Notes from the long road of learning

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Understanding Transformers, the Engine of LLMs

Transformers are the backbone of modern AI models like GPT, Claude, Llama, and Gemini. Their core idea is straightforward: language only makes sense when you understand how words relate to each other. A transformer begins by turning each word into a vector that captures meaning — “coffee” sits closer to “tea” than to “mountain,” “king”…

TOON vs JSON: Revolutionizing Data Transmission for LLM

In the booming era of artificial intelligence, large language models (LLMs) are transforming how we interact with data. Yet, a challenge remains—how do we efficiently send structured data to these models without inflating token usage and cost? Traditionally, JSON (JavaScript Object Notation) has been the universal data format for transmitting information. But a rising alternative…

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