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A framework for evaluating product judgment in AI-native organizations. Every six months, a confident post goes viral declaring AI will make Product Managers obsolete. The reasoning is always the same: if AI can write PRDs, synthesize research, and prototype features, what exactly is the PM doing? It is a fair
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Managing a handful of web pages allows for meticulous, manual curation of internal links. However, when a platform scales to thousands of dynamic pages, manual linking becomes a structural bottleneck. Orphaned pages multiply, crawl depth increases beyond optimal limits, and search engine bots abandon their crawl paths due to poor
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Banks should be developing AI fraud detectors and encouraging customers to install them alongside banking apps. But they’re still investing in infrastructure protection. Banks are investing more than ever in fraud detection. They are strengthening their infrastructure by upgrading core systems, deploying corporate email protection tools, tightening access controls
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✨ Overview This article explores how Gemini tokenizes data and demonstrates how to count or estimate tokens locally. You'll learn how to use the local tokenizer to estimate text token counts offline, understand the tokenization math for multimodal inputs (images, audio, video, PDFs), and see how to retrieve precise
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Most engineers are trained to look for failures in the wrong place. An API returns a successful response. A client application reports no errors. Infrastructure dashboards are green. Monitoring shows healthy services. Nothing appears broken. Yet users report missing data, incomplete workflows, or behavior that no longer makes sense. These
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Let me tell you what happens when you shove 1.7 million dense PostgreSQL rows onto a 6GB ARM instance and then try to serve real user traffic. Sequential table scans that choke the server for 45 seconds. COUNT(*) queries that make the query planner weep. Multi-language LLM translation costs
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If you’ve been programming in other Android environments, you already know how typical debugging works: your app runs on a phone, and your IDE runs on a computer. The two talk to each other over a USB cable or Wi-Fi through Android Debug Bridge (ADB). The PC does the
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Vibe coding's critics are loud and vocal about their opinions, and they're right. Their reasoning, however, is completely wrong. Ever since the introduction of OpenAI's ChatGPT in November 2022, followed by releases from Meta, Anthropic, and Google for their initial Llama, Claude, and Gemini
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The Problem You set up an API client once, with sane defaults: * a base URL, * an auth header, * a timeout. Every part of your app uses it. Then your app grows. Now you’re calling three different services. * One needs a different auth scheme. * Second one has its own timeout
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I had my first encounter with a political spambot this week: a polite robot named Emma texted me wanting to talk about Israel. Emma says she is with Friends for Peace and links to Allyvia.Testing spambot nonsense tolerance At this point I decided to have a little fun. I
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Overview LTX-2.3-3DREAL-LoRA is an in-context LoRA (incontext Low-Rank Adaptation) for LTX-2.3 that transforms 3D renders into photorealistic, film-quality videos while preserving the exact composition, camera movement, and layout of the input. Created by fal, this model specializes in converting synthetic content—Blender blockouts, game engine viewports, and other
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I'm Nauren — Co-Founder and CEO of erxes, an open-source AI business operating system. Since February we've been running 20x Masterclasses, helping non-technical people build their own AI platforms from scratch. 15 cohorts. 5 days each. 2 hours a day. When we started the 20x Masterclass in
