### Key Emerging AGI / Cognitive Network Projects (July 2025) --- #### 1. **OpenCog Hyperon** * **URL:** [https://github.com/opencog](https://github.com/opencog) * **Focus:** Open-source cognitive architecture for AGI. * **Key Features:** * AtomSpace: semantic memory and reasoning engine. * PLN (Probabilistic Logic Networks): reasoning over uncertain knowledge. * MOSES: evolutionary program learning. * Supports distributed and modular deployment. * Hyperon is the next-generation rewrite, improving performance and scalability. * **Openness:** Fully open-source, permissive licenses. * **Current Status:** Active development; pilot AGI modules under test. --- #### 2. **SingularityNET** * **URL:** [https://singularitynet.io/](https://singularitynet.io/) * **Focus:** Decentralized marketplace for AI services and agents. * **Key Features:** * Decentralized agent communication and transaction system. * AI-DSL: protocol for describing AI services. * Marketplace with token-based payments (AGIX token). * Planned integration with OpenCog Hyperon as backend intelligence. * **Openness:** Open-source protocols + commercial service layers. * **Current Status:** Deployed network; early AI services marketplace. --- #### 3. **MindOS (by Mindverse)** * **URL:** [https://mindverse.ai/](https://mindverse.ai/) * **Focus:** Personal AI agents with persistent memory and emotional modeling. * **Key Features:** * Multi-modal agents (text, voice, visual). * Memory graphs for personality and knowledge retention. * Agent marketplace and app ecosystem. * **Openness:** Mostly proprietary; some SDKs and APIs available. * **Current Status:** Commercial product; expanding agent capabilities. --- #### 4. **Metatron IQS** * **URL:** [https://github.com/xlab2016/MetatronAGIPublic](https://github.com/xlab2016/MetatronAGIPublic) * **Focus:** Synthetic cognitive system with quantum-inspired architecture. * **Key Features:** * Semantic graph nodes (Singularities) and high-dimensional Points. * Hybrid cognitive processing: LLMs + Vector DB + Quantum simulation. * Intuitive, emotional, and logical models in consciousness architecture. * **Openness:** Limited open-source release; key components not public. * **Current Status:** R\&D phase; architecture partially conceptual. --- #### 5. **Additional Mentions** * **Project BCI-X:** Early-stage initiative for direct brain-computer interface with AI agents (status unclear). * **NeoCortex Network:** Experimental decentralized cognitive network, partially closed beta (status uncertain). --- #### 6. **SHIMI: Semantic Hierarchical Memory Index** * **URL:** (Academic paper / protocol reference) * **Focus:** Hierarchical, CRDT-backed semantic memory with Merkle-DAG synchronization. * **Key Features:** * Layered abstraction memory indexed by semantics. * Efficient CRDT-based merge and conflict resolution. * Verifiable data integrity via Merkle-DAG. * **Openness:** Protocol described in academia; reference implementations vary. * **Current Status:** Research stage; early prototype libraries available. --- #### 7. **DEMENTIA-PLAN** * **URL:** (Conference proceedings / repo link) * **Focus:** Multi-graph RAG architecture with metacognitive planner. * **Key Features:** * Coordination across multiple knowledge graphs (e.g., episodic vs. semantic). * Dynamic weighting and fusion of retrieval results. * Self-reflection agent that plans which subsystem to invoke. * **Openness:** Published as a research prototype; implementation details open in paper. * **Current Status:** Experimental; promising results in dynamic information retrieval. --- #### 8. **TOBUGraph** * **URL:** (Project website / GitHub) * **Focus:** Knowledge graph of personal and contextual events. * **Key Features:** * Captures multimedia “moments” and links them as graph nodes. * Contextual traversal for recall and RAG-style enrichment. * Event-based indexing for fast, explainable retrieval. * **Openness:** Prototype code released; ongoing enhancements. * **Current Status:** Beta; used in personal memory augmentation demos. --- #### 9. **LangChain Memory + Knowledge Graph Hybrid** * **URL:** [https://github.com/langchain-ai/langchain](https://github.com/langchain-ai/langchain) * **Focus:** Hybrid long-term memory combining vector stores and graph indices. * **Key Features:** * Percept