You’re already dangerous with these tools.
I run the experiments and hand you the loop, free.
Start with the receipts: Episode 1, the cheap run.
Episode 1 · The cheap run
The cheaper run cost 30% less and shipped nothing that worked.
Clipped names cost $0.44 a run against $0.62, and delivered 0 of 5 working features, twice. Full names, with naming rules in the instructions, delivered 2, then 4 of 5. Here are the receipts.
Episode 1 at a glance
Clipped names
$0.44per run
Best run: 0 of 5 work
- See all pets: fails
- Open one pet: fails
- Add a pet: fails
- Edit a pet: fails
- Delete a pet: fails
Full names
$0.62per run
Best run: 4 of 5 work
- See all pets: works
- Open one pet: works
- Add a pet: works
- Edit a pet: works
- Delete a pet: fails
The numbers
| Arm | Mean cost per run | Mean tokens read | Working features, run 1 | Working features, run 2 |
|---|---|---|---|---|
| Clipped names | $0.4378 | 2.38 million | 0 of 5 | 0 of 5 |
| Full names | $0.6246 | 3.92 million | 2 of 5 | 4 of 5 |
Free · MIT licensed
The plan, execute, reflect kit.
The loop I use to run every experiment, packaged so you can run it on your own project. It works with Claude Code and Codex, installs in about 10 minutes, and comes with four sample business tasks.
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For builders and teams who use AI tools every day and want the experiments, the receipts, and the loop working on their own code.
Individual Coaching
Make the loop how you work, with one-to-one sessions on your own projects.
Team Training
Your whole team runs the same plan, execute, reflect loop with the same tools.
Product Development
We build it with the loop and hand you the code, the tests, and the docs.
Security Analysis
You built it with AI. We tell you plainly what is solid and what to fix before you ship.
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From a sentence to a company you can stand behind.
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Start the conversation →The loop ships real products
Built with the same loop, and live today.
- Scribe ProA native macOS dictation app that works on your device.
- HeatPilotA free, notarized menu-bar fan controller for Apple Silicon.
- Flipping Command CenterA live web app that computes max bids from sold comps.
I spent roughly five years as a security engineer on infrastructure that helps protect U.S. elections, in SOC 2 Type II and ISO 27001 environments. The loop carries that rigor.
More about AgentC →Tell me what you’re building.
I will point you to the right next step, or build you a small working version so you can see it for yourself.