Viewing profile — deep1283

Business owners get hundreds of cold messages daily. Yours gets ignored. The approach that actually works: find people already talking about the pain your product solves. Not cold …

So humans are becoming the hardware layer for AI. The API is just: “Hey, can you go look at this thing in the real world?”

A mistake I see many beginner developers make with AI coding tools is this: They ask the AI to build the entire project. Something like: “Build me a full SaaS app that does this” T…

A much needed repo.

The token efficiency improvement might be underrated. If the model solves tasks with fewer tokens, that directly translates into lower cost and faster responses for anyone building…

If you’re installing this on a fresh machine, the network installer is usually the smoother option. The full ISO is great if you’re setting up multiple systems or need an offline i…

would love to use that.

Ever wondered why every form, tutorial, or demo account in tech is named John Doe? The story goes back to medieval England. In the 1300s, English courts had a strange legal trick. …

thats concerning.If the sandbox actually existed at the system level, the model shouldn’t be able to escape it regardless of what it says or tries.

I think a lot of engineers intellectually agree with this idea, but emotionally still default to building the “proper” system. There’s a strange pressure in tech to reach for archi…

This feels like a recurring pattern in the stack. abstraction removes visibility faster than tooling replaces it. Encryption and higher-level platforms are great for security and p…

But I’m not sure it’s entirely inaccessible to models either. If you feed them enough signals,logs, incidents, metrics, past debugging threads they might approximate that feedback …

its a pretty interesting game

I think this is slightly romanticizing the idea that humans “hold the territory” in their heads. In most real systems no single engineer actually understands the full territory eit…

ECH is great from a privacy perspective, but I’m curious how well this will actually work in practice.every time the web encrypts more metadata there’s pushback from middleboxes an…

This is a fun idea. What surprised me is the inversion where MUL ends up faster than ADD because the neural LUT removes sequential dependency while the adder still needs prefix sta…