---
title: "GTM Is You - Victoria Melnikova, Evil Martians"
category: "resources"
sourceLabels:
  - "Public YouTube metadata"
  - "YouTube transcript"
videoId: "G6IlDzj8OjA"
last_enriched: "2026-07-15T23:40:57.227849+00:00"
---
# GTM Is You - Victoria Melnikova, Evil Martians

## 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/G6IlDzj8OjA.txt` (5,917 words).

## Topic Signals
- [[mcp|MCP]], [[coding-agents|Coding Agents]], [[voice-agents|Voice Agents]], [[agent-memory|Agent Memory]]
- Transcript keywords: `hate`, `night`, `simple`, `conferences`, `loud`, `proposition`, `warm`, `distribution`

## Link
[YouTube](https://www.youtube.com/watch?v=G6IlDzj8OjA)

## Extracted Slides
- [[youtube-G6IlDzj8OjA-slides]]