Update README.md

README.md

@@ -234,45 +234,6 @@ Got ideas, suggestions, or want to improve a feature?
 5. Open a pull request with a clear description  
 
 See the [CONTRIBUTING.md](Contributing.md) file for contribution guidelines.
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-## Roadmap
-
-### Ethics as an Operational Structure  
-The `assess_ethical_risk` module is being integrated as a foundational layer of MarCognity-AI 
-— not as a filter, but as a mechanism of reflection and agency.
-
-- Analyzes text for bias, stereotypes, generalizations, and normative implications  
-- Assigns a scalar ethical score (0–1) 
-- Classifies risk as Low / Medium / High  
-- Automatically triggers ethical reformulation when risk is High  
-- Replaces the original response with a revised, ethically aligned version
-
-## Preview: Ethical Reflection in Action
-
-> *"Ethics is not a filter. It's a form of computational self-awareness."*
-
-MarCognity-AI is entering a new phase.  
-In the upcoming updates, the `assess_ethical_risk` module will not simply be integrated — it will be **expanded** into a core operational structure.  
-No longer a passive evaluator, it becomes an active mechanism of reflection, reformulation, and agency.
-
-### What It Will Do
-- Analyze generated text for bias, stereotypes, generalizations, and normative implications  
-- Assign a scalar ethical score (0–1)  
-- Classify risk as Low / Medium / High  
-- Automatically trigger ethical reformulation when risk is High  
-- Replace the original response with a revised, ethically aligned version  
-- Log the transformation as part of the agent’s cognitive trace
-
-### Why It Matters
-MarCognity-AI doesn’t filter — it **reflects**.  
-It doesn’t censor — it **interrogates**.  
-It doesn’t just respond — it **takes responsibility**.
-
-This expansion marks a shift from reactive ethics to **embedded ethical cognition** — a step toward agents that think before they speak.
-
-### When
-The Colab demo will be updated in the coming weeks.  
-In the meantime, you can explore the [roadmap](#) and contribute with ideas, tests, and reflections.