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Prabakaran Marimuthu's blogs
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Sleep : A Quiet Superpower We Ignore
Jan 15 · 6 min read · An inspired story from my internal TED Talk Most of us treat sleep as optional. We often steal hours from the night to finish work, scroll on our phones, or watch one more episode. Over time, sleep started to feel optional. Being busy felt productive...
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How LLM handle misspellings?
Dec 11, 2025 · 3 min read · When interacting with Large Language Models (LLMs), it is common to type quickly and make spelling mistakes. A natural question arises: Do misspellings impact token usage and the quality of responses? The short answer is yes, but not in the way most ...
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TIL: World Model
Nov 13, 2025 · 3 min read · World Model in AI is an internal simulation or understanding of how the world works. In Reinforcement learning or robotics “World” means, The surroundings (Road, Car, Obstacles) The rule of how things behave (Physics, rules, cause) The result of a...
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Nov 5, 2025 · 1 min read · TOON: Token Oriented Object Notation Toon is the new data format to work with modern days LLM considering token usage and performance in the mind. With this new format, you can minimize the usage of token count up-to 30-60% compared to usual JSON for...
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