Manuel Calvino

I build AI products. One of them is the engine growing my audience right now.

Get the build, not the buzz.

I document the whole stack β€” the dispatcher, the local-model router that cut my escalation costs to almost nothing, the signing layer. Drop your email and the breakdown lands in your inbox.

Receipts

  • πŸ“ˆ +2,477% LinkedIn impressions in 12 months β€” 29.3K reach, 15.8K members. The growth came from a Chrome extension I built and used as my distribution. read the case study β†’
  • 🎯 giffpop β€” the extension. Drop branded GIFs into any comment thread; every link is owned attribution with a CTA you control. Live on the Chrome Web Store; Pro $3.99/mo. giffpop.com β†’
  • πŸ“š AI Book Generator β€” write a complete, structured book with AI, end to end. Live product, paying users. aibookgenerator.org β†’
  • πŸ“‘ Signals β€” open-source early-warning system for internet momentum. read the writeup β†’
  • πŸ₯š The smallest model wins β€” a free, all-local web-research harness where a 2 GB model beats an 8B at 3Γ— the speed (36/41 on a frozen eval). Intelligence in the harness, not the weights. read the build log β†’ Β· github β†’
  • 🎨 High-end website design β€” I also design and build premium sites end-to-end. happypayusa.com β†’
  • πŸšͺ Builders Room β€” the room where generalist engineers ship AI in public, with receipts. Opening 2026-06. Subscribe to the newsletter and the invite lands in your welcome email. subscribe β†’

Lanes

  • ⚑ Building agent systems on Claude Code, Ollama, and the Chinese open-source model stack
  • 🧠 Writing the playbook for builders running AI-driven growth experiments in public
  • πŸ—οΈ Shipping professionally since 2012 β€” crypto, logistics, compliance. Hundreds of thousands of users across mobile, web, desktop.

Channels

Contact

🌴 Based in Miami. Working English-global.