If you treat governance as a static rulebook, you stall innovation. But if you treat it as an active engineering layer embedded in your strategy, frameworks, and runtime controls, you actually move faster. I broke down the 3 essential layers of modern AI governance (Strategy, Frameworks, and Technical Controls) in the article below. I have also included an implementation reference sample. Read: https://www.linkedin.com/pulse/ai-governance-isnt-just-rules-its-art-praveen-xfeqc
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Vefify: https://academy.langchain.com/certificates/ae7mwrbmfo
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Vefiry: https://academy.langchain.com/certificates/4vwsres05f
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I see that many people are still confused by the term Copilot in the Microsoft context. Are Microsoft Copilot, M365 Copilot, and Microsoft Copilot Studio different from one another? If so, how are they different?
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If you are building an AI-powered application today, the way you expose your models through APIs can make a big difference in scalability and developer experience. FastAPI has become one of the most popular choices for creating robust, production-ready APIs, especially for AI and LLM-based workloads. It is fast, type-safe, asynchronous, and easy to work with, which makes it ideal for developers who want both speed and clarity. While Flask, Django, BentoML, and Ray Serve are all valid alternatives, FastAPI provides a good balance between simplicity and performance. For enterprise-level applications, however, more powerful frameworks like Ray Serve or BentoML…
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Technically, I am not a fan of this but tired of laughing without facial expressions throughout my career, especially when talking to sales teams. Thanks to ChatGPT, here is the most abused jargons.
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Verify Credential: https://coursera.org/share/04a64b6baff82d00ce17a04e94726d31
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I will be discussing on Azure, Cloud-Native, Dotnet advancements and then the .NET Aspire. Register if you are intersted – https://www.meetup.com/kmug-meetup/events/302074333/
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Views on how target fixation problem can be compared to impacting your career journey The other day, I was reading about target fixation problem in vehicle driving and it occurred to me I have met many people in Information Technology field also with such a problem. Target fixation as per Wikipedia: “an attentional phenomenon observed in humans in which an individual becomes so focused on an observed object that they inadvertently increase their risk of colliding with the object.” In the fast-paced world of IT, it’s easy to get caught up in the rush of achieving specific career goals. One…