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Marvin
Aziz

Marketer turned agentic builder, shipping software at an unreasonable pace.

cd ./blogcd ./projects
cat about.txt
Marvin Aziz
marvin.jpggrowth engineerlindy · sf

Growth Engineer at Lindy 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.

git log --since="20 weeks ago" --author=marvtub

github.com/marvtub ->

ls -lt ./blog | head -5

ls ./blog # all 9 posts ->

tail -n 4 ~/into.log

  • [note]

    My AI coding agent spend is getting ridiculous: 2x Codex Max, Claude Code Max, Cursor Max, OpenRouter, DeepSeek API, Baseten, and Cerebras.

  • [gh]

    Discovered Rustrak and now use it on my VPS. Already connected a bunch of my pages.

  • [gh]

    Installed bottom on the VPS. Rust-written htop replacement, runs right in the terminal. CPU, RAM, network, per-process, all on one screen. Finally know what is eating memory when an agent goes feral at 2am.

  • [link]

    Moved my coding agents off my laptop. They live on a Hetzner box now. Claude Code and Codex run inside tmux, reachable via mosh. I close the lid, walk to the café, reattach from my phone, they are still going. The work stopped being tied to where I am.

tail -f ~/into.log ->

ls ~/projects

total 5

My coding-agent token usage

$ stack --since 30d

59.9B

tokens went through my coding agents in the last 30 days, across 7,096 sessions. This is who did the work.

58.2B of that is cache reads: context the agents re-read on every turn. 1.74B is new input, output and cache writes.

$ stack --by model14 models
  • gpt-6.1-sol58.0%
  • claude-opus-5-528.5%
  • gpt-5.6-sol5.1%
  • gpt-5.6-luna3.5%
  • gpt-6-sol1.9%
  • other (9 models)3.0%
$ stack --by assistant3 assistants
  • codex65.1%
  • claude code29.7%
  • pi5.2%
$ stack --personal-assistants5 active right now
  • active
    lindy
  • active
    muse
  • active
    hermes
  • active
    openclaw
  • active
    grok bot

# real numbers through 2026-11-11, updated once a day from the session logs on my laptop and devbox (codex, claude code, pi). shares are of all tokens, cache reads included.

# sessions also count scripted and sub-agent runs.

# 90d runs low: my claude code logs only go back to sep 11, and the main codex logs on devbox to oct 8.