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### 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 |
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