Paste any prompt. Returns sentence-by-sentence SNR scoring (signal vs noise vs redundant), Shannon channel-capacity estimate, % of wasted tokens, top 3 sentences to delete, recommended compression. Visualizes as a spectrum bar chart.
// Grounded in context-window-engineering.md (DSP 65 + Communications 75 + Modulation top 121 sources)Production token-cost optimization using Shannon capacity, Nyquist sampling, windowing functions. Typical result: 3-10x cost reduction with quality preservation.
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