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Pranav Raj

AI/ML enthusiast, Python developer, and builder of intelligent systems. Interested in LLMs, AI agents, machine learning, and scalable backend engineering. Sharing projects, experiments, and lessons fr

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MCP retrieval cost 4x more tokens than grep, until repo size flipped it
pranav_raj_dae81effb8b57d profile

MCP retrieval cost 4x more tokens than grep, until repo size flipped it

#ai #llm #mcp #python
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12 min read

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Kimi K3 without the maths
pranav_raj_dae81effb8b57d profile

Kimi K3 without the maths

#ai #beginners #llm #opensource
1
Comments
16 min read
A Sydney server answered in 31 ms. Physics says the floor is 101 ms.
pranav_raj_dae81effb8b57d profile

A Sydney server answered in 31 ms. Physics says the floor is 101 ms.

#networking #performance #beginners #computerscience
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6 min read
Kimi K3 explained in plain terms, and why "open" is getting complicated
pranav_raj_dae81effb8b57d profile

Kimi K3 explained in plain terms, and why "open" is getting complicated

#ai #machinelearning #llm #opensource
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5 min read
I built vector search by hand out of curiosity, and my toy caught a mistake I did not know I had made
pranav_raj_dae81effb8b57d profile

I built vector search by hand out of curiosity, and my toy caught a mistake I did not know I had made

#ai #embeddings #python #beginners
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8 min read
The paper reported jumps like 21% to 97%. My replication got +2%.
pranav_raj_dae81effb8b57d profile

The paper reported jumps like 21% to 97%. My replication got +2%.

#ai #llm #machinelearning #python
2
Comments
4 min read
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