shattered.io

Docker Tutorial: Hardened Image in 12 Steps, 70 Min [2026]

Docker tutorial for 2026: build a multi-stage, non-root Flask image in 12 steps, scan it, lock down the runtime and push it ...

I stopped trying to fix 'AI-like writing' with prompts alone. A system for deodorizing text using Python static analysis (lint) and automated diff checks｜ゆうや

The dry click of a mouse. The screen changes, and an inorganic message appears: "Application complete." At that moment, I let ...

[Must-Read for Beginners] Don't use `+` if you want to merge arrays! The correct way to use spread syntax and concat

In languages like Python or Ruby, using the `+` operator on lists or arrays often results in them being merged (concatenated) into a new array.However, if you add arrays together in JavaScript with ...
xenospectrum

ScholarEvolve Lets AI Agents Rewrite Their Own Code From Research Papers, Lifting Task Completion 12.4 Points

UCSB and Microsoft's ScholarEvolve generates code from academic papers to improve an agent's harness without retraining model weights. It raised Qwen3.5-27B's task completion rate to 81.4%. Here is ...