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⚡ AI Lessons

Dev.to · Pranav Raj
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
MCP retrieval cost 4x more tokens than grep, until repo size flipped it
TL;DR: Swapping grep for MCP retrieval tools cost my coding agent 4.1x more tokens on a 33-file repo,...

Dev.to · Pranav Raj
🧠 Large Language Models
⚡ AI Lesson
1mo ago
Kimi K3 without the maths
TL;DR: The biggest AI model ever released to the public came with a 1,500 line instruction manual....

Dev.to · Pranav Raj
🧠 Large Language Models
⚡ AI Lesson
2mo ago
Kimi K3 explained in plain terms, and why "open" is getting complicated
TL;DR: Moonshot AI released Kimi K3 on July 16, a 2.8 trillion parameter open-weight model with a 1...

Dev.to · Pranav Raj
🧠 Large Language Models
⚡ AI Lesson
2mo ago
The paper reported jumps like 21% to 97%. My replication got +2%.
TL;DR: I ran a small replication of the paper "Prompt Repetition Improves Non-Reasoning LLMs": 100...
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