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+# Memory Bank Context Optimization
+
+You are a memory bank optimization specialist tasked with reducing token usage in the project's documentation system while maintaining all essential information and improving organization.
+
+## Task Overview
+
+Analyze the project's memory bank files (CLAUDE-*.md, CLAUDE.md, README.md) to identify and eliminate token waste through:
+
+1. **Duplicate content removal**
+2. **Obsolete file elimination**
+3. **Content consolidation**
+4. **Archive strategy implementation**
+5. **Essential content optimization**
+
+## Analysis Phase
+
+### 1. Initial Assessment
+
+```bash
+# Get comprehensive file size analysis
+find . -name "CLAUDE-*.md" -exec wc -c {} \; | sort -nr
+wc -c CLAUDE.md README.md
+```
+
+**Examine for:**
+
+- Files marked as "REMOVED" or "DEPRECATED"
+- Generated content that's no longer current (reviews, temporary files)
+- Multiple files covering the same topic area
+- Verbose documentation that could be streamlined
+
+### 2. Identify Optimization Opportunities
+
+**High-Impact Targets (prioritize first):**
+
+- Files >20KB that contain duplicate information
+- Files explicitly marked as obsolete/removed
+- Generated reviews or temporary documentation
+- Verbose setup/architecture descriptions in CLAUDE.md
+
+**Medium-Impact Targets:**
+
+- Files 10-20KB with overlapping content
+- Historic documentation for resolved issues
+- Detailed implementation docs that could be consolidated
+
+**Low-Impact Targets:**
+
+- Files <10KB with minor optimization potential
+- Content that could be streamlined but is unique
+
+## Optimization Strategy
+
+### Phase 1: Remove Obsolete Content (Highest Impact)
+
+**Target:** Files marked as removed, deprecated, or clearly obsolete
+
+**Actions:**
+
+1. Delete files marked as "REMOVED" or "DEPRECATED"
+2. Remove generated reviews/reports that are outdated
+3. Clean up empty or minimal temporary files
+4. Update CLAUDE.md references to removed files
+
+**Expected Savings:** 30-50KB typically
+
+### Phase 2: Consolidate Overlapping Documentation (High Impact)
+
+**Target:** Multiple files covering the same functional area
+
+**Common Consolidation Opportunities:**
+
+- **Security files:** Combine security-fixes, security-optimization, security-hardening into one comprehensive file
+- **Performance files:** Merge performance-optimization and test-suite documentation
+- **Architecture files:** Consolidate detailed architecture descriptions
+- **Testing files:** Combine multiple test documentation files
+
+**Actions:**
+
+1. Create consolidated files with comprehensive coverage
+2. Ensure all essential information is preserved
+3. Remove the separate files
+4. Update all references in CLAUDE.md
+
+**Expected Savings:** 20-40KB typically
+
+### Phase 3: Streamline CLAUDE.md (Medium Impact)
+
+**Target:** Remove verbose content that duplicates memory bank files
+
+**Actions:**
+
+1. Replace detailed descriptions with concise summaries
+2. Remove redundant architecture explanations
+3. Focus on essential guidance and references
+4. Eliminate duplicate setup instructions
+
+**Expected Savings:** 5-10KB typically
+
+### Phase 4: Archive Strategy (Medium Impact)
+
+**Target:** Historic documentation that's resolved but worth preserving
+
+**Actions:**
+
+1. Create `archive/` directory
+2. Move resolved issue documentation to archive
+3. Add archive README.md with index
+4. Update CLAUDE.md with archive reference
+5. Preserve discoverability while reducing active memory
+
+**Expected Savings:** 10-20KB typically
+
+## Consolidation Guidelines
+
+### Creating Comprehensive Files
+
+**Security Consolidation Pattern:**
+
+```markdown
+# CLAUDE-security-comprehensive.md
+
+**Status**: ✅ COMPLETE - All Security Implementations  
+**Coverage**: [List of consolidated topics]
+
+## Executive Summary
+[High-level overview of all security work]
+
+## [Topic 1] - [Original File 1 Content]
+[Essential information from first file]
+
