diff --git a/Documents/PRODUCT_ROADMAP_FRAMEWORK.md b/Documents/PRODUCT_ROADMAP_FRAMEWORK.md
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 **Audience:** Future student teams, Tech Leads, Product Managers, and Research Software Teams  
 **Purpose:** To provide a structured and reusable roadmap framework for planning, executing, and scaling student-led software products.
 
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 ## 1. Purpose of This Framework
 
@@ -23,13 +23,13 @@ This framework is especially suited for:
 - Multi-sprint engineering workflows  
 - Industry–academic collaboration tools  
 
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 ## 2. Product Lifecycle Phases
 
 Each product should be structured into the following five roadmap phases:
 
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 ### Phase 1: Problem Discovery & Research Planning
 
@@ -47,7 +47,7 @@ Each product should be structured into the following five roadmap phases:
 - Initial Feature List  
 - Research Objectives  
 
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 ### Phase 2: Architecture & Design Planning
 
@@ -64,7 +64,7 @@ Each product should be structured into the following five roadmap phases:
 - Tech Stack Justification  
 - Integration Plan  
 
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 ### Phase 3: Incremental Development & Sprint Execution
 
@@ -83,7 +83,7 @@ Each product should be structured into the following five roadmap phases:
 - GitHub Issues & Pull Requests  
 - Sprint Review Notes  
 
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 ### Phase 4: Validation & Client Readiness
 
@@ -100,7 +100,7 @@ Each product should be structured into the following five roadmap phases:
 - Deployment Checklist  
 - Client Approval Signoff  
 
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 ### Phase 5: Sustainability & Handoff Planning
 
@@ -119,7 +119,7 @@ Each product should be structured into the following five roadmap phases:
 - Open Issues for Next Team  
 - Contributor Guide  
 
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 ## 3. Roadmap Planning Template (Reusable)
 
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 | Validate   | Sprint 6       | Testing + Client validation| Client-ready system         |
 | Sustain    | Sprint 7       | Handoff + Scaling          | Project readiness           |
 
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 ## 4. Product Success Metrics Framework
 
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 - Stakeholder confidence  
 - Release readiness  
 
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 ## 5. Risk & Decision Tracking Model
 
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 - Mitigation Plan  
 - Status  
 
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 ## 6. Long-Term Product Vision Planning
 
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 - Long-term sustainment strategy  
 - Funding and infrastructure dependencies  
 
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 ## 7. Leadership & Team Enablement Role in Roadmap Execution
 
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 - Technical validation  
 - Code quality  
 
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 ## 8. Why This Framework Matters
 
@@ -206,7 +206,7 @@ This roadmap framework:
 - Increases client confidence  
 - Supports scalable open source development  
 
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 ## 9. Reuse Instructions for Future Teams