This repository contains the specialized equipment, LLM integrations, and advanced modules for the Claw Engine, extracted from the core Claw repository to maintain a minimal footprint.
The Claw engine is a core component of the SuperInstance Ecosystem.
- Claw Engine: The minimal cellular agent engine.
- Constraint Theory: The geometric substrate for cellular agents.
- Spreadsheet Moment: The agentic spreadsheet platform.
- Dodecet Encoder: 12-bit geometric encoding.
- ML Demos: Visualizations and ML research demos.
provides advanced, optional features for the cellular agent engine. While focuses on being a minimal MVP (<5,000 LOC), this repository contains all the sophisticated features for production-scale agent systems.
Location:
Extends the single Memory slot in claw-core to 6 equipment slots:
- MEMORY - Hierarchical memory with L0/L1/L2 caching
- REASONING - Escalation engine for complex decisions
- CONSENSUS - Tripartite consensus for multi-agent agreement
- SPREADSHEET - Tile interface for spreadsheet integration
- DISTILLATION - Model compression and optimization
- COORDINATION - Swarm coordination for parallel processing
Features:
- Equipment hot-swapping
- Muscle memory extraction
- Cost/benefit analysis
- Lazy loading
- Equipment monitoring
Location:
Multi-agent coordination patterns for complex workflows:
Patterns:
- Master-Slave - Parallel processing coordination
- Co-Worker - Peer collaboration
- Peer - Equal coordination
- Delegate - Task delegation
- Observer - Monitoring relationship
Coordination Strategies:
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- Execute simultaneously, aggregate
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- Execute in order
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- All must agree
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- Majority wins
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- Weight by confidence
Location:
Machine learning behavior optimization for agents:
Features:
- Seed definition (natural language behavior)
- Training algorithms
- Model distillation
- Behavior optimization
- Learning metrics tracking
Location:
Simple automation loops WITHOUT ML models:
Features:
- Automated loops
- Polling mechanisms
- Simple triggers
- Scheduled tasks
- Event-driven automation
Location:
Real-time bidirectional communication:
Features:
- WebSocket connection management
- Message routing
- Authentication
- Broadcast channels
- Connection pooling
Location:
High-performance parallel processing:
Backends:
- CUDA (NVIDIA GPUs)
- WGPU (cross-platform)
Features:
- Parallel agent execution
- Batch processing
- GPU memory management
- Kernel optimization
Location:
Production-grade observability:
Features:
- Metrics collection
- Performance profiling
- Health checking
- Telemetry
- Distributed tracing
Add to your :
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- Advanced equipment system
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- Social coordination
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- Seed learning system
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- Bot automation
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- WebSocket server
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- GPU acceleration
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- Advanced monitoring
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- Enable all extensions
Extensions are designed to be optional and composable:
All extensions implement the trait:
Version: 0.1.0 (Alpha)
Stability: Experimental - API may change
Production Ready: No - Use at your own risk