The only requirement is a GitHub repo — messy, test-free, AI-generated code is fine. Built and run by one founder, in the open: see what ships week to week.
How a product
improves itself.
Real screens from a real workspace — the loops, the signals they watch, and the board where every fix lands as a ticket and a PR.
The workers, on the clock
Every job is a loop with a schedule and a memory — content, docs, dogfooding, a PR babysitter, Reddit. Watch them run, see what each one delivered, skipped, or found.

Run your solo SaaS
business on Loops.
SignalA schedule, a crash, a piece of feedback — something worth a look kicks the loop off. No prompt needed.
It runs on signals
you already have.
Your product is a context goldmine — every error, replay, and piece of feedback is work waiting to be assigned. A loop is the other 90%: it acts on those signals, verifies the result, and feeds the outcome back in. That's the difference between a clever prompt and a business that runs itself.
The two things a
dashboard can't do.
Analytics tools tell you what's wrong. 1mn works inside the product you own to fix it — and then goes looking for the customers a dashboard was never going to find you.
It works inside what you already own
No platform to migrate onto. 1mn acts through your repo, your accounts, your domain — PRs you review and merge, drafts you approve — and the moment you switch it off, you keep every line.
- Your code. Every change is a PR in your repo. Merge, edit, or close it. The sandbox never holds your codebase.
- Your accounts. Your Cloudflare, ad accounts, analytics, domain — used on your behalf, within your limits, never taken over.
- Your call. A human gate sits in front of everything irreversible. Autonomy is opt-in, earned one action class at a time.
It finds customers, not just fixes bugs
The half a product-analytics tool can't touch. The launch loops go looking for the people who'd want what you built — and draft the outreach for you to send. Nothing posts without your gate.
- Reddit & FB groups. Surfaces threads where your product honestly helps, with a comment drafted. You press post.
- SEO & content. Weekly keyword-gap audits with the first articles drafted — recommend-only until you approve.
- Ads, when you're ready. Wallet-capped spend monitoring with automatic fatigue pauses. Never an autonomous spend increase.
Less than a contractor.
More leverage than a team.
One flat plan, every loop. $49/mo plus your own Claude — Pro, Max, or an API key you may already pay for. No per-task metering, no surprise token bill.
- All three loops — product, marketing & support
- Unlimited loop runs, no per-task metering
- Dogfooding personas + daily digest
- Cloudflare + Vercel native, reads your repo
- Human gate on every irreversible action
- Add workspaces anytime — $49 each
14-day free trial · cancel anytime · no per-seat pricing, ever
The honest answers.
Field notes on
running solo.
How we think about autonomous loops, human gates, and operating a one-person SaaS — with the product docs when you want the how-to.
Put the roadmap on a Continue button
Handing a big feature to an AI agent chains you to your laptop — steer it every step, or come back to a mess. So I stopped steering it. I review user stories, tap one button between other things, and the roadmap ships itself. Here's the whole loop.
Read the postThe merge button was never yours to press
Everyone agreed AI pull requests need a human at the merge. That's how you rebuild the bottleneck you just automated. Review is confidence you buy — and here's how I ship most of my agent's PRs without ever reading the diff, and where I still gate hard.
Read the postCloudflare Workers vs Vercel for a Solo SaaS Backend (2026)
An honest, stack-specific breakdown of Cloudflare Workers vs Vercel for a one-person SaaS in 2026 — real pricing, CPU limits, cold starts, and the Hobby-plan trap — from a solo founder who runs loops on both.
Read the postHow to Run Meta Ads as a Solo Founder Without an Agency
The first-person playbook I use to run Meta (Facebook/Instagram) ads on my own — why an agency's fees eat a small budget alive, how to let Advantage+ do the media buying, the exact account structure I run, and the one thing I never automate. With real 2026 numbers and sources.
Read the postCloudflare Workers SaaS SEO: How I Ship a Fast, Crawlable Serverless Site
The plain, first-person way I keep a Cloudflare Workers SaaS fast and crawlable — server-rendered HTML crawlers can read, a correct robots.txt and sitemap, self-referencing canonicals, and the subdirectory-proxy pattern for putting a blog on the same domain. With the real Core Web Vitals thresholds and sources.
Read the postHow to Deploy AI Agents on Cloudflare Workers: A Solo Founder's 2026 Guide
The plain, first-person way I deploy stateful AI agents on Cloudflare Workers as a one-person SaaS — the Agents SDK on Durable Objects, cron scheduling, Workflows for durable execution, the CPU-time limits that actually bite, and a production checklist. With the real 2026 numbers and sources.
Read the post





