Wisdombox a.k.a wsdmbox is a platform to voice opinion, encourage thinking by creating meaningful contents, asking questions and sharing experiences to raise our collective wisdom that would create awareness, have a long term positive impact on the society and encourage us to take necessary action towards a better future.
I’m an AI and software engineering consultant who helps organizations design and deliver production-ready AI systems. I specialize in translating complex machine learning ideas into scalable, reliable solutions that work under real-world constraints.
My focus spans AI architecture, applied ML, and system design, with an emphasis on model behavior, generalization, and operational risk. I work end-to-end—from problem framing and technical strategy to execution and deployment—bringing clarity, rigor, and pragmatism to AI initiatives.
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