---
title: "What Lies Beneath the API — Benjamin Cowen, Modal"
category: "resources"
sourceLabels:
  - "Public YouTube metadata"
  - "YouTube transcript"
videoId: "HvZXAOZ3iv8"
last_enriched: "2026-07-08T23:50:10.390386+00:00"
---
# What Lies Beneath the API — Benjamin Cowen, Modal

## What It Is
A public AI Engineer YouTube AI Engineer cut video used as supporting material for the AI Engineer World's Fair 2026 wiki.

## Transcript Status
Cached transcript text is available at `raw/sources/youtube-transcripts/HvZXAOZ3iv8.txt` (1,823 words).

## Topic Signals
- [[coding-agents|Coding Agents]], [[inference-engineering|Inference Engineering]], [[mcp|MCP]], [[ai-sandboxes|AI Sandboxes]]
- Transcript keywords: `fast`, `requirements`, `tuning`, `platform`, `engineers`, `quantum`, `gradient`, `comes`

## Link
[YouTube](https://www.youtube.com/watch?v=HvZXAOZ3iv8)

## Extracted Slides
- [[youtube-HvZXAOZ3iv8-slides]]