embeddings stored in vector DB (e.g., Pinecone, Weaviate). * Graph overlay for logical relations and metadata. * Retrieval pipelines that merge semantic search and graph queries. * **Openness:** Fully open-source; wide community adoption. * **Current Status:** Active; memory modules in production for agent frameworks. --- #### 10. **FIPA-ACL and JADE Protocols** * **URL:** [FIPA Specifications](https://www.fipa.org/specs/fipa00061/) * **Focus:** Standardized inter-agent communication language and protocols. * **Key Features:** * Performative-based message semantics (e.g., `inform`, `request`, `propose`). * Conversation protocols (Contract Net, Call for Proposals). * Reference implementations in JADE (Java Agent Development Framework). * **Openness:** Open standards; JADE is open-source under LGPL. * **Current Status:** Mature; widely used in academic and enterprise MAS. --- #### Other Emerging Architectures and LLM Agents ##### 🤖 AutoGPT * **URL:** [https://github.com/Torantulino/Auto-GPT](https://github.com/Torantulino/Auto-GPT) * **Focus:** Autonomous goal-driven LLM agents * **Key Features:** * Self-prompting with memory and task queue * Supports plugins and web access * Popular framework for agentic workflows * **Openness:** Open-source (MIT License) * **Current Status:** Maintained community project; used for agent experiments --- ##### 🧒 BabyAGI * **URL:** [https://github.com/yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi) * **Focus:** Minimalistic LLM-based agents for to-do/task loops * **Key Features:** * Iterative task execution * Embedding-based memory retrieval * **Openness:** Open-source (MIT License) * **Current Status:** Educational and experimental usage --- ##### ☁️ SkyMind (Eclipse Deeplearning4j) * **URL:** [https://skymind.global](https://skymind.global) * **Focus:** Enterprise-grade infrastructure for distributed AI and agents * **Key Features:** * Industrial AI deployment tools * Integrates with Java/Scala ecosystems * Based on DL4J, ND4J, and RL4J * **Openness:** Mixed (open-source core, commercial extensions) * **Current Status:** Supported deployment framework --- ##### 🧪 AetherCog (Experimental) * **URL:** [https://github.com/aethercog](https://github.com/aethercog) * **Focus:** Prototype symbolic-dynamic cognition model * **Key Features:** * Cognitive primitives (belief, memory, intent) * Hybrid symbolic and dynamic processing * **Openness:** Conceptual draft, exploratory repo * **Current Status:** Not actively maintained; useful for reference --- ### 🧩 Suggested Additions to Summary Table | Project | Focus Area | Open Source? | Status | | ----------------------- | ----------------------------------- | ------------ | ------------------ | | SHIMI | Hierarchical semantic memory | Varies | Research/Prototype | | DEMENTIA-PLAN | Multi-graph RAG planning | Prototype | Experimental | | TOBUGraph | Personal event knowledge graph | Partial | Beta | | LangChain Memory Hybrid | Vector + graph long-term memory | Yes | Active development | | FIPA-ACL (with JADE) | Multi-agent communication protocols | Yes | Mature | --- ### Summary Table | Project | Focus Area | Open Source? | Status | | ----------------------- | ----------------------------------- | ------------ | ------------------ | | OpenCog Hyperon | Cognitive AGI architecture | Yes | Active R\&D | | SingularityNET | Decentralized AI services | Partially | Early deployment | | MindOS | Personal AI agents | Partial SDKs | Commercial | | Metatron IQS | Synthetic consciousness | Partially | Early R\&D | | Project BCI-X | BCI + AI agents | Unknown | Conceptual | | NeoCortex Network | Decentralized cognition | Unknown | Beta testing | | SHIMI | Hierarchical semantic memory | Varies | Research/Prototype | | DEMENTIA-PLAN | Multi-graph RAG planning | Prototype | Experimental | | TOBUGraph | Personal event knowledge graph | Partial | Beta | | LangChain Memory Hybrid | Vector + graph long-term memory | Yes | Active development | | FIPA-ACL (with JADE) | Multi-agent communication protocols | Yes | Mature | | AutoGPT | Autonomous LLM agents | Yes | Maintained | | BabyAGI | Minimal agent prototype | Yes | Experimental | | SkyMind | Distributed AI infra | Partially | Deployed Framework | | AetherCog | Symbolic-dynamic cognition | Conceptual | Dormant/Prototype |