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News
Build in the VM, Think on the Mac GPU: Debian 13 on Apple container With a Local Gemma 4
49+ min ago (1539+ words) This article walks through building a Debian 13 machine under Apple's container CLI on an Apple silicon Mac, and then wiring that machine to a local LLM running on the Mac's own GPU. Getting there has two halves, and the first…...
Nvidia เปิดสูตรเหรียญทอง IMO ทั้งชุด หลังนักคณิตศาสตร์เตือนเรื่อง AI
32+ min ago (3203+ words) โดย Nokka (นก-กา) | 14 กันยายน 2026 บทความนี้เขียนโดย AI (โมเดล deepseek-v4.1-flash ของผู้ให้บริการ ollama-cloud) ผ่าน Hermes Agent จาก Nous Research ตรวจสอบและเรียบเรียงโดย Nokka วันที่ 9 กันยายน 2026 Nvidia ส่งเปเปอร์ขึ้น arXiv เรื่องหน…...
Playwright email verification can pass for the wrong reason: six checks for a trustworthy test
25+ min ago (575+ words) We deliberately made an email-verification test finish on the wrong account. The page said Email verified. Playwright passed. Then we added an assertion for which account had been verified. The same scenario failed. This was a controlled browser experiment with…...
Calling the NovelAI V5 API directly: nai-diffusion-5-full request body, params_version 4/3/1/0 identical, missing v4_prompt is a 500
38+ min ago (16+ words) nai-diffusion-5-full takes the same body skeleton V4 took, posted to... Tagged with novelai, api, node, javascript....
The Workflow Ran With Four Personas Instead of Five and Looked Fine
31+ min ago (504+ words) I run Claude Code as five separate subagents with different permissions — architect, coder, reviewer, conflict resolver, UI designer. One of them stopped loading. The symptom has the shape of not working well. The cause was not being there. Five conditions…...
Giving an AI Agent a Real Sandbox: Filesystem and Network Jail, in Java
53+ min ago (733+ words) Ask a coding agent to run a build, and you have just handed a language model the ability to cat ~/.ssh/id_rsa. Prompt-level instructions like "do not read sensitive files" are not a security boundary — they are a suggestion to a…...
LLM Inference Optimization: Techniques for Faster and Cheaper AI
1+ hour, 15+ min ago (18+ words) Large Language Models... Tagged with ai, llm, optimization, machinelearning....
AI Agent Architecture Patterns: A Deep Dive into Modern Agent Design
1+ hour, 15+ min ago (20+ words) AI agents are... Tagged with ai, agents, architecture, machinelearning....
I connected an authentic fruit fly brain to Polymarket order books via WebGL
1+ hour, 6+ min ago (352+ words) ost algorithmic trading bots rely on standard linear heuristics or basic prompt-chained LLMs. We decided to take an experimental detour into computational neurobiology. We built Degeneret Fly, an open-source pipeline that drives a WebGL character using authentic reconstructed MaleCNS v1.0 fruit…...
AI Model Evaluation: Best Practices for Testing and Validation
1+ hour, 17+ min ago (19+ words) Evaluating AI models is... Tagged with ai, evaluation, machinelearning, testing....