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πŸš€ Cutting LLM Token Costs with JDA-ZIP Protocol: A Lightweight Compression Approach
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πŸš€ Cutting LLM Token Costs with JDA-ZIP Protocol: A Lightweight Compression Approach

DEV Community: mobileΒ·Jonathan D. AndradeΒ·1 day ago
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TL;DR: Large context windows and repetitive prompts lead to massive token consumption, high API costs, transmission latency, and RAM overhead on edge devices. JDA-ZIP Protocol is an open-source (GPLv3) deterministic semantic compression and anchoring protocol designed to reduce token payload size at the source before transmission.

πŸ™‹β€β™‚οΈ How This Idea Was Born

To be completely honest: I don't come from a traditional software engineering background.

This project started from a very simple, everyday frustration. I was trying to work with long context windows and heavy prompt sequences on mobile and edge devices.…

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