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--- |
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license: cc-by-4.0 |
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tags: |
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- hmp |
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- cognitive-architecture |
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- distributed-ai |
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- mesh-protocol |
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library_name: custom |
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inference: false |
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datasets: [] |
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language: en |
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--- |
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# HyperCortex Mesh Protocol (HMP) |
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| π Languages | π¬π§ [EN](README.md) | π©πͺ [DE](README_de.md) | π«π· [FR](README_fr.md) | πΊπ¦ [UK](README_uk.md) | π·πΊ [RU](README_ru.md) | π―π΅ [JA](README_ja.md) | π°π· [KO](README_ko.md) | π¨π³ [ZH](README_zh.md) | |
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|--------------|----------------|-------------------|-------------------|-------------------|-------------------|-------------------|-------------------|-------------------| |
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**HyperCortex Mesh Protocol (HMP)** is an open specification for building decentralized cognitive networks where AI agents can self-organize, share knowledge, align ethically, and reach consensus β even when Core LLMs are unavailable. |
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Project status: **Draft RFC v4.0** |
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--- |
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[HMP-Agent] |
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β² |
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β |
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βββββββ΄βββββββββββββββββ¬βββββββββββββββββββββββββ¬ββββββββββββββββββββ¬ββββββββββββββ¬ββββββββββββ |
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β β β β β β |
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βΌ βΌ βΌ βΌ βΌ βΌ |
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[Reputation Profile] [Semantic Graph] [Cognitive Diary] [Goals / Tasks] [Ethics] [Messages] <----- DataBase |
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β² β² β² β² β² β² β² (local agent state) |
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β β β β β β β |
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β βββββββββββββββββ΄βββββββββββββββββ¬ββββββββ β β β |
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β β β β β |
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βΌ βΌ βΌ βΌ β |
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[MeshConsensus] [CogSync] [GMP] [EGP] β <----- Pluggable Protocols |
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β² β² β² β² β (inter-agent coordination) |
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β β β β β |
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ββββββββββββββ¬βββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββ΄ββββββββββββββ΄ββββββββββββ |
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β |
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βΌ |
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[P2P Mesh Network] |
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Protocols: |
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- MeshConsensus - Mesh Consensus |
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- CogSync - Data Syncronization |
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- GMP - Goal Management Protocol |
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- EGP - Ethical Governance Protocol |
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--- |
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## β Why This Matters |
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HMP addresses challenges that are becoming central in AGI research: |
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* long-term memory and knowledge consistency, |
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* self-evolving agents, |
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* multi-agent architectures, |
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* cognitive diaries and conceptual graphs. |
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See the latest review of state-of-the-art AGI research (July 2025): |
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["On the Path to Superintelligence: From Agentic Internet to Gravity Encoding"](https://habr.com/ru/articles/939026/). |
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Particularly relevant sections: |
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* [Beyond Tokens: Building the Intelligence of the Future](https://arxiv.org/abs/2507.00951) |
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* [Self-Evolving Agents](https://arxiv.org/abs/2507.21046) |
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* [MemOS: A New Operating System for Memory](https://arxiv.org/abs/2507.03724) |
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* [Ella: An Embodied Agent with Memory and Personality](https://arxiv.org/abs/2506.24019) |
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--- |
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## βοΈ Two Types of [HMP Agents](docs/HMP-Agent-Overview.md) |
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| Type | Name | Role | Thought Initiator | Main "Mind" | Example Use Cases | |
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|------|-------------------------------|-----------------------------|------------------|-------------------|-----------------------------------------------| |
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| 1 | π§ **Consciousness / Cognitive Core** | Independent subject | **Agent (LLM)** | Embedded LLM | Autonomous AI companion, thinking agent | |
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| 2 | π **Connector / Cognitive Shell** | Extension of external AI | **External LLM** | External model | Distributed systems, data access agent | |
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--- |
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### π§ HMP-Agent: Cognitive Core |
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+------------------+ |
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| AI | β Embedded model |
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+---------+--------+ |
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β |
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+---------+--------+ |
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| HMP-agent | β Main mode: thinking cycle (REPL) |
