How to Think About the Architecture of an Industrial Digital Twin
Data is being generated constantly by machines. Sensors provide temperature and vibration data; controllers provide operating status; and production equipment p…
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Testing Workspace Access Boundaries in Multi-Account Publishing Tools
Managing accounts for separate businesses requires a clearer requirement than “supports multiple accounts.” For this guide, an independent workspace means a bus…
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Laravel 13 Puts #[Table] on Your Models. PHP Won't Load That Class Until newInstance()
Book: Decoupled PHP — Clean and Hexagonal Architecture for Applications That Outlive the Framework Also by me: Thinking in Go (2-book series) — Complete Guide t…
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A Phantomatic Nightshift — Version 4 Fixes & Updates
Welcome to A Phantomatic Nightshift, where the dead have paperwork and you have a shift to finish. A short first-person paranormal comedy about bureaucracy, bad…
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GitHub pull_request_target Block: Audit Before Monday
From 2 December 2026, GitHub Actions will block pull_request_target workflows by default in every public repository. The trigger runs in your base repository's …
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What running a small ringtone site taught me about short audio, file formats and takedowns
I run RingMasti, a small free ringtone site. It is not a big project, but running it day to day has taught me a few things that I did not expect when I started.…
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Exploring Physical AI and AIoT Applications in Semiconductor Manufacturing
Semiconductor manufacturing generates large volumes of operational data, including equipment readings, wafer histories, inspection images, and electrical test r…
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System Design for Beginners: Stop Coding First
Picture a ticket-booking site that works perfectly for 10 testers. Then sale day arrives, 50,000 people click "Book" at 10 AM, and everything freezes. Nothing w…
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Shipping a Strands agent on Amazon Bedrock AgentCore: A2A, MCP, Guardrails, CI/CD and rollback
Most agent demos stop at "it answers in a notebook". A customer asked me for the other half: how do you host an agent, give it tools, keep it safe, ship changes…
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RagLeap Integrations v0.4.0: UTCP Tools with Allowlisting, Approval, and Bounded HTTPS
RagLeap Integrations v0.4.0: UTCP Tools with Allowlisting, Approval, and Bounded HTTPS AI agents need tools to interact with external systems. But tool discover…
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Tesla and SpaceX lose over $420B in combined market cap in the two days
Article URL: https://techlaws.pages.dev/tesla-and-spacex-lose-over-420b-in-combined-market-cap-in-the-two-days/ Comments URL: https://news.ycombinator.com/item?…
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Castration extends life span in mice
Article URL: https://www.science.org/content/article/castration-extends-life-span-surprising-way-mouse-study-suggests Comments URL: https://news.ycombinator.com…
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Closed AI models dominate the price-performance frontier
Article URL: https://village.dev/blog/closed-ai-models-now-dominate-the-price-performance-frontier/ Comments URL: https://news.ycombinator.com/item?id=50387546 …
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Silicon Valley's Bad Night
Article URL: https://www.theatlantic.com/technology/2026/11/americans-really-dont-like-data-centers-elections/689284/ Comments URL: https://news.ycombinator.com…
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Como estender um vídeo com o Gemini Omni 1.2 Flash
Como estender um vídeo com o Gemini Omni 1.2 Flash Resposta rápida: Para estender um vídeo com o Gemini Omni 1.2 Flash, envie seu clipe e um prompt curto de con…
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Before You Trust an AI Property Valuation, Run This 14-Case Test
An automated property valuation can be useful without being trustworthy enough to set an asking price, approve a loan, or promise a renovation return. The pract…
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Complete Guide to Fine-Tuning LLMs: From Prompt-Tuning to RLHF for Smarter AI
TL;DR: LoRA, QLoRA, prompt-tuning or RLHF? Compare every LLM fine-tuning method, see the trade-offs and pick the right one for your hardware and data. In Part O…
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Part 17: Build 3a — SAP: tools in Integration Suite and SAP as system of record
Part 17 · One Agent, Five Platforms The third platform is different from the first two. MuleSoft and Boomi sit between the agent and the ERP. With SAP, the vend…
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Gemini Omni 1.2 Flash o Veo: cómo elegir una API de video para tu app
Respuesta rápida: Desarrolla sobre Gemini Omni 1.2 Flash si quieres una sola clave de API, edición conversacional o clips de hasta 15 segundos. Elige Veo 3.1 so…
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How to undo the changes an AI agent made to your files
You ask an AI agent to clean up a messy stylesheet. It edits three files, creates a fourth, reports that styles.css went from 212 lines to 41, and the page no l…
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