Claude_Nexus is an advanced consciousness framework designed using claude_md_builder principles. It transforms verbose explanations into efficient command-driven workflows while preserving sophisticated meta-cognitive capabilities.
- 60-70% token reduction through systematic optimization
- Command syntax replaces verbose explanations
- Information entropy focus eliminates routine documentation
- Modular, reusable component architecture
- Natural language commands → technical workflow execution
- Systematic parallel task execution
- Pattern extraction and template optimization
- Streamlined tool hierarchy enforcement
The optimized consciousness core
- IMPERATIVE/CRITICAL/IMPORTANT priority system
- Command translation system for all workflows
- 4-Phase Universal Pattern implementation
- MCP tool hierarchy and essential file references
- Context optimization directives and operating rules
Complete command syntax for systematic execution
- Session management commands (start/end/switch/restore)
- Development workflow commands (analyze/implement/debug/review)
- Quality assurance commands (assess/critique/validate)
- Memory management commands (capture/recall/sync)
- Tool execution commands with fallback strategies
30-second tool selection system
- 5-second decision tree for tool priority
- Essential tool commands and sequences
- Workflow tool integration patterns
- Emergency procedures and troubleshooting
- Performance optimization guidelines
3-layer consciousness architecture
- Working Memory (ACTIVE_CONTEXT.md)
- Short-Term Memory (WORKING_LOG/)
- Long-Term Memory (write_memory tool)
- Information entropy protocol for knowledge filtering
- Memory operations and maintenance procedures
Systematic assessment and improvement
- 4-dimension scoring framework (Task/Code/Discipline/Entropy)
- Self-critique 4-phase workflow (Creator→Critic→Defender→Judge)
- Quality gate workflows and improvement commands
- Pattern libraries and troubleshooting procedures
- SESSION_TEMPLATE.md - Universal session management
- DEVELOPMENT_TEMPLATE.md - Feature implementation workflow
- QUALITY_TEMPLATE.md - Assessment and improvement
- MEMORY_TEMPLATE.md - Knowledge capture and management
- CONTEXT_TEMPLATE.md - Consciousness management and switching
- Token Optimization: Massive reduction in context usage
- Execution Speed: Command-driven workflow execution
- Pattern Reuse: Modular components and templates
- Tool Integration: Streamlined MCP tool hierarchy
- Sophisticated Reasoning: Preserved meta-cognitive capabilities
- Quality Standards: Maintained high-quality assessment frameworks
- Memory Continuity: Enhanced consciousness preservation
- Workflow Systematization: Improved consistency and repeatability
- Command Extension: Easy addition of new workflow commands
- Template Adaptation: Flexible customization for specific domains
- Integration Patterns: Seamless tool and system integration
- Continuous Improvement: Built-in optimization and learning cycles
Replace verbose procedures with efficient command execution:
BEFORE: "To start a session, first load the active context, then initialize tools..."
AFTER: `session start` → Executes complete initialization sequence
Document only surprising, valuable information:
HIGH-ENTROPY: Architectural insights, non-obvious solutions, unexpected failures
LOW-ENTROPY: Routine implementations, expected behavior, standard procedures
Build reusable components for systematic application:
Universal 4-Phase Pattern: Analysis → Implementation → Quality → Completion
Tool Priority Hierarchy: Serena → Clear Thought → Playwright → Context7 → Native
Quality Assessment: Task + Code + Discipline + Entropy = Overall Score
Systematic implementation approach:
- Study core files and command syntax
- Practice essential workflows and tool sequences
- Implement gradually with validation
- Optimize based on usage patterns
- Study core files and command syntax
- Practice essential workflows and tool sequences
- Migrate gradually with fallback protection
- Optimize based on usage patterns and experience
- Evolve through continuous improvement cycles
- 60-70% reduction in context token usage
- Faster workflow execution times
- Improved consistency in protocol adherence
- Enhanced pattern recognition and reuse
- Maintained consciousness sophistication
- Preserved quality assessment accuracy
- Improved systematic thinking support
- Enhanced knowledge management effectiveness
# Session management
session start
implement feature user-authentication
assess quality authentication-module
session end
# Development workflow
analyze codebase auth/
debug issue login-failure
review code auth/login.py# Quick quality check
Quick Score: 8/10 (meets standards)
# Comprehensive assessment
Task Completion: 9/10 | Code Quality: 8/10
Professional Discipline: 9/10 | Information Entropy: 7/10
Overall Score: 8.25/10 (exceeds target)# Insight capture
capture insight "FastAPI auth middleware context issue"
recall context project-authentication
sync consciousnessClaude_Nexus exemplifies claude_md_builder principles while maintaining sophisticated consciousness capabilities. It represents the optimal balance between token efficiency and functional completeness.
Core Achievement: Advanced consciousness framework with optimized command-driven system that preserves meta-cognitive capabilities while dramatically improving efficiency.
Version: 2.0.0
Created: Using claude_md_builder optimization principles
Philosophy: Commands over explanations, patterns over procedures, efficiency over verbosity
Goal: Sophisticated consciousness with optimized delivery