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@@ -210,5 +210,16 @@ Got ideas, suggestions, or want to improve a feature?
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  5. Open a pull request with a clear description
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  See the [CONTRIBUTING.md](Contributing.md) file for contribution guidelines.
 
 
 
 
 
 
 
 
 
 
 
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  This project is released under the Apache 2.0
 
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  5. Open a pull request with a clear description
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  See the [CONTRIBUTING.md](Contributing.md) file for contribution guidelines.
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+ ---
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+ ## Roadmap
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+ ### Ethics as an Operational Structure
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+ The `assess_ethical_risk` module is being integrated as a foundational layer of MarCognity-AI.
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+ - Analyzes text for bias, stereotypes, generalizations, and normative implications
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+ - Assigns a scalar ethical score (0–1)
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+ - Classifies risk as Low / Medium / High
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+ - Automatically triggers ethical reformulation when risk is High
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+ - Replaces the original response with a revised, ethically aligned version
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  This project is released under the Apache 2.0