#java
2 posts
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How I Built an MCP Integration for LLMs in an On-Premise MES
How I built an MCP to connect an on-premise MES to GPT, Claude and Gemini, and the architectural problems that appeared along the way.
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Does telling AI to skip code indentation actually save tokens?
A study from Monash University and Singapore Management University tested stripping indentation, whitespace and newlines from code before sending it to an LLM. Input gets much cheaper; output, barely, and the reason matters more than the number.