---
title: "Ship Real Agents: Hands-On Evals for Agentic Applications — Laurie Voss, Arize"
category: "resources"
sourceLabels:
  - "Public YouTube metadata"
  - "YouTube transcript"
videoId: "Xfl50508LZM"
last_enriched: "2026-07-15T23:40:57.478031+00:00"
---
# Ship Real Agents: Hands-On Evals for Agentic Applications — Laurie Voss, Arize

## What It Is
An official AI Engineer YouTube channel video with a cached transcript. It is retained as supporting context only because it has not been verified as an actual AI Engineer World's Fair San Francisco 2026 event recording.

## Source Classification
- Source role: supporting official-channel video context, not first-class event evidence.
- Channel/source: official AI Engineer YouTube channel AI Engineer cut video.
- Use: background, speaker, company, or historical AIE context only; do not use for World's Fair San Francisco 2026 session claims unless manually verified against the official event.

## Transcript Status
Cached transcript text is available at `raw/sources/youtube-transcripts/Xfl50508LZM.txt` (22,591 words).

## Topic Signals
- [[agent-evaluations|Agent Evaluations]], [[coding-agents|Coding Agents]], [[mcp|MCP]], [[inference-engineering|Inference Engineering]]
- Transcript keywords: `simple`, `actionables`, `loud`, `collecting`, `probably`, `comparing`, `companies`, `came`

## Link
[YouTube](https://www.youtube.com/watch?v=Xfl50508LZM)

## Extracted Slides
- [[youtube-Xfl50508LZM-dense-slides]]
- [[youtube-Xfl50508LZM-reconstructed-slides]]
- [[youtube-Xfl50508LZM-slides]]