Short-Term Milestones (1-3 Years)

This roadmap focuses on the immediate engineering challenges required to build the foundation for more advanced AGI systems.

1. Hyperon V1.0 Release

• Goal: A stable, high-performance implementation of the AtomSpace and MeTTa.
• Milestones: Efficient distributed queries, strictly typed MeTTa core, and seamless Python integration.

2. Robust Neuro-Symbolic Connectors

• Goal: Standardized ways to map neural network activations to symbolic Atoms.
• Milestones: Differentiable pattern matching and automated "concept grounding" from visual data.

3. Advanced PLN Reasoner

• Goal: A reasoner capable of million-step uncertain inference.
• Milestones: Heuristic-guided search for reasoning paths and better consistency management in large knowledge bases.

4. Multi-Modal Benchmark Superiority

• Goal: Outperforming standard LLMs on tasks that require "common sense" reasoning and physical intuition.
• Milestones: Success on the ARC (Abstraction and Reasoning Corpus) and complex 3D simulation tasks.

5. Collaborative AGI Frameworks

• Goal: Facilitating researchers working on the same AtomSpace.
• Milestones: Version control for hypergraphs and decentralized knowledge sharing protocols.

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Next: Long-Term Vision