Welcome to this week's Top 7, where the DEV editorial team handpicks their favorite posts from the previous week.
Congrats to all the authors that made it onto the list 👏
Nobody Writes Clean Code. We All Just Pretend
Sylwia Laskowska ・ Dec 1
@sylwia-lask challenges the myth of perfect codebases, arguing that messy production code is a shared reality rather than a personal failure. The author advocates for writing "survivable" code and prioritizing kindness to oneself over perfectionism.
@xwero explores the complexities of using non-English languages in programming, weighing the benefits of domain clarity against the friction of international collaboration. The post invites developers to consider when native language naming might actually improve code understanding for local teams.
Ctrl+Z Through Time: Rebuilding MS Paint (With Kiro Doing the Heavy Lifting)
Annu ・ Nov 29
@annu12340 details the process of recreating a MS Paint clone that integrates modern AI features like text-to-image generation. The author shares how an AI coding companion helped streamline the build, from retro UI design to implementing quirky "Clippy" personalities.
Trust the Server, Not the LLM: A Deterministic Approach to LLM Accuracy
chowderhead ・ Nov 28
@nodefiend presents an architecture for financial reporting that forces Large Language Models to act as citation machines rather than calculators. By offloading all math to a deterministic server, the author demonstrates how to achieve 100% accuracy and eliminate numerical hallucinations.
The Secret Life of Python: super() and the Method Resolution Order
Aaron Rose ・ Dec 3
@aaron_rose_0787cc8b4775a0 takes us on a deep dive into Python's super() function, revealing that it navigates the Method Resolution Order rather than just calling a parent class. Through clear examples, the author explains how to use cooperative multiple inheritance effectively while avoiding common pitfalls.
A step-by-step guide to fine-tuning MedGemma for breast tumor classification
Shir Meir Lador for Google AI ・ Dec 2
@shirmeirlador provides a comprehensive guide on fine-tuning the MedGemma model to classify medical images with high accuracy. The article covers essential technical details, such as using specific data types to prevent numerical instability during the training process.
@marcosomma questions the current hype around autonomous agents, arguing that prompt engineering alone is insufficient for reliable system control. The author proposes a more structured approach to AI orchestration that prioritizes explicit permissions and human oversight over blind trust.
And that's a wrap for this week's Top 7 roundup! 🎬 We hope you enjoyed this eclectic mix of insights, stories, and tips from our talented authors. Keep coding, keep learning, and stay tuned to DEV for more captivating content and make sure you’re opted in to our Weekly Newsletter 📩 for all the best articles, discussions, and updates.
Top comments (7)
Huge thanks! 💛
Special thanks to everyone who commented - those discussions were pure gold and honestly made this post what it became.
Congrats to all the other Top 7 authors as well, and especially to David @xwero , who’s doing an amazing job in the community - his post sparked some great conversations too. 🙌
Thank you for the kind words.
I think you are doing better, not only online but also as a conference speaker.
I already expected you to be on the list, the article is a banger 😎
That's great! thanks! :)
Thanks for sharing @sylwia-lask, @xwero, @annu12340, @nodefiend, @aaron_rose_0787cc8b4775a0, @shirmeirlador, @marcosomma!!
Thank you for running a great forum!
Thanks Jess! ❤️