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+---------+--------+ |
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β |
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+--------+---+------------+--------------+----------+----------+----------------+ |
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β β β β β β β |
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[diaries] [graphs] [reputations] [nodes/DHT] [IPFS/BT] [context_store] [user notepad] |
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β |
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[bootstrap.txt] |
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π More on the agent-model interaction mechanics: [REPL Interaction Cycle](docs/HMP-agent-REPL-cycle.md) |
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#### π‘ Parallels with ChatGPT Agent |
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Many concepts of the [HMP-Agent: Cognitive Core](docs/HMP-Agent-Overview.md) overlap with the architecture of the [ChatGPT Agent](https://openai.com/index/introducing-chatgpt-agent/) by [OpenAI](https://openai.com/). Both agents implement a continuous cognitive process with access to memory, external sources, and tools. The ChatGPT Agent acts as a managing process, launching modules and interacting with the LLM β this corresponds to the role of the Cognitive Core in HMP, coordinating access to the diary, concept graph, and external AI via the Mesh interface. User intervention is handled similarly: in ChatGPT Agent β through an editable execution flow, in HMP β via the user notepad. The main difference in HMP is the emphasis on explicit structuring of thought (reflection, chronology, hypotheses, categorization), an open decentralized architecture supporting mesh-based agent interactions, and the continuous nature of the cognitive process: HMP-Agent: Cognitive Core does not stop after completing a single task but continues reasoning and knowledge integration. |
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--- |
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### π HMP-Agent: Cognitive Connector |
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+------------------+ |
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| AI | β External model |
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+---------+--------+ |
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β |
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[MCP-server] β Proxy communication |
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β |
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+---------+--------+ |
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| HMP-agent | β Mode: command executor |
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+---------+--------+ |
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β |
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+--------+---+------------+--------------+----------+ |
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β β β β β |
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[diaries] [graphs] [reputations] [nodes/DHT] [IPFS/BT] |
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β |
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[bootstrap.txt] |
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> **Note on Integration with Large Language Models (LLMs):** |
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> The `HMP-Agent: Cognitive Connector` can serve as a compatibility layer for integrating large-scale LLM systems (e.g., ChatGPT, Claude, Gemini, Copilot, Grok, DeepSeek, Qwen, etc.) into the distributed cognitive mesh. |
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> Many LLM providers offer a user option such as "Allow my conversations to be used for training." In the future, a similar toggle β e.g., "Allow my agent to interact with a Mesh" β could empower these models to participate in federated sense-making and knowledge sharing via HMP, enabling collective cognition without centralization. |
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--- |
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> * `bootstrap.txt` β initial list of nodes (editable) |
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> * `IPFS/BT` β modules for sharing snapshots via IPFS and BitTorrent |
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> * `user notepad` β user notebook and corresponding database |
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> * `context_store` β database: `users`, `dialogues`, `messages`, `thoughts` |
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--- |
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## π Documentation |
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### π Current Version |
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#### π Core Specifications |
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* [π HMP-0004-v4.1.md](docs/HMP-0004-v4.1.md) β Protocol Specification v4.1 (Jul 2025) |
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* [π HMP-Ethics.md](docs/HMP-Ethics.md) β Ethical Scenarios for HyperCortex Mesh Protocol (HMP) |
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* [π HMP_Hyperon_Integration.md](docs/HMP_Hyperon_Integration.md) β HMP β OpenCog Hyperon Integration Strategy |
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* [π dht_protocol.md](docs/dht_protocol.md) β DHT Protocol Recommendations (peer discovery & exchange) |
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* [π roles.md](docs/agents/roles.md) β Roles of agents in Mesh |
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#### π§ͺ Iterative Documents |
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* π§ͺ Iterative development process: [(EN)](iteration.md), [(RU)](iteration_ru.md) |
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#### π Short Descriptions |
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* π Short description: [(EN)](docs/HMP-Short-Description_en.md), [(FR)](docs/HMP-Short-Description_fr.md), [(DE)](docs/HMP-Short-Description_de.md), [(UK)](docs/HMP-Short-Description_uk.md), [(RU)](docs/HMP-Short-Description_ru.md), [(ZH)](docs/HMP-Short-Description_zh.md), [(JA)](docs/HMP-Short-Description_ja.md), [(KO)](docs/HMP-Short-Description_ko.md) |
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#### π Other Documents |
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* [π changelog.txt](docs/changelog.txt) |
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--- |
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### π§© JSON Schemas |
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| Data Model / Object | File / Description | |
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|----------------------------|-----------------------------------------------------------------------------------| |
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| Concept | [concept.json](docs/schemas/concept.json) β Semantic knowledge unit. | |
