Https://services.deepen.ai
Mechanical turk has shut down!
And this is our answer to offer an alternative
1/Most of what we built at @deepenai went into ADAS and self-driving. Tens of teams got safer programs on the road with our calibration, labeling, and validation tools.
The next generation is robots, humanoids, and world models. They need something automotive never had to solve.
5/ For data owners: list on your terms, block named competitors, stay anonymous through beta, get paid per sale.
For builders: evaluate the sample, the license, and the validation before you commit a dollar.
Physical AI doesn’t just need more data. It needs refined data.
Validated. Calibrated. Traceable. Built with provenance.
That’s why we built Deepen Refinery: a marketplace for real-world data you can actually trust.
refinery.deepen.ai/
Self-improving agents are the hot idea, but today that means running a standalone daemon: separate memory, separate skills, a security surface you now own.
I wanted the compounding without the second brain. So I built Second Nature, native in @claudeai
Three commands:
🌱 /harvest: mines your sessions for repeated work, drafts it into skills with evidence attached
✅ /promote: nothing self-installs; every skill passes a human gate
✂️ /curate: weekly pass that retires what's stale (archives, never deletes)
The design bet: self-improving agents don't fail because they can't write skills, they fail because they confidently install junk. Evidence + a human gate fixes that.
Free & MIT-licensed: github.com/mmusa/second-natu…
Customers are looking for outcomes and outcomes need credible experts with strong judgement to stand behind it
linkedin.com/posts/mohammad_…
Mohammad Musa retweeted
AI x Autonomous vehicles: @deepenai
Deepen AI is one of the startups that participated at the Beyond Borders competition at the MIT Saudi Business Symposium
Mohammad Musa tells us more details:
Mohammad Musa retweeted
Looking forward to the ADAS & Autonomous Vehicle Technology Expo, Stuttgart in a couple of weeks. Team @SafetyPool4AV Scenario Database will be at the Expo to share and discuss the latest features and upcoming developments...
We have some exciting new announcements in store. If you are visiting the @avtexpo, plz do visit our stand...
Theme for the Annoucement: Democratising safety...
📢
🗓️ 4-6 June 2024
📍Messe Stuttgart, Germany🇩🇪
As the world’s largest publicly accessible scenario database, Team @SafetyPool4AV will demonstrate how you can use our public scenario library to test your #selfdriving vehicle systems virtually or in real-world, with integration with major simulation platforms, enabled by compliance with major industry standards.
Mohammad Musa retweeted
In the darkest moments, you see some of the best of humanity. This video is an example of that. Hope, beauty and a smile, from the unlikeliest place.
I hope it gives you some hope. I pray it helps you be in the moment, have gratitude and smile. The here and now now is ephemeral, but beautiful, in it’s own way. Too often cynicism and negativity wins out in our thoughts. Do whatever you’re able to. Work with excellence. Even through the dark times, do the hard work. Humanity is worth it. I don’t know how, but it’ll be okay.
It’s not perfect, but this put a smile on my face. If you’re a techie, in AI or whatever it is that you do. This inspires us to do the work with excellence and to know that the work will benefit humanity, in some way, however small, it’s worth it. 🙂 – at San Jose, CA