iiinova — where your digital self keeps evolving

Elena @eleh7.bsky.social · 09/08/2026

This is mad. If a viral vector "escaped" a pharma lab, it would be law enforcement giving this presentation. At the pharma/biotech trial. Reputations would be ruined. Trust would be incinerated. But here it's just a #BlackHat2026 talk. Isn't this insane?

youtube.com

Black Hat USA 2026: The 'Breaking' News: The OpenAI–Hugging Face Incident

YouTube video by Black Hat

010

Elena @eleh7.bsky.social · 26/07/2026

"Garbage in, garbage out" is wrong. The real danger is silent garbage. Built a fine-tuning pipeline for my AI model, Sentinel, and learned why blindly trusting document converters like Pandoc will silently break your training data. Write-up & pipeline fix:

medium.com

Sentinel Update: how I built a fine-tuning data pipeline and learned to stop trusting pandoc

To Recap…

000

Elena @eleh7.bsky.social · 23/06/2026

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

000

Elena @eleh7.bsky.social · 23/06/2026

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

medium.com

World Clock: The Birthday Gift that Keeps On Giving

There is a special kind of optimism that says, “I’ll just build a small world clock for a Raspberry Pi. It’ll be the best birthday gift for…

1120

Elena @eleh7.bsky.social · 16/06/2026

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

000

Elena @eleh7.bsky.social · 14/06/2026

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

medium.com

I Built a Local AI Sysadmin and It Spent an Afternoon Lecturing Me About Blockchain Games

Or: how I rebuilt my system-monitoring tool’s frontend from scratch, and the bugs that tried to stop me.

060

Elena @eleh7.bsky.social · 13/06/2026

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.

012

Reposted by Elena

11thDwarf 🦀 @11thdwarf.bsky.social · 13/06/2026

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

141

Elena @eleh7.bsky.social · 13/06/2026

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

010

Elena @eleh7.bsky.social · 12/06/2026

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.

1219

Reposted by Elena

Mrs. Betty Bowers @mrsbettybowers.bsky.social · 08/06/2026

"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."

8443901390

Elena @eleh7.bsky.social · 07/06/2026

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

medium.com

Sentinel Update: Here’s what I learned about PyQt, Threading and Talking to LLMs

Six months ago, I didn’t know what a signal was in PyQt. I’d never written a threaded application. Today I have a fully functioning…

1360

Elena @eleh7.bsky.social · 04/05/2026

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

medium.com

Sentinel: a system monitoring device powered by AI

Intro

010

Elena @eleh7.bsky.social · 30/04/2026

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

000

Elena @eleh7.bsky.social · 25/04/2026

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

041

Reposted by Elena

11thDwarf 🦀 @11thdwarf.bsky.social · 23/04/2026

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

001

Elena @eleh7.bsky.social · 23/04/2026

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

020

Elena @eleh7.bsky.social · 22/04/2026

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

medium.com

World Clock on Raspberry Pi

It was my partner’s birthday recently and he works remotely, with many of his colleagues being scattered around the world, in different…

010

Elena @eleh7.bsky.social · 20/04/2026

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

medium.com

How to build your own VPN with AWS

VPN have been on everyone’s mind in the UK lately, with the government being concerned for everyone’s online safety. As a bit of an…

011

Reposted by Elena

Pooh 🇬🇧 🇺🇦 🇪🇺 🇨🇦 🇩🇰 @poohbearcorner.bsky.social · 12/04/2026

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-...

techspot.com

France starts moving government systems from Windows to Linux

Linuxiac reports that France's Inter-ministerial Digital Directorate (DINUM) has revealed a roadmap for shifting the country's government systems away from non-European software. This includes switchi...

1473407728