visible-person signal 4; confidence low.
• BM2JX9hqsVQ — An AI Future Without the Lock-In (Expo Stage 4 SE): suppressed; max local visible-person signal 1; confidence low.
• tzRvcTEapzo — All the Things We Have to Do to Satisfy Your Insatiable Need for Tokens (Leadership 1): suppressed; max local visible-person signal 2; confidence low.
• bSG9wUYaHWU — Coding Agents Don't Scale Themselves. Neither Do Your Teams.The Rise of Agent Enablement. (Leadership 2): suppressed; max local visible-person signal 1; confidence low.
• Lc8zRh9muoY — FinOps for AI Agents: Who Spent All the Tokens? (Leadership 2): suppressed; max local visible-person signal 4; confidence low.
• SZStlIhyTCY — Tokenomics: From AI Spend to AI Value (Leadership Lounge): suppressed; max local visible-person signal 5; confidence low.
• I2cbIws9j10 at 28640s — Closing Keynote: Garry Tan (Main Stage): suppressed; max local visible-person signal 3; confidence low.
• I2cbIws9j10 at 11668s — Harness Engineering: Building the Production Cage for Powerful Domain Agents (Main Stage): suppressed; max local visible-person signal 3; confidence low.
• I2cbIws9j10 at 4262s — How Anthropic Builds: Lessons from Labs (Main Stage): suppressed; max local visible-person signal 3; confidence low.
• I2cbIws9j10 at 29906s — $100,000 AIE Startup Battlefield — presented by Hyperagent (Networking Room): suppressed; max local visible-person signal 5; confidence low.
• wsFd22SL1s8 — 'From fork() to Fleet: Designing an Agent Sandbox Cloud Pt 1' (Track 1): suppressed; max local visible-person signal 1; confidence low.
• AheG9p_JXVw — Building an Agentic Video Editor for Mass Consumer (Track 1): suppressed; max local visible-person signal 1; confidence low.
• B9h9ovW5H9U — AI on Your Lakehouse: Context Comes in Shapes, Not Queries (Track 2): suppressed; max local visible-person signal 2; confidence low.
• Bc6Ojl2XS1w — Build realtime multimodal agents with Gemini Live (continued 2) (Track 4): suppressed; max local visible-person signal 6; confidence low.
• 7Dtu2bilcFs — Agentic Security: Permissions, Provenance, and the Agent Supply Chain (Track 5): suppressed; max local visible-person signal 6; confidence low.
• liG97YXaTSA — Everything Is a Rollout (Track 5): suppressed; max local visible-person signal 9; confidence low.
• I2cbIws9j10 at 7876s — Context Engineering in 2026: Compaction, Memory & Cost (Track 6): suppressed; max local visible-person signal 8; confidence needs_review; automated candidate awaiting review.
• gcseUQJ6Gbg — The Missing Layer: Design Taste in AI Agents // Stop Letting Your Agents Ship Ugly UIs (Track 6): suppressed; max local visible-person signal 5; confidence low.
• dvft0Gp9sEE — Voice Agents Can Just Do Things (Track 6): suppressed; max local visible-person signal 2; confidence low.
• u3NofYYstaY — 200 Million Patient Interactions Later: What the Generic Voice Stack Misses (Track 7): suppressed; max local visible-person signal 8; confidence low.
• -cKUW6n8hBU — 'It’s Tokens All The Way Down: How RLMs are Different' (Track 8): suppressed; max local visible-person signal 4; confidence low.
• SbUxRluVRwk — Benchmarking Coding Agents on New vs Legacy Code bases (Track 8): suppressed; max local visible-person signal 2; confidence low.
• BiG2ssibKGc — Your agents lack context: Here's how to fix \"You're absolutely right!\ (Track 8): suppressed; max local visible-person signal 2; confidence low.
• bk0TmxoZlUY — Advanced workshop: Mastering AI Observability (Track 9): suppressed; max local visible-person signal 1; confidence low.
• JhJKgRAmfIU — From framework to runtime: running agents with Foundry Agent Service (Track M): suppressed; max local visible-person signal 2; confidence low.
• 1t-9-s1brcg — Get Started with Models in Microsoft Foundry to Build AI Apps (Track M): suppressed; max local visible-person signal 1; confidence low.

Method Boundary

The local detector produces a review signal from sampled frames. It can miss people in dark rooms, count speakers instead of audience, and fail on slide-only captures. For that reason, only high-confidence results are displayed on talk pages.