Curated signals for developers. Updated hourly.
A self-built Modbus cache proxy runs for weeks without complaint in summer - until the first night the inverter shuts down, or the first firmware reboot of the SDongle. That's exactly when you find out whether you built a proxy or a time bomb. My fir
The terminal-based AI coding assistant space has exploded. What was a two-tool market in 2024 (GitHub Copilot CLI and... nothing) has become a crowded field of 10+ serious contenders, each with different architectures, pricing models, and philosophic
A single wrong variable on one line in XQUIC, Alibaba's QUIC and HTTP/3 library, lets any remote client crash the server with a short burst of completely legal traffic. There is no patch. FoxIO researcher Sébastien Féry disclosed the flaw on July 8 a
不久前，我写了一篇文章，吐槽 Google Gemini 的“千行墙”--它写代码写到 950 行就拍拍屁股下班，把剩下的工作当成“留给读者的练习”。当时，我决定给它一个 PIP（绩效改进计划） ，希望 Google 的架构师能救救这个空有超大上下文、却极度缺乏耐心的“高级工程师”。 然而今天，Gemini 用实际行动向我证明： 它不仅不想改进，它甚至连假装上班都懒得装了。 今天我给它布置了一个写代码的任务。它坐在工位上，思索了两秒，在屏幕上打下了第一行字： “让我们构建并执行代码编写工具：”
Deploy an MCP Server to Edge Compute: Expose Telnyx APIs as Tools for AI Agents The Model Context Protocol (MCP) has become the standard way for AI agents to call external tools. Claude, Cursor, and a growing ecosystem of agent frameworks speak MCP n
An interactive guide to the architecture behind modern language models. Instead of predicting the next word, this Transformer predicts the next move in a game of fading Tic-Tac-Toe-making every step of the model easy to visualize and understand. Play
SmolVLM2-2.2B sits at a genuinely useful point on the capability-size trade-off curve; small enough to run on a single consumer GPU, capable enough to produce video summaries that are actually useful for real workflows.
Another clipboard jacker was found in the wild, on the prowl for people's crypto.
User u/Hartkralle wrote in the r/pcmasterrace subreddit that when he comes across these scam listings and buys the items on offer, he gets his money back from eBay after reporting them and the platform closes the account. Read Entire Article
> 'The recently purchased fake drive promised 16TB for under $30.'.
...there's your first clue.
The unwelcome specter of software supply chain security threats has been the main character in the narrative security specialists have The post Why zero vulnerability code packages could still be your biggest software supply chain risk appeared first
Most "AI-powered" tools in the branding/marketing space are a single LLM call wrapped in a UI: one prompt in, one generic output out. That works fine for a one-off task like "write me five taglines." It falls apart the moment the output of one task n
Yesterday OpenAI shipped the GPT-5.6 family (Sol, Terra, Luna) and folded Codex into a unified ChatGPT desktop app. Within hours, the loudest thread on X was not about benchmarks. It was a developer on the $200/month Codex plan reporting he now hits
The React Native Accessibility Bugs Every App Ships With (And How to Fix Them) I've reviewed a lot of React Native codebases in the last year. Every single one shipped with the same six accessibility bugs. Here they are, with fixes. Quick context: WC
Set It and Forget It: Scheduling Weekly Data Syncs in Retool If you've ever manually pulled a report, cross-checked it against a spreadsheet, and re-entered the results into your CRM - you know how much time that eats every single week. Here's how I
Un sistema de autenticación parece pedir a gritos una base de datos relacional. Usuarios, roles, sesiones, concesiones OAuth, refresh tokens, todo referenciado entre sí. El nuestro no usa ninguna. Corre sobre Azure Table Storage, un almacén que te da
Three years ago I had 34 unfinished side projects in my GitHub. I called it "building in public." My therapist called it something else. Last year I finished one. Just one. A boring CLI tool that scratched a personal itch. 400 lines of Go. No README
More and more of the world’s code is written by AI. That’s exciting - and quietly unnerving. Not because AI makes mistakes, but because the same AI often writes both the code and the test meant to catch the mistake. When one mind grades its own exam,
The Silent Killer: Why Webhook Signature Mismatch Errors Happen A webhook arrives at your endpoint, but the signature verification fails. Your handler rejects it. The provider's retry queue fires again. Logs fill with cryptic "signature verification
A deep dive into building Digital Rain - a cinematic AI landing page template with falling math symbols, liquid glass UI, and GSAP scroll animations using Next.js 15 and Tailwind CSS. Most AI landing pages look the same. Hero section. Features grid.
A realistic first migration Before (prompting): Every PR: manually ask the agent to fix CI, re-prompt after each failure. After (looping): /loop 5m check my PR, address review comments, and fix failing CI Add a skill that says: never mark CI fixed wi
Most MCP tutorials stop at a single stdio tool. These notes cover what I had to change once a server of mine had actual users, in the order the problems appeared. Logging corrupts the protocol if you let it The stdio transport uses stdout for JSON-RP
Because getting it to run on the Game Boy Advance clearly wasn't hard enough.
Microsoft pledged to be carbon negative by 2030, but its AI push has wrecked its goal.
Uhh... @retoor? Posts in Chinese, now?