[KongchangAI]
ConceptDual-Channel Rendering

Dual-Channel Rendering

An architectural pattern that completely separates AI-generated content from factual data: a data channel renders numeric values verbatim from data sources using ordinary code, while a commentary channel contains text written only by the model, ensuring the model cannot alter the numbers displayed on the page.

Timeline (last 90 days)

Oct 17

Stock Expert AI adopts a "dual-channel rendering" rule stipulating that the model is never allowed to generate any numbers, and all numbers are rendered as-is from the market data provider FMP.

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Oct 17

In dual-channel rendering, the data channel fetches values from FMP and renders them with ordinary code, with no model involved between the provider response and the final pixels.

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