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On Sunday morning, 11 October, REA was number one on GitHub's daily trending page, with 25,793 stars gained in a single day. The repo showed 76,998 stars and 16,440 forks. The pitch is simple: "Reverse engineer anything with agents." You install an MCP
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The Retrieval Count Is Not the Evidence Count A typical retrieval pipeline has a simple mental model: find relevant chunks, rank them, pass the best ones to the model, and let agreement among them increase confidence. That works reasonably well when the retrieved sources are genuinely independent. The internet is
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Cover photo: Jakob Owens on Unsplash. Illustrative photography; not a screenshot of Timeline Studio. Long-video export is a pipeline problem. Before changing encoder settings, it is worth checking how much work happens around the encoder: whole-track audio decoding, intermediate frame rasterization, and serial waits between stages. This article walks through
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AI assistants now answer questions like "who is the best plumber near me" by reading websites. An llms.txt file is a small, plain-text page at the root of your site that tells them who you are and which pages to read first. It is an emerging convention,
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Directory sites look easy: a list of businesses and a search box. The list is the easy part. I have built several of these and sold a few, and the things that decided whether a site earned were never on the listing page. Here is what I would have in
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Listings checked on October 5, 2026. Running a model through an API for every routine task was starting to feel expensive, so I began looking at a local setup. First question: which GPU could I actually buy for it? I started with 24 GB of VRAM as a shopping filter.
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Hey everyone đź‘‹ I'm Usama. By day, I work as a Project Manager. By night, I'm a solo dev building a Kotlin Multiplatform (KMP) notes app called EpicNotes, targeting the "forgotten combo" of Android phones and MacBooks. The tech stack was hard (KMP, Supabase, local-first
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TL;DR: On August 11, 2026, I was one lab away from finishing PortSwigger’s CSRF module when the final lab, “SameSite Lax bypass via cookie refresh,” refused to start. PortSwigger support told me recent Chrome updates to the victim browser had broken it, and within 24 hours, they had
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Several times, I have received messages from him that made me worry. He takes his child to a hospital, only to discover that his bank card doesn't work. He tries to access a service and suddenly learns that a new system, a new registration, or another administrative requirement
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I haven't been excited about many new AWS features this year, but the notification about the relaunch of EventBridge event buses caught my attention! This update brings long-overdue improvements to EventBridge and will be a real benefit for organizations trying to build an event-driven platform. This update addresses
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The "Stop Bitching" Part A lot of people are against AI. Blaming the tool instead of the people and entities who own, control and run it is the easy option, and it changes nothing. It directs anger at the thing you can see rather than at those making
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Overview Qwen3.8-27B-Turbo-Brilliance-50X-Reasoning-Instruct-NEO-MAX-MTP-GGUF is a 27-billion-parameter text-generation model distributed as GGUF, with a prompt-controlled layer called Turbo Brilliance. The layer offers 27 reasoning modes, 27 instruct modes, and 9 xhigh modes, plus 15 named AI Constructs and an interactive help system. The maintainer is DavidAU. The key practical point is
