I've been using LLMs in a private project for months without really understanding what I was doing. It worked, but I couldn't explain why or improve it confidently.
So I built llm-social-toolkit — a small, public Django app just to poke at the LLM layer in isolation.
Wrote up what I learned about system prompts, hard character limits, and why isolating your AI code to one file is worth it.
👉 judkins.dev https://tinyurl.com/mrxn88k7
#Django #Python #LLMIntegration #LearnInPublic #OpenSource #WebDev
Future Outlook
AI will become a foundational utility like electricity, integrating deeply with physical reality. The next phase requires high-efficiency architectures and seamless interaction. Ultimate scientific breakthroughs will depend on overcoming bottlenecks in energy, materials, safety, and human constraints.
Recently I've been thinking a lot about early optimization and over engineered. Maybe I just need to embrace the chaos. Instead of making everything fine, I should try to make everything works.
The essential difference is that compiled languages require a full build to run, while interpreted languages offer instant feedback and higher modifiability. This feels less like a binary choice and more like a deliberate design pattern.
#LearnInPublic #Compiler #Python #ComputerScience #ProgrammingLanguage
https://www.youtube.com/watch?si=gewGIpBpGfZ_SOvf&v=RnBOOF502p0&feature=youtu.be (2/2)

« Quel sujet suis-je prêt.e à apprendre en ayant l’air nul.le cette année? » / « What skill or topic am I willing to look bad at while learning this year? »
C’est une question lue dans une newsletter d’Anne-Laure Le Cunff (Ness Labs) au début de l’année qui m’est restée en tête. Une manière de présenter le concept d’apprendre en public.
Alors, cette année, je compte en apprendre plus sur le développement durable, et je vais me pousser à partager mes apprentissages au fur et à mesure, même si je montre mon inexpérience en le faisant.
does privacy matter to you? do you want to be in control of your services? are you spending too much on cloud providers subscriptions?
in this post, I’ll show you how to self-host your apps with minimal effort. the possibilities are endless! ✨
check it out: https://jaggies-weekly.netlify.app/how-to-self-host-your-apps-locally/
Why do many devs have this "mixed feelings" related to PHP?
I'm learning it, while working on forms with the POST method and this question keeps coming back in the back of my mind.
Is the criticism mostly historical or something relevant today?
Ta daah
Here comes my new Tic-Tac-Toe program in cpp. That too with a flow-chart that I build using 'draw.io'. Compile and play on your system. The repository link goes here: "https://github.com/RishabMaster/tic-tac-toe"
Hope you'll like it.
Next I can tell Claude Code to send me notifications via ntfy anytime that it finishes or needs input.