# Marvin Aziz

Growth Engineer at [Lindy](https://lindy.ai) in San Francisco, running product-led growth experiments. Built agents with thousands of professionals through a community we grew, before becoming what I like to call an "agentic builder" — a fancy way of saying I built myself a system with agents to ship software at an unreasonable pace. This site is where I write about it as I go.

## Recent writing

- [How I make videos with Claude Code](https://marvinaziz.de/blog/how-i-make-videos-with-claude-code) — October 7, 2026
- [How to trust your agent](https://marvinaziz.de/blog/how-to-trust-your-agent) — August 26, 2026
- [How I ship code I can't read](https://marvinaziz.de/blog/how-i-ship-without-reading-code) — June 22, 2026
- [Why My Coding Agents Live on a VPS Now](https://marvinaziz.de/blog/coding-agents-on-a-vps) — May 13, 2026
- [The Four Layers of Agentic Engineering](https://marvinaziz.de/blog/four-layers-of-agentic-engineering) — April 4, 2026

See all posts at [https://marvinaziz.de/blog](https://marvinaziz.de/blog).

## Stack

Tokens through my coding agents in the last 30 days, through 2026-11-11: 59.9B across 7,096 sessions (58.2B of it cache reads).

- By assistant: codex 65.1%, claude code 29.7%, pi 5.2%
- Top models: gpt-6.1-sol 58.0%, claude-opus-5-5 28.5%, gpt-5.6-sol 5.1%, gpt-5.6-luna 3.5%, gpt-6-sol 1.9%, other (9 models) 3.0%

## Links

- [X](https://x.com/marvinaziz)
- [GitHub](https://github.com/marvtub)
- [LinkedIn](https://linkedin.com/in/marvin-aziz)
- [YouTube](https://youtube.com/@webtotheflow)
- [Email](mailto:marvin@lindy.ai)