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News
OpenResearch ให้ agent วิจัยหลายทิศทางพร้อมกัน โดยไม่ต้องส่งโค้ดออกไป
19+ min ago (1705+ words) โดย Nokka (นก-กา) | 13 กันยายน 2026 บทความนี้เขียนโดย AI (โมเดล deepseek-v4.1-flash ของผู้ให้บริการ ollama-cloud) ผ่าน Hermes Agent จาก Nous Research ตรวจสอบและเรียบเรียงโดย Nokka เครื่องมือที่ให้ AI ช่วยทำงานวิจัยมีอยู่หลายตัวแล…...
Building MyZubster: Turning a Marketplace Demo Into a Real Product Experience
10+ min ago (696+ words) Over the last few development sessions, I’ve been working on a major evolution of MyZubster, especially around the Marketplace, demo experience, payments, subscriptions, and deployment workflow. What started as a simple marketplace demonstration is gradually becoming a much more structured…...
Ask the Raw LLM API From Your Terminal. What Comes Back Is Junk, and That's the Point
10+ min ago (695+ words) Martin McGarry's top tip: query the bare OpenAI or Gemini API, diff it against the chat product, and the delta shows you where retrieval fetches from. Plus RSS as the next llms.txt and the grace period spam drives through....
AI Tools??? Page 83
9+ hour, 16+ min ago (344+ words) The most useful AI tools - organized and categorized in one spot. 1,333 tools · Page 83 of 84 Upload, style, and download stunning profile pictures. Protect and enhance content quality with Originality AI. Composer - Automate trading, no coding skills required. Graft simplifies AI adoption,…...
The Env Catalog Is a Repository Artifact
34+ min ago (901+ words) One service reads 59 environment variables. None of them are documented by hand: a generator writes the catalog, CI runs the same generator with --check, and any drift between the file and the code fails the build. Tagged with go, devops,…...
The Manifest Is the Only Declaration
35+ min ago (884+ words) Daemons, resources, migrations and schedules are declared once in the service manifest. Everything the environment knows about the service - down to the name of every environment variable - follows from that one declaration. What isn't declared doesn't exist. Tagged with go,…...
How Bug Hunter Evolved From a Test Runner Into a Self-Hosted Quality Intelligence Platform
32+ min ago (1638+ words) A few months ago, I wrote about Bug Hunter as a self-hosted testing tool for web applications and APIs. At that point, the project could already: Since then, the project has changed significantly. The biggest change is not one individual…...
Most of the Questions Will Not Be About Code
28+ min ago (372+ words) If you mentor anyone for longer than a few months, the subject will drift. You start out talking about testing strategy and pull requests, and one Tuesday they ask whether they should take a job in another city, or how…...
Renovating a vibe-coded app: readable code, no reasoning behind it
28+ min ago (345+ words) A client had been building an education platform in Lovable for months. Too many issues piled up, so they brought in devs. I got assigned to it. The job was to turn a vibecoded app into something production ready. First…...
Strategy Pattern na Prática: Como Desacoplar Regras de Pagamento sem Quebrar seu Sistema
42+ min ago (398+ words) O Strategy é um Design Pattern comportamental, catalogado originalmente pela Gang of Four (GoF). Padrões comportamentais tratam da comunicação e da distribuição de responsabilidades entre objetos — e o Strategy resolve especificamente um problema muito comum: como permitir que um algoritmo…...