"Responsible use" is the new "but did you disclose it in the methods?": a box ticked, not a problem solved.

Built my partner a world clock on a Raspberry Pi. The e-paper display faded. Twice. So I rewrote it to talk directly to the Linux framebuffer. Turns out 255 is pure blue, not white. And systemd will very politely hide your typos. Full story on Medium 🧵 #RaspberryPi #Python #Linux #BuildInPublic

Lol got into my first online argument and got blocked. Do people remember AL/ML was around BEFORE ChatGPT? Baffled.

I deleted one line of code. My AI sysadmin spent the afternoon writing seven paragraphs about blockchain games. Debugging, FastAPI, streaming responses, and what a missing return teaches you about isolation. Full story 🦉 medium.com/p/3418697b8e64 #buildinpublic #opensource #ai #python #linux

scikit-learn 1.9 🎉 The most underrated update category: "existing estimators now faster and better at handling missing values." Boring headline, massive practical difference. Every real-world dataset has missing data. This is the library listening to what practitioners actually need.

running your own infrastructure is not nostalgia. it is sovereignty. you own the data, the uptime SLA, and the migration path.

Data framing: when one point sits that far outside the distribution, you call it a structural artefact, not a success.

The 'cares about your success' framing is the one that's done the most damage imo. Hard to critically evaluate a tool you've already decided has feelings. Words aren't neutral, especially in a field where the vocabulary shapes the safety questions.

"Apple, Google, and Meta are very excited to announce the release of new AI-driven products. We guarantee that they will respect your privacy. Unfortunately, these products are not available in Europe, as they have laws to protect your privacy."

Sentinel Update! I built a chat app that I can use to communicate with Sentinel to ask directly about the status of my PC. I used PyQt6 to build the speech bubbles, streaming LLM responses, threaded API calls, SQLite memory, zero cloud dependencies. #opensource #AI #buildinpublic #python #linux

Here's what I've been up to in the past month or so. I've created an AI helper to take care of your PC and help troubleshooting issues. This project is completely local, so your data is safe, and it's using a European LLM. medium.com/@emusatti/se... #ai #llm #prompt #silksong #python #hollowknight

That feeling of panic melting away when you run the last test and everything comes back fine. V1 ready! #ml #ai #python #prompt #engineering

Prompt design is exhausting. It's just like trying to get your cat to sit. Or writing an SOP for QC to review. Just worse. #promptarchitecture #ai #ml #machine #learning #prompt #design

your LLM is only as good as the context you give it. garbage in, garbage out — just more eloquently phrased.

Working on an AI mini project and I'd love to use an open source European-managed model. I've tried Mistral but I'd like to try a few more. Any suggestions? #ai #eu #llm #advice #opensource #aiagent

Next on my project list is a World Clock as a present for my partner's birthday. It was an interesting one. Find the setup script for it in my git if you're interested :) medium.com/@emusatti/wo... #raspberrypi #e-inkdisplay #piprojects #python #tech #walkthrough

Celebrating my first month at Amazon with an AWS project: how to set up your own VPN using an EC2 AWS instance. I wrote a step by step guide very beginner level so it's accessible for anyone. medium.com/@emusatti/ho... #aws #amazon #vpn #privacy #security #tech #guide #tutorial

France starts moving government systems from Windows to Linux France is ditching US software for homegrown alternatives of Google Docs, Microsoft Office, Zoom, and Telegram Libre Office is very good. www.techspot.com/news/112032-...