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sinc-LLMPreview this diagnostic

Engineering instrument

Prompt SNR Spectrum Analyzer

Review a prompt with heuristic signal, noise and redundancy scores, a channel-capacity analogy, editing suggestions and a spectrum chart. These are implementation-defined estimates; check meaning and task requirements before deleting text.

Inputs, specification fields, and output format for the task described here.

// Tool 5/8 · Digital Signal Processing

Review a prompt with heuristic signal, noise and redundancy scores, a channel-capacity analogy, editing suggestions and a spectrum chart. These are implementation-defined estimates; check meaning and task requirements before deleting text.

// Grounded in context-window-engineering.md (DSP 65 + Communications 75 + Modulation top 121 sources)
// awaiting input
tools-api v1.0
Nemotron 120B → Gemma 31B → MiniMax → Liquid → router

// Input

// Output

// Raw JSON Response

// Want this scaled?

Context Window DSP Engineering (Service #38)

Production token-cost optimization using a signal-processing approach to your prompt corpus. Evaluate changes through workload-specific token records and output-quality checks.

→ See service · $15K – $50K + $1K – $3K/mo
Scope and context

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// MARIO ALEXANDRE — DLux Digital · Free tool, visible engineering, OpenRouter free-tier models. Audit feed: /api/tools/audit · Metrics: /api/tools/metrics