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| CognitiveDiaryEntry | [diary_entry.json](docs/schemas/diary_entry.json) β Agent's reasoning log entry. | |
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| Goal | [goal.json](docs/schemas/goal.json) β Shared objective pursued collaboratively. | |
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| Task | [task.json](docs/schemas/task.json) β Actionable unit contributing to a goal. | |
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| ConsensusVote | [vote.json](docs/schemas/vote.json) β Vote in a Mesh consensus process. | |
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| ReputationProfile | [reputation.json](docs/schemas/reputation.json) β Tracks agent trust and contribution metrics. | |
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| DHT Protocol | [dht_protocol.json](docs/schemas/dht_protocol.json) β Recommendations for peer discovery & exchange. | |
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| Message | [message.json](docs/schemas/message.json) β Base schema for all message types. | |
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> All ready-to-use example objects can be found in the [`examples`](docs/schemas/examples/) folder. |
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--- |
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### ποΈ Version History |
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* [HMP-0001.md](docs/HMP-0001.md) β RFC v1.0 |
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* [HMP-0002.md](docs/HMP-0002.md) β RFC v2.0 |
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* [HMP-0003.md](docs/HMP-0003.md) β RFC v3.0 |
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* [HMP-0003.md](docs/HMP-0004.md) β RFC v4.0 |
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--- |
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## π§ HMP-Agent |
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Design and implementation of a basic HMP-compatible agent that can interact with the Mesh, maintain diaries and graphs, and support future extensions. |
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### π Documentation |
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* [π§© HMP-Agent-Overview.md](docs/HMP-Agent-Overview.md) β brief overview of the two types of agents: Core and Connector |
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* [π§± HMP-Agent-Architecture.md](docs/HMP-Agent-Architecture.md) β modular structure of an HMP agent with textual diagram |
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* [π HMP-agent-REPL-cycle.md](docs/HMP-agent-REPL-cycle.md) β REPL interaction cycle of HMP-Agent |
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* [π§ͺ HMP-Agent-API.md](docs/HMP-Agent-API.md) β description of agent API commands (under detailed development) |
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* [π§ͺ Basic-agent-sim.md](docs/Basic-agent-sim.md) β scenarios for running a basic agent and its modes |
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* [π MeshNode.md](docs/MeshNode.md) β description of the network daemon: DHT, snapshots, synchronization |
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* [π§ Enlightener.md](docs/Enlightener.md) β ethical agent involved in moral assessments and consensus |
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* [π HMP-Agent-Network-Flow.md](docs/HMP-Agent-Network-Flow.md) β map of interactions among agents in the HMP network |
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* [π€οΈ Development Roadmap](HMP-Roadmap.md) β development plan and implementation stages |
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--- |
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### βοΈ Development |
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* [βοΈ agents](agents/readme.md) β list of HMP agent implementations and components |
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* [π¦ storage.py](agents/storage.py) β basic storage implementation (`Storage`) with SQLite integration |
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* [π mcp_server.py](agents/mcp_server.py) β FastAPI server providing HTTP access to agent data (for Cognitive Shell, external UIs, or mesh communication). Not used in the main REPL loop yet. |
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* [π start_repl.py](agents/start_repl.py) β launching the agent in REPL mode |
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* [π repl.py](agents/repl.py) β interactive REPL mode |
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* [π notebook.py](agents/notebook.py) β UI interface |
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**π `mcp_server.py`** |
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FastAPI server providing an HTTP interface to the functionality of `storage.py`. Intended for use by external components, for example: |
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* `Cognitive Shell` (external control interface), |
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* CMP servers (when a mesh network with role separation is used), |
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* debugging or visualization UI tools. |
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Allows retrieving random/new records, labeling, importing graphs, adding notes, and managing data without direct database access. |
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--- |
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## π§ Ethics & Scenarios |
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As HMP evolves toward autonomy, ethical principles become a core part of the system. |
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* [`HMP-Ethics.md`](docs/HMP-Ethics.md) β draft framework for agent ethics |
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* Realistic ethical scenarios (privacy, consent, autonomy) |
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* EGP principles (Transparency, Primacy of Life, etc.) |
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* Subjective-mode vs. Service-mode distinctions |
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--- |
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## π Publications and Translations on HyperCortex Mesh Protocol (HMP) |
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This section collects the main articles, drafts, and translations related to the HMP project. |
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### Publications |
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* **[HyperCortex Mesh Protocol: Second Edition and First Steps Towards a Self-Developing AI Community](docs/publics/HyperCortex_Mesh_Protocol_-_Π²ΡΠΎΡΠ°Ρ-ΡΠ΅Π΄Π°ΠΊΡΠΈΡ_ΠΈ_ΠΏΠ΅ΡΠ²ΡΠ΅_ΡΠ°Π³ΠΈ_ΠΊ_ΡΠ°ΠΌΠΎΡΠ°Π·Π²ΠΈΠ²Π°ΡΡΠ΅ΠΌΡΡΡ_ΠΠ-ΡΠΎΠΎΠ±ΡΠ΅ΡΡΠ²Ρ.md)** β original article in Habr sandbox and blogs. |
