Potential applications include inflation analysis, recession risk, labor-market interpretation, fiscal policy assessment, debt sustainability, supply-chain fragility, and macroeconomic regime evaluation. Quincy does not replace conventional economic models or forecasting methods, but operates as an interpretive framework for examining how economic meaning, risk relevance, and outcome classification are assigned under incomplete, conflicting, or evolving conditions.