@browser_use I don't understand how this will replace API. Browser harness is slower than API and I have to pay for the token and the image generation itself
My team kept spinning up real Azure Key Vaults just to run local tests.
Every dev needed credentials. Every pipeline needed permissions. A simple secret fetch was a 3-step Azure portal adventure.
So I built a Docker image that fakes the whole thing.
Mock AAD. Real JWT auth. Full Key Vault REST API. Client secret AND certificate flows — exactly how the azure-identity SDK expects them.
Your code doesn't change. Your tests don't change. You just point the SDK at localhost.
No Azure subscription. No permissions nightmare. No cost.
The best infrastructure is the one you never have to ask for.
Try it out and drop a ⭐ if it saves you the headache:
-> https://t.co/VK5XDitAR9
Please please please. I'm on my knees begging every AI exec on the planet. Just stop with this stuff. Stop.
Just give us models. Let the collective distributed intelligence of people figure things out in real time like we always do. Let people adapt. It's what we do.
It's all just so tiresome. We just want models. We'll figure it out. We promise. We don't need societal level surgery and UBI and robot taxes and ham-fisted legislation and populists politicians passing dumb law after dumb law and lobbying groups and all this craziness.
We are not giving birth to magic super miracle machines that suddenly invalidate every single pattern of the entirety of human history and technological development.
We're not.
Really.
AI is amazing. It's wonderful. But it's not magic. Can we please just let AI be cool and useful and problematic in realistic ways instead of all this crazy talk?
We are hallucinating at a collective scale. It's a madness really. A societal meme level madness.
Just give us a products please and leave all the politics in the garage. Stop proposing societal level surgery with drastic measures for things that have not happened and may not happen and probably won't happen.
Just stop.
Learn to weld. Learn to code. Change a diaper. Plan an invasion. Butcher a hog. Conn a ship. Design a building. Write a sonnet. Balance accounts. Build a wall. Set a bone. Comfort the dying. Take orders. Give orders. Cooperate. Act alone. Solve equations. Analyze a new problem. Pitch manure. Program a computer. Cook a tasty meal. Fight efficiently. Die gallantly. Specialization is for insects.
Google Jeff Dean says bigger context windows alone are not enough
What matters is staged retrieval: lightweight mechanisms that narrow a trillion tokens down to 10 million, then to the million you actually need
"you don't need a trillion at once, you need the right million"
When I set up a new Hetzner VPS first thing I do install Tailscale and once I'm in via Tailscale lock down the firewall to only accept web traffic on HTTPS 443 for Cloudflare IPs and SSH 22 for Tailscale IP
That way nobody can get in
I know I keep repeating this but it should be basics of setting up a new VPS
So basic IMHO it should be part of any VPS service to default install Tailscale and enable it so it's the only way to get in
Why?
A VPS server is just like your laptop or destop computer but now imagine if it's connected to the entire internet with 8 billion people that can access it and try hack it
You want to only have it accessible to you
And if you want to host a website on your VPS (like I do), you should only let Cloudflare access your VPS so it can stand in front and block any hack attempts
Never expose a VPS to the world wide web which realistically is the world WILD web
this is actually insane
> be tech guy in australia
> adopt cancer riddled rescue dog, months to live
> not_going_to_give_you_up.mp4
> pay $3,000 to sequence her tumor DNA
> feed it to ChatGPT and AlphaFold
> zero background in biology
> identify mutated proteins, match them to drug targets
> design a custom mRNA cancer vaccine from scratch
> genomics professor is “gobsmacked” that some puppy lover did this on his own
> need ethics approval to administer it
> red tape takes longer than designing the vaccine
> 3 months, finally approved
> drive 10 hours to get rosie her first injection
> tumor halves
> coat gets glossy again
> dog is alive and happy
> professor: “if we can do this for a dog, why aren’t we rolling this out to humans?”
one man with a chatbot, and $3,000 just outperformed the entire pharmaceutical discovery pipeline.
we are going to cure so many diseases.
I dont think people realize how good things are going to get
One person $1B dollar companies are going to show up with a single founder and tens of agents working across coding, design, product, marketing. Interesting time to be alive and start a company