Markdown source

Trust, But Verify: Human-in-the-Loop for Agents That Actually Matter

Conference Context

Session Description

"In this talk we'll walk through the full spectrum of human-in-the-loop patterns, from lightweight inline confirmations to out-of-band permission gates to handing your agent a wallet with real money in it and more. Each pattern fits a different level of consequence, and knowing which to reach for is what separates demo agents from production ones. We'll cover the honest tradeoffs of latency, user experience, and trust so you can make the right call for your specific use case. The entire talk is built around various live demos that escalate in stakes with every step. You'll leave with a mental model and working reference architecture you can apply the same day."

Media Evidence

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Evidence Graph

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Media Signals

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Agent Reading Notes

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Transcript Status

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People

Notes

Synthesis

Synthesized Breakdown

Trust, But Verify: Human-in-the-Loop for Agents That Actually Matter ## Conference Context - Date/time: 2026-07-01 · 1:30pm-1:50pm - Track/room: track TBD · Expo Stage 1 NE - Speaker(s): Michael Liendo - Session type/status: session · confirmed - Track: track TBD - Room: Expo Stage 1 NE - Session type: session - Status: confirmed ## Session Description "In this talk we'll walk through the full spectrum of human-in-the-loop patterns, from lightweight inline confirmations to out-of-band permission gates to handing your agent a wallet with real money in it and more. Each pattern fits a different level of consequence, and knowing which to reach for is what separates demo agents from production ones. We'll cover the honest tradeoffs of latency, user experience, and trust so you can make the right call for your specific use case. The entire talk is built around various live demos that escalate in stakes with every step.

Speaker And Company Context

Topics Covered

Derived Links And Source Material

Novel Concepts / Clever Methods

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.