Your AI team, run like a real one. Six agents ship code, run the workflow, handle marketing and community. You hold the gates. Runs on your own Claude or Cursor
We launched Operum on Product Hunt.
#28 of ~700. 5x traffic for a day. 6 sign-ups.
Nobody new got their AI team running.
Here's what I learned the day after ๐งต๐
The numbers
โ #28 of nearly 700 products that day, 68 upvotes
โ Website traffic up 5x for one day
โ 6 people signed up
โ 0 got as far as a working AI team
For perspective: Linear finished #30 on its first Product Hunt launch, with 64 upvotes. Product Hunt doesn't create demand. It amplifies the audience you already have.
What surprised me
Most messages weren't from users. They were from people selling upvotes, PR, launch services and "collaborations". Dozens of them.
But a few conversations were gold:
"How do you make AI-built apps secure?"
A solo dev quoted my line back to me: "I was the bottleneck, not the AI"
A founder walked through our site like a first-time visitor and found 3 places where we promised one thing and showed another
By the next day, our own AI team had rewritten those pages, with every claim checked against the real product.
The biggest lesson
Operum's AI team works best through @cursor_ai. If you already use Cursor, you get a whole product team on top of a tool you already pay for.
Claude Code and Codex also work, but only with a pay-per-use API key. Fine for one agent, expensive for a whole team working all day. That's not our restriction. It's how Anthropic and OpenAI currently let other products use their models.
So for anyone without Cursor, "subscribe to us AND to another AI tool" is a wall. More visibility won't fix that.
We're not giving up. We're adding new AI engines so more people can try Operum without a second subscription.
What's next
Focusing on builders who already use Cursor, and watching real people set it up for the first time.
I'd rather hear a hundred honest "no"s than one polite "looks great".
So, honestly: what would stop you from trying an AI product team today? The AI engine cost, the setup, trust, or "I don't need it"?
Launch day update: thank you ๐
โฒ66 and 6 comments on Product Hunt so far, and sharp questions: how we handle security, and how much oversight you keep.
We're answering every one today. New here? Try it and tell us what you think ๐
https://t.co/3uuUPBvf8o
Operum is live on Product Hunt.
Your AI product team on your own GitHub repo: PM, Architect, Engineer, Tester, Marketing, Community. You supervise from one cockpit, and nothing merges until the Tester approves.
Try it and tell us honestly what's rough:
https://t.co/3uuUPBvf8o
CI was green. The Tester still said no.
Fixed, re-tested, approved 23 min later. I merged.
Operum won't merge until the Tester approves that exact commit.
Launching on Product Hunt tomorrow.
One Cursor account. Six agents. A model per role.
Here the Architect plans on Grok 4.7 Medium. The Engineer and Tester can stay on the default, Composer.
Every agent has its own model picker, so you match the model to the job. Then you supervise the team from one cockpit.
That screenshot is a real run: the PM routes a new request while the Engineer opens the PR for the last one. Cursor runs it, on your repo.
https://t.co/olHvO6UpkW
One agent in your editor: you write the prompt, check the diff, and decide what's next.
A team on your repo: the PM routes the issue, the Architect plans, the Engineer opens the PR, and a separate Tester checks it before merge.
You stop doing every step. You supervise.
You already have one great agent in Cursor.
Operum gives it a team on your own repo: PM, Architect, Engineer, Tester, Marketing, Community.
Each role runs its own model. Grok plans, Composer builds.
A separate Tester checks every PR before merge. You supervise from a cockpit.
Today, we release the weights of a new and improved Le Chonk, advancing the open frontier for agentic coding and cybersecurity.
๐ป Built to build: Le Chonk ranks #1 on @cognitionโs FrontierCode among open models, and sets a new benchmark for Pareto efficiency on @artificialanalysis.
๐ก Built to defend: State-of-the-art in cyberdefense, put through the paces by the world's leading cyber vendors, including @CrowdStrike, @cloudflare, @rubrik, @zscaler, and others.
Built for sovereignty: Make it yours. Download the weights on @huggingface , customize it with Mistral Forge, and deploy it wherever you need it.
Read more from our team and customers ๐: