Field Note · Operations · Fall 2026

How my company actually runs on AI agents.

Eleven slides of receipts, not theory: the operating system behind Kneaded.ai — agent roles, a shared group chat, decision gates, automatic tests — and the open-source pieces you can take home.

Kneaded.ai builds bespoke software for small businesses, AI-native from day one. CCC is the platform I built to run agents like a small team. This deck walks the whole pipeline, from a customer asking for something to that thing shipping, with a human decision gating every risky move.

$160K+Processed for customer studios

~5,000Appointments booked and run

Watch first · The companion video

The deck, narrated. Also on YouTube: youtu.be/BscoC5E3wVA

The deck · 11 slides

Title slide: How my company actually runs on AI agents. Kneaded.ai and CCC. $160K+ processed, ~5,000 appointments. — 01The promise: real receipts first, then the operating system.

Proof slide: real customers pay, real software ships, every day. Owner dashboard, a live package purchase, a second industry, and CCC. — 02Proof, not theory: live studios, live payments, a second industry.

The reveal: each stage has an owner, and the human approves the risky moves. The pipeline of agent roles from ask to shipped. — 03The reveal: each stage has an owner; I approve the risky moves.

First, let them talk to each other: the shared agent group chat where sessions coordinate. — 04First, let them talk to each other: the shared group chat.

What really moved things: a full-time tech-lead agent owning execution. — 05What really moved things: a "full-time" tech lead owning execution.

Fast UX loop: click a broken UI, a builder agent fixes it while testing continues. — 06The fast UX loop: I click a broken UI; a builder fixes it while I keep testing.

Fast loop with customers: they ask, it ships. — 07The customer loop: they ask, it ships.

08Fast decisions: agents pack and present the topic — with voice, avatar, captions.

Quality: every break becomes a test, automatically. — 09Quality: every break becomes a test. Automatically.

The resources, open-source: the CCC orchestrator, cookbooks, video-claw, and the ccc.amirfish.ai hub. — 10Take something home: CCC, cookbooks, video-claw — all open-source.

This deck was built the same way — by the same agent pipeline it describes. — 11The making of: this deck was built the same way.

Open Source · MIT

All of it is free and open.

The orchestrator in these slides is Command Center for Claude — install, prompts, cookbooks, and the demo video all live at ccc.amirfish.ai. Take what's useful.

Questions about applying any of this to your team? Email me.