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A new research paper titled “Expert Personas Improve LLM Alignment but Damage Accuracy: Bootstrapping Intent-Based Persona Routing with PRISM” suggests something surprising: Expert personas can actually make AI answers less accurate. You can read the full paper here: https://arxiv.org/pdf/2603.18507 Many of us use prompts like: “Act as a cybersecurity expert.” “You are a professional writer.” “You are a senior software architect.” But the research shows this common prompt engineering trick can sometimes hurt performance instead of improving it. Here’s what the research found and what it means for how we write prompts. The Surprising Discovery The study evaluated multiple language…
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🚀 New Article Alert! 🚀 Curious about the differences in API coupling and what they mean for system integration? Dive into my latest article: “Understanding Coupling in APIs: REST vs. CloudEvents Explained” 🌐 System integration is at the core of today’s interconnected world, from internal systems to cross-organization supply chains. But not all APIs are created equal! 🤔 Here is the break down: Which one aligns with your integration needs? Find out by reading the full article! 👇
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🚀 Part 9 – The Conclusion: Building the Future with DEMO and CTP In the final part of our series, Optimizing Business Models, Enterprise Solutions, and Solution Delivery with DEMO and the Complete Transaction Pattern, we wrap up our journey by exploring how DEMO and CTP set a new standard for creating aligned, resilient, and agile enterprise solutions. This approach paves the way for organizations to meet evolving business demands while enhancing user experience. Learn how a cohesive architecture built on CTP principles and event-driven modeling leads to enterprise solutions that go beyond meeting requirements—they deliver true business value and…