feat: add kaizen-agentic as submodule capability

- Add kaizen-agentic submodule from coulomb/kaizen-agentic repository
- Integrate as capabilities/kaizen-agentic/ following capability inclusion pattern
- Update CAPABILITY_REGISTRY.md with new AI agent framework capability
- Update CAPABILITY_INCLUSION_GUIDE.md directory structure
- Update capability metrics: 5 total capabilities, 3 submodules
- Establish kaizen-agentic integration pattern: cd capabilities/kaizen-agentic && make [command]

Extends capability inclusion architecture with:
- Advanced AI agent framework for autonomous development workflows
- Agent definitions, workflow automation, development patterns
- Clear separation from internal MarkiTect functionality

🤖 Generated with [Claude Code](https://claude.ai/code)

Co-Authored-By: Claude <noreply@anthropic.com>

.gitmodules

@@ -5,3 +5,6 @@
 [submodule "capabilities/issue-facade"]
 	path = capabilities/issue-facade
 	url = http://92.205.130.254:32166/coulomb/issue-facade.git
+[submodule "capabilities/kaizen-agentic"]
+	path = capabilities/kaizen-agentic
+	url = http://92.205.130.254:32166/coulomb/kaizen-agentic.git

CAPABILITY_INCLUSION_GUIDE.md

@@ -144,10 +144,11 @@ markitect/                    # Core repository
 └── [... 68+ more capabilities]
 ```
 
-### External Capabilities (4 documented in CAPABILITY_REGISTRY.md)
+### External Capabilities (5 documented in CAPABILITY_REGISTRY.md)
 ```
 capabilities/
 ├── issue-facade/            # Submodule: Universal issue tracking
+├── kaizen-agentic/          # Submodule: AI agent framework
 ├── markitect-content/       # Local: Content processing
 └── markitect-utils/         # Local: Utility functions
 wiki/                        # Submodule: Documentation

CAPABILITY_REGISTRY.md

@@ -36,6 +36,19 @@ Third-party packages providing specific capabilities via pip/pypi.
   - ❌ **DON'T**: Implement custom issue tracking, duplicate CLI commands
   - 🔧 **Integration**: Reference submodule for issue operations
 
+### Kaizen-Agentic Framework
+- **Type**: Submodule Capability
+- **Location**: `capabilities/kaizen-agentic/`
+- **Repository**: `coulomb/kaizen-agentic`
+- **Purpose**: Advanced AI agent framework for autonomous development workflows
+- **Interfaces**:
+  - CLI: `cd capabilities/kaizen-agentic && make [command]`
+  - Framework: Agent definitions, workflow automation, development patterns
+- **Usage Guidelines**:
+  - ✅ **USE**: For AI agent definitions and autonomous workflows
+  - ❌ **DON'T**: Implement custom agent frameworks, duplicate AI patterns
+  - 🔧 **Integration**: Reference framework for agent-driven development
+
 ### Content Processing Capability
 - **Type**: Local Capability
 - **Location**: `capabilities/markitect-content/`
@@ -97,6 +110,9 @@ Third-party packages providing specific capabilities via pip/pypi.
 # Issue management
 cd capabilities/issue-facade && python -m cli.main list
 
+# AI agent framework
+cd capabilities/kaizen-agentic && make [command]
+
 # Documentation updates
 cd wiki && git pull origin main
 ```
@@ -138,6 +154,7 @@ import pytest  # Testing framework
 
 ### Integration Commands:
 - **Issue Operations**: `cd capabilities/issue-facade && python -m cli.main [command]`
+- **AI Agent Framework**: `cd capabilities/kaizen-agentic && make [command]`
 - **Content Analysis**: Import from `capabilities.markitect_content`
 - **Utility Functions**: Import from `capabilities.markitect_utils`
 - **Documentation**: Reference files in `wiki/`
@@ -173,11 +190,11 @@ import pytest  # Testing framework
 
 ## 📊 **CAPABILITY METRICS**
 
-- **Total Capabilities**: 4 active capabilities
-- **Submodule Capabilities**: 2 (issue-facade, wiki)
+- **Total Capabilities**: 5 active capabilities
+- **Submodule Capabilities**: 3 (issue-facade, kaizen-agentic, wiki)
 - **Local Capabilities**: 2 (markitect-content, markitect-utils)
 - **External Dependencies**: Multiple (see pyproject.toml)
-- **Coverage**: Issue management, content processing, utilities, documentation
+- **Coverage**: Issue management, AI agent framework, content processing, utilities, documentation
 
 ---