At the beginning of 2025 I fulfilled a small personal dream through a soft-skills course at university: teaching computer science to students for a few days!

For my workshop I developed a prototype for a small AI project. The idea was that students set up a virtual machine with VirtualBox running Debian and then build their own small AI web apps using Python (vibecoding) and Flask.

The task was to choose three out of five simple AI models and make them usable through a self-built (vibecoding) web interface (HTML / CSS / JS).

The available models were:

- BLIP, image captioning
- DistilBERT, sentiment analysis
- GPT-2 (117M), text generation
- EasyOCR, text recognition in images
- Real-ESRGAN, image upscaling

I deliberately selected the models so they could run on typical school hardware. As a benchmark I used my old notebook (Intel Celeron N3150, 4×1.6 GHz, 4 GB RAM).

The goal was not only to "use AI", but to show how models can be integrated, how web interfaces are built, and how a small system can be assembled from different components.

(More information can be found in the comments.)

The video shows the prototype of the project.

Background music: Eiffel 65 - Blue (Da Ba Dee) (Rock Version by Kenke) https://www.youtube.com/watch?v=A-M5gMmDRJ8

#AI #Python #Flask #FOSS #OpenSource #FreeSoftware #Linux #Debian #Privacy #DigitalSovereignty #Fediverse #DigitalLiteracy #MediaLiteracy #TechEducation #ComputerScience
Learning Creative Coding – Stig Møller Hansen

Serious about SQL?
Start with structure, not random tutorials.

I’ve created 65 structured SQL lessons covering:
• Fundamentals
• Joins & Advanced Queries
• CTEs & Window Functions
• Query Optimization
• BI Concepts
• Interview Preparation

Each lesson builds on the previous one.
Clear. Practical. Designed for data analysts.

📕 https://ebokify.com/sql

📕 https://ebokify.com/data-analysis

#SQL #DataAnalytics #DataAnalyst #DataEngineering #BusinessIntelligence #AnalyticsCareers #TechEducation #DataScience

WebPKI and You

There’s been a push over the last twelve years to move web traffic off unencrypted HTTP to encrypted HTTPS, to protect the general public from dragnet surveillance, gaping assholes on public wifi>airpwn, backhauls over unencrypted satellites, that kinda thing. HTTPS relies on a public key infrastructure to make sure only authorized servers have keys for specific websites. [>oid]: an OID or “Object IDentifier” is intended [brs]: https://cabforum.org/working-groups/server/baseline-requirements/documents/CA-Browser-Forum-TLS-BR-2.1.8.pdf [crtsh]: https://crt.sh/?q=blog.brycekerley.net [lol-diginotar]: https://en.wikipedia.org/wiki/DigiNotar#Issuance_of_fraudulent_certificates [iv-ocsp]: https://www.imperialviolet.org/2011/03/18/revocation.html [>mac-ocsp]: Jeff Johnson’s [>crlite]: these use cascading bloom filters which [>short-lived]: the CA/BF baseline requirements [trustico-chrome]: https://security.googleblog.com/2017/09/chromes-plan-to-distrust-symantec.html [trustico-gone]: https://arstechnica.com/information-technology/2018/03/trustico-website-goes-dark-after-someone-drops-critical-flaw-on-twitter/ [trustico-compromise]: https://groups.google.com/g/mozilla.dev.security.policy/c/wxX4Yv0E3Mk/m/o1cdfx2nAQAJ [>enclaves]: Amazon Web Services (AWS) and [>history]: i mean, i remember from when it happened [>parasite]: You may have realized that I don’t think [van-halen]: https://snackstack.net/2023/07/03/in-search-of-van-halens-brown-mms/ [>osi]: I’m not going to hit you with a [>responsibility]: in every part of your life! [>bloom]: [>later]: At time of publishing, it’s March 8, 2026 [hsts]: https://developer.mozilla.org/en-US/docs/Web/HTTP/Reference/Headers/Strict-Transport-Security [>hsts]: This is generally a hardcoded value, [>cattle]: “cattle” is when there’s [ari]: https://letsencrypt.org/2025/09/16/ari-rfc [>caddy-ari]: I checked Caddy, the front-end server [>left]: there may be value in trying to renew [audits]: https://cabforum.org/about/information/auditors-and-assessors/audit-criteria/

Bryce’s Blog
👨‍🏫 Ah yes, the quintessential #parenting tool: a JavaScript refinery simulator! Because nothing spells "family bonding" like zapping salt from crude oil, right? 🛢️🔌 Clearly, Taylor Bloomquist is gearing up to win the 'Most Overly-Complicated Way to Explain a Job to Kids' award. 🏆👨‍👦‍👦
https://fuelingcuriosity.com/game.html #JavaScriptSimulator #Fun #FamilyBonding #TechEducation #HackerNews #ngated
The Great Refinery Run: A Fueling Curiosity Game

From Crude to Consumer – An Interactive STEM Adventure. Step into the refinery control room today.

Fueling Curiosity
Africa: Govt Leases Former Livestock Research Land to Africa Tech University in Tororo: [Nile Post] The government has leased a large piece of land in Tororo District that previously housed offices of the National Livestock Resources Research Institute to the newly established Africa Tech University, a private institution expected to transform the area into a major centre for higher learning. http://newsfeed.facilit8.network/TRNHS7 #Africa #TechEducation #HigherLearning #University #Innovation

🚨 LAST CHANCE TO REGISTER!

Our FREE webinar on Universal Design for Learning in computing educators at Australian universities starts tomorrow 2pm AEDT!

Secure your spot now:
https://events.humanitix.com/ideate-webinar-udl-in-tech

#UDL #TechEducation #SoftwareEngineering #CompSci #HigherEd #Accessibility

IDEATE Webinar - Universal Design for Learning in tech

Join Dr Anne Ozdowska for a webinar to understand Universal Design for Learning in computer science and software engineering courses at Australian universities.

Cómo detectar aplicaciones maliciosas 📱⚠️

Una app falsa de "fitness" le pidió la huella digital para "personalizar" su entrenamiento... y le vaciaron la cuenta bancaria. 💳❌

🤔 7 señales de alerta que ignoras al descargar aplicaciones.
Desde faltas de ortografía hasta permisos ridículos.
No seas la próxima víctima. 🛡️👇

#AppsFalsas #SeguridadMóvil #Ciberseguridad #Malware #Phishing #PrivacidadDigital #Tecnología #EstafasApps #ProtecciónMóvil #InfoSec #CyberSecurityAwareness #TikTokTech #ConsejosSeguridad #MóvilLento #VirusMóvil #SeguridadInformática #TechEducation #DigitalSafety #AppStore #GooglePlay

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Why should students learn coding in 2026?

✔ Better career opportunities
✔ Strong problem-solving skills
✔ Future-ready tech knowledge

Students who learn coding early gain a big advantage.

Join our coding courses at TCCI.

#LearnCoding #CodingForStudents #Programming #FutureSkills #TechEducation #PythonProgramming #WebDevelopment #Students #Ahmedabad #AmbliRoad #Bopal #Iskcon #Satellite #Thaltej #SGHighway #TCCI