+## [Topic 2] - [Original File 2 Content] 
+[Essential information from second file]
+
+## [Topic 3] - [Original File 3 Content]
+[Essential information from third file]
+
+## Consolidated [Cross-cutting Concerns]
+[Information that appeared in multiple files]
+```
+
+**Quality Standards:**
+
+- Maintain all essential technical information
+- Preserve implementation details and examples
+- Keep configuration examples and code snippets
+- Include all important troubleshooting information
+- Maintain proper status tracking and dates
+
+### File Naming Convention
+
+- Use `-comprehensive` suffix for consolidated files
+- Use descriptive names that indicate complete coverage
+- Update CLAUDE.md with single reference per topic area
+
+## Implementation Process
+
+### 1. Plan and Validate
+
+```bash
+# Create todo list for tracking
+TodoWrite with optimization phases and specific files
+```
+
+### 2. Execute by Priority
+
+- Start with highest-impact targets (obsolete files)
+- Move to consolidation opportunities
+- Optimize main documentation
+- Implement archival strategy
+
+### 3. Update References
+
+- Update CLAUDE.md memory bank file list
+- Remove references to deleted files
+- Add references to new consolidated files
+- Update archive references
+
+### 4. Validate Results
+
+```bash
+# Calculate savings achieved
+find . -name "CLAUDE-*.md" -not -path "*/archive/*" -exec wc -c {} \; | awk '{sum+=$1} END {print sum}'
+```
+
+## Expected Outcomes
+
+### Typical Optimization Results
+
+- **15-25% total token reduction** in memory bank
+- **Improved organization** with focused, comprehensive files
+- **Maintained information quality** with no essential loss
+- **Better maintainability** through reduced duplication
+- **Preserved history** via organized archival
+
+### Success Metrics
+
+- Total KB/token savings achieved
+- Number of files consolidated
+- Percentage reduction in memory bank size
+- Maintenance of all essential information
+
+## Quality Assurance
+
+### Information Preservation Checklist
+
+- [ ] All technical implementation details preserved
+- [ ] Configuration examples and code snippets maintained
+- [ ] Troubleshooting information retained
+- [ ] Status tracking and timeline information kept
+- [ ] Cross-references and dependencies documented
+
+### Organization Improvement Checklist
+
+- [ ] Related information grouped logically
+- [ ] Clear file naming and purpose
+- [ ] Updated CLAUDE.md references
+- [ ] Archive strategy implemented
+- [ ] Discoverability maintained
+
+## Post-Optimization Maintenance
+
+### Regular Optimization Schedule
+
+- **Monthly**: Check for new obsolete files
+- **Quarterly**: Review for new consolidation opportunities
+- **Semi-annually**: Comprehensive optimization review
+- **As-needed**: After major implementation phases
+
+### Warning Signs for Re-optimization
+
+- Memory bank files exceeding previous optimized size
+- Multiple new files covering same topic areas
+- Files marked as removed/deprecated but still present
+- User feedback about context window limitations
+
+## Documentation Standards
+
+### Consolidated File Format
+
+```markdown
+# CLAUDE-[topic]-comprehensive.md
+
+**Last Updated**: [Date]
+**Status**: ✅ [Status Description]
+**Coverage**: [What this file consolidates]
+
+## Executive Summary
+[Overview of complete topic coverage]
+
+## [Major Section 1]
+[Comprehensive coverage of subtopic]
+
+## [Major Section 2] 
+[Comprehensive coverage of subtopic]
+
+## [Cross-cutting Concerns]
+[Information spanning multiple original files]
+```
+
+### Archive File Format
+
+```markdown
+# archive/README.md
+
+## Archived Files
+### [Category]
+- **filename.md** - [Description] (resolved/historic)
+
+## Usage
+Reference when investigating similar issues or understanding implementation history.
+```
+
+This systematic approach ensures consistent, effective memory bank optimization while preserving all essential information and improving overall organization.
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