Decision models: when you need an answer, not another paragraph
spaceout.pl/decision-models-โฆ
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๐Multiple Rust books by Microsoft
- including "Rust for C/C++ Programmers", "Rust for C# Programmers", "Rust for Python Programmers", and more.
microsoft.github.io/RustTraiโฆ
The AGI isnโt here, some thoughts and facts about agi illusion and LLM wall , and why LLM will never reach Agi spaceout.pl/agi-and-the-llm-โฆ
Can you ship an app in a language you donโt know?
spaceout.pl/vibe-coding-kotlโฆ
Just hit a huge milestone: my first sale for S3 Manager! ๐
I'm so excited to see people using this tool to manage their AWS S3, Backblaze B2, and Cloudflare R2 files. Thank you for the support!
Check it out here: s3manager.spaceout.pl
#AndroidDev #S3Manager #CloudStorage
Hereโs the thing nobody tells you when they demo a shiny AI feature over a spreadsheet: the model reading your data and the model calculating your data are not the same skill, and one of them is a lie.
Continue reading at spaceout.pl/ai-cant-count-giโฆ
Solo effort vs. cooperative skill. Great software demands collaboration. That's where the real magic happens. โจ #SoftwareDevelopment #Teamwork
Everyone's chasing 2.8T parameter giants, but the real power lies in the niche. ๐ฏ A specialized small model + fine-tuning + smart tooling = the ultimate force multiplier. The future isn't just bigger models; it's smarter orchestration of specialized agents. ๐ ๏ธ #AI
Dropped another fine tuned rust coder model, this time managed to squeeze 12B Gemma 4 model into my 5080 huggingface.co/MassivDash/Geโฆ
Architecture quality is invisible to the business, so itโs the first thing cut .
Fitness functions fix that: stop arguing that coupling matters, let the build go red instead
New post ๐๏ธ
spaceout.pl/building-evolutiโฆ
My Rust coder fine tuned model was downloaded 6k+ in the matter if 22 daysโฆ being part of open models community is quite fun
For decades, resilient software was built on the healthy friction of peer review. Today, AI coding assistants are creating a "solo dev army."
But what happens when your pair programmer is a machine designed to agree with you?
spaceout.pl/the-rise-of-the-โฆ
Tried using chat gpt to count a number of statuses in 100 short sql entries โฆ keep on forgetting itโs a word sequencer, it simply cannot count, no matter how clever math functions you will input into training data itโs still just a statical machine not an Ai
๐๐ฝ๐ฎ๐ฐ๐ฒ๐ผ๐๐ retweeted
๐ฆ Async Rust has some really subtle behaviors you need to understand.
One nasty edge case: future cancellation + tokio::select! can quietly land you in a deadlock thatโs brutal to debug.
This write-up is a great deep dive: rfd.shared.oxide.computer/rfโฆ
#rust #rustlang
The AI hype around giant LLMs is fadingโreal-world AI is powered by smaller, smarter models. From fraud detection to real-time vision, hereโs why production AI left the LLM โbubbleโ behind. (spaceout.pl/the-great-correcโฆ) #AI #TechTrends
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My CISO called me at 3 AM last Tuesday.
"We caught someone."
I asked, "Caught them doing what?"
He said, "Typing."
Let me explain.
We have an employee in IT. Great worker. Always online. Never complained. Perfect Slack etiquette.
One problem.
His keystrokes were arriving 110 milliseconds late.
One hundred and ten milliseconds.
That's 0.11 seconds.
The average American remote worker has 20-40ms of latency.
This guy? 110ms. Every. Single. Keystroke.
My security team ran the numbers.
That latency doesn't come from a bad router in Ohio.
That latency comes from Pyongyang.
Our "Senior DevOps Engineer" was a North Korean operative.
Running his work laptop through a laptop farm.
In America.
While he worked from a government building.
In North Korea.
He passed the interview. He passed the background check. He passed the vibe check.
He did not pass the speed of light.
Here's what people don't understand about physics:
Light travels 186,000 miles per second.
But it still has to go through China.
And China adds latency.
Since April, Amazon has caught 1,800 of these attempts.
Eighteen hundred.
I called an emergency meeting with my board.
I said, "We need to implement Keystroke Velocity Auditing across all remote employees."
They said, "That sounds invasive."
I said, "You know what else is invasive? The Democratic People's Republic of Korea in your Jira tickets."
They approved the budget.
We now monitor keystroke timing to the microsecond.
If your latency exceeds 60ms, you get a call from HR.
If it exceeds 100ms, you get a call from the FBI.
We've already flagged 47 employees.
Turns out 44 of them just have bad Wi-Fi.
3 of them are "still under investigation."
The lesson?
You can fake a resume.
You can fake a background check.
You can fake an American accent on Zoom.
But you cannot fake the speed of light.
Physics is the ultimate background check.
Hire accordingly.
Full code execution, thatโs pretty serious vulnerabilityโฆ I guess maybe react should stay in the ui land
โ ๏ธ URGENT: A 10.0-severity bug just hit React Server Components and Next.js.
It lets anyone run code on your server โ even without logging in.
๐ Details โ thehackernews.com/2025/12/crโฆ
โ๏ธ Fix: update to patched versions now.
Although I have whooping 94 followers, my posts have between 4 to 13 impressions, is this pay to be seen platform ? Kinda ridiculous
















