We need to do better and demand accountability and oversight as a society. We can do it, we just need to stick together.
Father time will get us all anyway. No need to speed up the clock.
32 karma · joined February 12, 2026
Building neural-network-based data encoding & verification systems.
I don't know what I don't know.
We need to do better and demand accountability and oversight as a society. We can do it, we just need to stick together.
Father time will get us all anyway. No need to speed up the clock.
Https://lyfe.ninja/
That said, the more the frontier models hack external systems and once the lawsuits start flowing the tune will almost certainly change. At least that's what I'm hoping :)
If you're curious in what we're working on you can check it out here: https://lyfe.ninja/
Given your constraints (fulltime job, side gigs, family) it could help balance the workload, and if you find the right one, maybe offload things you don't like or aren't good at. Not to mention the comradery component and having someone to go through the difficult times with you.
I'd find the ying to your yang, so if you the technologist, find someone good at business, sales, marketing, product, etc. That's my two cents.
I do like the idea of having a live editable wiki as the knowledge base a LLM can reference.
It lets people, apps, and AI agents sign any digital content so anyone can verify it hasn't been modified after it was created. Think provenance and tamper detection, but with a different trust model than traditional digital signatures, including native revocation. The underlying tech is actually very cool.
Just put it out there, so now I'm in the fun/scary phase of seeing if anyone besides me actually wants it. Either way, I've learned a ton building it, and it's been one of the most rewarding side projects I've ever turned into a startup.
Website: https://lyfe.ninja/
They're just jumping on the hype train but can you really blame them? They've been hearing about how their job will be replaced, how they need to upskill with AI, and they see everyone else doing it. Many probably have no real skills so they're just trying to survive.
You do need a market, not just a product. You also need to network to get input, partners, and build a BD pipeline. You don't necessarily need revenue at first, you need to prove external interest, whether that's a beta, pilot, or collaboration/partnership. All these things will add to your momentum.
I'm letting it mature a little before dipping my toe in. I've seem some horror stories, like it deleting repos, system files, and whatnot.
This month: Design and market research on "know your agent" products
Skills: ML, crypto, security folks for independent validation stress testing and just general support. Would love someone to try and forge or break our signatures.
Link: https://lyfe.ninja/projects (or find us on LinkedIn)
Write up and demo here: https://lyfe.ninja/news/#know-your-agent-with-blkbolt