The @statebits Framework will be the foundation for safe Artificial Superintelligence.
Why? Because you can't control what you can't understand. Every decision, every reasoning step, every causal link is traceable.
#statebits#superintelligence
@statebits Thread: Implementing Statebit Framework for our ML pipeline
1/ Traditional bits: store state ✓
2/ Statebits: store state + complete history + reasoning + confidence ✓✓✓
3/ Game changer for explainable AI.
#statebits
Just tried the new statebits Framework Python module. The causal tracking is actually insane - every state transition stores the complete reasoning chain. Finally, debugging AI models won't be a black box nightmare.
#statebits
I’m broke today, but I’m holding onto hope that better days are coming.
If you have any web or web3 projects, hit me up! Let’s turn these challenges into opportunities.
Wishing everyone a blessed Eid and brighter days ahead! 🙏✨
#EidMubarak
I’m not giving up. I’m reaching out to my network, hustling for new opportunities, and planning better for the future. Maybe I’ll diversify my clients, save more, or find ways to make my work more visible. Life as a freelancer is unpredictable, but I’ve learned to adapt.
Right now, I’m in one of those low moments. Eid is here, and I’m supposed to celebrate, but my mind is stuck on bills and uncertainty. It’s tough, but I’m trying to stay hopeful.
Freelancing is like a rollercoaster. One month you’re swimming in work, the next you’re scrambling to find anything. Sure, there are perks—no boss, no commute, and you can pick projects you like. But the downs are real. Income is unpredictable, and there’s no safety net.
Right now, I’m broke. Just before Eid Al-Fitr, a festival that’s supposed to be all about joy and celebration, I’m stressing about money. I had lined up a few projects with a startup, and things seemed good. But then they backed out, probably because they ran out of funds.
Freelancing sounds cool, right? Freedom, flexibility, work from anywhere. But let’s be real—this life is full of ups and downs. I’m a freelancer who does everything from building websites to working on web3 projects, and trust me, it’s not all roses.