Nithish Sriram
@nithishsriram
Nithish Sriram
@nithishsriram
I build real-time AI systems combining voice, deep learning, and scalable software.
I build real-time AI systems combining voice, deep learning, and scalable software.
Coimbatore, India
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Medium Posts
Medium Posts
What Has Changed Since “Attention Is All You Need”
medium.com
What is Attention Mechanism and What Changed Since the Paper The attention mechanism allows the model to “focus” on different parts of the input when producing each part of the output it allows each token in a sequence to attend to all other tokens, using queries, keys, and values to determine similarity. Concept of Query, Key, Value Efficient computation with matrices: softmax(Query * Key_transpose / sqrt(dk)) * Value Breaking it down: Q (Query): “What am I looking for?” K (Key): “What do I have?” V (V...
Traditional AI/ML is not dead in the Age of Agentic AI
medium.com
Everyone’s building voice agents these days. And honestly? I’ve been right there with them — making API calls, wrapping applications, getting shit done fast. It feels productive. It feels modern. Until it doesn’t. Here’s where it breaks: You want to customize your agent. You need it to work in a completely new language. Maybe your service provider doesn’t have it. Or maybe they do, but it’s proprietary, locked down, impossible to tweak. That’s when I stopped reaching for the API and started building my o...