Roadmap

Current Status (v0.1.0)

Core ECS implementation:

• Entity identity with generational indices
• Component registry and decorator
• System decorator with access control
• World coordination and scoped access
• Local storage backend
• Basic parallel scheduler
• Async-first architecture
• LLM and vector database integrations

Roadmap

Advanced Scheduling

• Frequency-based system execution
• Dependency-based execution
• Learnable scheduler optimization (context efficiency and cache-awareness)

Standard Library systems

• Roles, Planning, and Memory
• Task management systems
• Context management systems

• Tool use, MCP and A2A protocol systems

Component Operations

• Shared and owned component management
• Standard library contains resource allocation mechanisms (queues, bidding)

Storage Backend

• Archetypal storage for cache-efficient queries
• Serialization and persistence
• Cross-process storage (Redis, etc.)

External Integrations

• MCP (Model Context Protocol) adapter
• A2A (Agent-to-Agent) protocol support

Long Term

Distributed Scaling

• Multi-node execution
• Shard-based entity distribution
• Cross-shard queries
• Consistency models (eventual/strong)
• Network communication layer

Rust Backend

• PyO3 bindings for performance-critical operations
• Rust storage implementation
• Rust query engine
• Hybrid Python/Rust architecture

Research Features

• Topology components (spatial, graph-based)
• Local parameter systems (proximity effects)
• Information aggregation mechanisms (voting, consensus)
• Contested resource management
• Agent merging/splitting research