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Short answer: implement scheduled data cleanup with one nightly producer that enqueues stable job IDs, then let idempotent workers consume them at a r
Short answer: use delayed queue messages for per-user scheduled notifications due within 7 days, and keep later reminders in your database until a cro
I wanted a notes app that did not make every small thought feel like opening an entire workspace. So I built Lilo. It starts as a compact, always-on
In this article, we'll discuss how Mixture-of-Experts models grew from a handful of experts to nearly 900 per layer, and the compression and stability
Last week I put a CDN cache in front of a static site, expecting it to get faster. But instead, it got measurably slower. Not subtly: an independent c
Most tutorials about calling a language model end at JSON.parse(response.content). That line works on your first ten test cases. Then you ship, and so
We build GPTree with several coding agents working the same repository at once: Claude Code, Codex, and Cursor, each in its own git worktree. The fail
In early 2026, a simple expired developer certificate sent shockwaves through the Logitech ecosystem. For many macOS users, the consequences were imme
I recorded a real host-and-editor collaboration session in Feather Engine, the local-first open-source 3D game engine. Project-wide, not vie
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The Next-Generation AI-Powered Motorcycle ECU Tuning & Diagnostic Software Suite Dirancang khusus untuk mekanik balap, bengkel harian, dan komunitas t
The first time I was asked "what's your test coverage?" in a technical interview, I didn't have a good answer. I had shipped a couple of real Flutter
I wanted to be able to tell Hermes, "Send this email tomorrow at 9 a.m." So I built hermes-sendgrid, an open-source plugin that connects Hermes Agent
As AI developer tooling expands, vertically integrated ecosystems offer powerful alternatives for building software. In this comprehensive three-hour
Many developers use AI coding tools to generate generic, cookie-cutter interfaces that feel uninspired and incomplete. In our latest full course on th
Every time you interact with a modern AI model you are relying on an architecture born from a single 2017 research paper titled "Attention Is All You
Nine repos moved today. One is public and got its own post; the rest is private work, so what follows is the reasoning and the patterns with the speci
TL;DR — laravel-scheduler-manager now targets Livewire 4 only. Not because Livewire 3 stopped working, but because one of the two Livewire 4 bugs had
You cannot try a self-hosted AWS tool without an AWS account. That is a real wall: the thing needs credentials, a role to assume, and something in the
OpenRouter is useful. I still use it when I need broad model coverage. But for one part of my work, that broad catalog became friction. I mainly want