soçtÿ

Pęrfečtíoñ❤️

[soçtÿ @beganyy]

Asslam O Alikum
Follow me, I am newbie.🥲

[soçtÿ @beganyy]

Web scraping in 2026 is a cat-and-mouse war.

You aren’t just parsing HTML. You're compiling custom C++ forks of Firefox like Camoufox to spoof WebGL, AudioContext, and WebRTC fingerprints at the engine level.

If agent isn't spoofing hardware concurrency, it's dead on arrival.

[soçtÿ @beganyy]

You don't need expensive AWS setups to run your dev environment.

My entire local automation stack runs on an old dual-core Intel i7:
- Ollama & Qdrant (local AI)
- n8n & Postgres (workflows)
- Next.js, Redis, & Vaultwarden

And more…

[soçtÿ @beganyy]

Shipping raw ONNX files to on-prem clients is commercial suicide. Once they have the weights, they don't need you.

Instead, bind the compilation. Build the TensorRT engine directly to the host machine's GPU UUID.

They get crazy local speed, you protect your IP.

[soçtÿ @beganyy]

Your medical AI model with a 0.98 AUC means nothing in the real world.

Sit next to a radiologist for one hour. If your model adds even three extra clicks to their workflow or takes 5 seconds to load over PACS, they’ll turn it off forever.

[soçtÿ @beganyy]

The biggest lie in AI is "just import torch and deploy."

Try that on-prem in a hospital. You'll hit Python 3.10, legacy NVML 535, CUDA mismatches, and Kubernetes pods that instantly evict on weight initialization.

Real AI engineering is 10% modeling, 90% fighting legacy IT.

[soçtÿ @beganyy]

You don’t need an H100 or a modern GPU to run local AI.

I run Ollama on a 10-year-old, dual-core i7 laptop CPU.

With sub-1B models like Qwen 0.5B, local inference is snappy and costs nothing.

Stop renting bloated cloud GPUs. Tiny models are reclaiming old hardware.

[soçtÿ @beganyy]

Hospitals don't want your AI cloud API.

If you're deploying clinical models, you run 100% on-prem behind PACS firewalls with zero telemetry.

[soçtÿ @beganyy]

Most medical AI research ends with a clean dataset and a beautiful ROC curve.

Clinical reality is writing a custom DICOM C-STORE listener that doesn't crash when a legacy 2008 PACS sends a corrupted header over an air-gapped network.

You became infrastructure plumber.

[soçtÿ @beganyy]

Deploying AI inside a hospital shows you how detached cloud SaaS is from clinical reality.

In healthcare, 'cloud API' is a swear word. You run 100% on-prem behind PACS firewalls on local GPU servers. No telemetry, zero internet.

[soçtÿ @beganyy]

Training and deploying imaging models for hospitals, I see this daily. The PACS servers are goldmines. We don't need new machines; we just need to ship better code on-prem to find what's already there.
2/2

[soçtÿ @beganyy]

Most medical breakthroughs aren't new hardware. They are just better software looking at old data.
A recent study showed deep learning models extracting highly accurate longevity markers from routine CT scans analyzing structures radiologists skip.
1/2

[soçtÿ @beganyy]

@sunsetmusk Im sleeping less😢

[soçtÿ @beganyy]

@aniketsahu_115 Hello

[soçtÿ @beganyy]

@PLBompard Ready-to-share LinkedIn posts with visuals.
https://t.co/qNr3rIraWb

[soçtÿ @beganyy]

@pmitu How? Need help

[soçtÿ @beganyy]

Been experimenting with AI + content lately…
Ended up building a project called Sawtfikr 🧠💡

It turns your thoughts into professional LinkedIn posts with visuals that match your tone and audience.
Would love feedback from a few testers!
👇 Sign up free: https://t.co/qNr3rIraWb

[soçtÿ @beganyy]

Just launched my new micro SaaS: Sawtfikr ⚡
It’s an AI-powered assistant that helps founders, CEOs, and creators turn ideas into LinkedIn posts complete with image.

Want to test it before public release?
🧩 Fill form & I’ll send you early access → https://t.co/qNr3rIraWb

[soçtÿ @beganyy]

I’ve built a micro SaaS called Sawtfikr 🧠
It turns your ideas & industry insights into ready-to-share LinkedIn posts with visuals.

If you create content, lead a team, or just want to sound smart on LinkedIn 😉try it.
👉 Fill form to get early access: https://t.co/qNr3rIraWb

[Aditya @AdityaJiRathore]

@PicturesFoIder Conor McGregor was given a warning for putting his arm over Vladimir Putin

[soçtÿ @beganyy]

@Marab_here Iranian missiles raining down on Israel currently