10+ min ago   (169+ words) A sequential integer primary key is a great internal identifier: compact, fast to index, naturally ordered. It is a poor external one, for three reasons: The fix is to stop making one column serve two audiences: Every lookup still has…...

15+ min ago   (1080+ words) Webhooks are one of the easiest ways to connect different tools with Make.com. They are also one of the easiest places for an automation workflow to break. A webhook may receive incomplete data. A field may have a different…...

2+ hour, 11+ min ago   (505+ words) DeepSeek has introduced V4.1 Flash, a new multimodal model designed to make long-context processing less demanding on computing infrastructure. Despite boasting 552 billion parameters, the system activates only a small fraction of them during request processing and utilizes a re-engineered context storage…...

28+ min ago   (1661+ words) The run was good. Seventy-two hours unattended. Two systemd units, both continuously active from launch to close. NRestarts=0 on each. Zero stop, start or failure lifecycle markers inside the window. The tracked working tree clean at close, and nothing executable…...

24+ min ago   (816+ words) Most of our app respects the user's theme preference. A handful of marketing and auth pages do not: they are designed dark, they only look right dark, and they render dark whatever your OS says. Implementing that is easy. Keeping…...

51+ min ago   (451+ words) We build [HaramLite](https://haramlite.com), a desktop app that removes music and instrumentals from video and audio on the user's own machine — no uploads, no accounts, no cloud. This is the story of a sync bug in its browser side, because…...

54+ min ago   (238+ words) Most language debates online are framed as a competition — Go vs. Python, pick a side. In practice, the more interesting question for a working developer isn't "which one," it's "where does each one actually win, and how do I connect…...

12+ hour, 15+ min ago   (234+ words) Tech Papers 2026: This paper examines how generative AI can transform the analysis of large-scale streaming tests, making failure investigation and reporting more efficient and systematic. Web-based streaming playback remains difficult to validate at scale. The media pipeline built on the…...

2+ hour, 15+ min ago   (1027+ words) Sorting is everywhere in software. In the previous article, we learned Merge Sort, which can sort an array in O(n log n) time. Quick Sort also uses the Divide and Conquer strategy, but it approaches the problem differently. Instead of…...

2+ hour, 12+ min ago   (682+ words) Functions are one of the first "real" programming concepts you hit in Python, and they're also one of the most important. Once you understand how to package logic into a function, you stop repeating yourself and start building code that's…...