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My Engineering Insights

I write about building software and the systems behind it. Exploring full-stack engineering, architecture, and anything else that sparks my curiosity.

How LLMs Process Text

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5 min read

Understand how LLMs transform text into tokens, process them numerically, and why efficient tokenization matters for performance and cost.

#llm
#ai
#text processing

What is semantic search & how to implement it?

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5 min read

Implement semantic search using vector embeddings and efficient indexing to enhance LLM accuracy, speed, and relevance in your applications.

#vector embeddings
#semantic search
#llm
#db

Do you really need AI Agents?

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4 min read

AI agents are powerful but often overused. Learn when they add value versus when simpler LLM workflows are more effective.

#llm
#ai
#agents
#workflows

What exactly is MCP?

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6 min read

Explore Model Context Protocol (MCP), the new standard for standardized context injection, bridging data silos and enhancing AI tool use.

#llm
#ai
#mcp

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