rising3월 21일· 2 sources
Stop Paying for Slop: A Deterministic Middleware for LLM Token Optimization
불필요한 토큰 비용을 줄여라: LLM 토큰 최적화를 위한 결정론적 미들웨어
Why it matters
The Prompt Token Rewriter (v0.2.1) is a deterministic middleware that compresses LLM prompts by 50-80% using heuristics, reducing costs and inference time without requiring an additional LLM call. It offers three aggression levels—Low, Medium, and High—for different use cases ranging from strict code to machine-to-machine context. The tool is part of the Skillware registry, a community-driven platform for agentic capabilities.
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ai agent skillsdeterministic middlewaregeminillm prompt compressionllm token optimizationmodular frameworkprompt compressionprompt token rewriterskill registryskillware