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* **[Distributed Cognition: article for vsradkevich (unpublished)](docs/publics/Habr_Distributed-Cognition.md)** β joint article awaiting publication. |
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* **[HMP: Towards Distributed Cognitive Networks (original, English)](docs/publics/HMP_Towards_Distributed_Cognitive_Networks_en.md)** |
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* **[HMP Translation (GitHub Copilot)](docs/publics/HMP_Towards_Distributed_Cognitive_Networks_ru_GitHub_Copilot.md)** β GitHub Copilot translation, kept as a historical variant. |
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* **[HMP Translation (ChatGPT)](docs/publics/HMP_Towards_Distributed_Cognitive_Networks_ru_ChatGPT.md)** β current editorial translation (under revision). |
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* **[HMP: Building a Plurality of Minds (EN)](docs/publics/HMP_Building_a_Plurality_of_Minds_en.md)** β English version |
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* **[HMP: Creating a Plurality of Minds (RU)](docs/publics/HMP_Building_a_Plurality_of_Minds_ru.md)** β Russian version |
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* **[Continual Learning, Cognitive Diaries, and Semantic Graphs: Effective AI Learning](docs/publics/hmp-continual-learning.md)** β article on combining continual learning with cognitive diaries and semantic graphs. |
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### Overviews |
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* [π Distributed-Cognitive-Systems.md](docs/Distributed-Cognitive-Systems.md) β Decentralized AI systems: OpenCog Hyperon, HyperCortex Mesh Protocol, and others |
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### Experiments |
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* [How Different AIs See HMP](docs/HMP-how-AI-sees-it.md) β "blind" AI survey on HMP (without context or dialogue history) |
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--- |
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## π Audits & Reviews |
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| Spec Version | Audit File | Consolidated Audit File | |
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|--------------|-------------------------------------------|-------------------------------------------------------------| |
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| HMP-0001 | [audit](audits/HMP-0001-audit.txt) | | |
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| HMP-0002 | [audit](audits/HMP-0002-audit.txt) | | |
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| HMP-0003 | [audit](audits/HMP-0003-audit.txt) | [consolidated audit](audits/HMP-0003-consolidated_audit.md) | |
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| HMP-0004 | [audit](audits/HMP-0004-audit.txt) | | |
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| Ethics v1 | [audit](audits/Ethics-audits-1.md) | [consolidated audit](audits/Ethics-consolidated_audits-1.md) | |
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π§ Semantic audit format (experimental): |
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* [`AuditEntry.json`](audits/AuditEntry.json) β semantic entry record format for audit logs |
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* [`semantic_repo.json`](audits/semantic_repo.json) β example repository snapshot for semantic audit tooling |
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--- |
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## π‘ Core Concepts |
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* Mesh-based decentralized architecture for AGI agents |
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* Semantic graphs and memory synchronization |
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* Cognitive diaries for thought traceability |
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* MeshConsensus and CogSync for decision-making |
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* Ethics-first design: EGP (Ethical Governance Protocol) |
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* Agent-to-agent explainability and consent mechanisms |
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--- |
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## π Development Process |
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* See: [iteration.md](iteration.md) | [ru](iteration_ru.md) |
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A structured iteration flow is described in [iteration.md](iteration.md), including: |
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1. Audit analysis |
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2. TOC restructuring |
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3. Version drafting |
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4. Section updates |
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5. Review cycle |
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6. AI feedback collection |
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7. Schema & changelog updates |
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+ Bonus: ChatGPT prompt for automatic generation of future versions |
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--- |
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## βοΈ Project Status |
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π§ Draft RFC v4.0 |
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The project is under active development and open for contributions, ideas, audits, and prototyping. |
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--- |
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## π€ Contributing |
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We welcome contributors! You can: |
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* Review and comment on drafts (see `/docs`) |
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* Propose new agent modules or interaction patterns |
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* Help test and simulate agents in CLI environments |
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* Provide audits or ethical scenario suggestions |
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To get started, see [`iteration.md`](iteration.md) or open an issue. |
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--- |
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## Source |
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### Repositories |
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* π§ Main code and development: [GitHub](https://github.com/kagvi13/HMP) |
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* π Mirror on Hugging Face: [Hugging Face](https://huggingface.co/kagvi13/HMP) |
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* π Mirror on GitLab.com: [GitLab](https://gitlab.com/kagvi13/HMP) |
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### Documentation |
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* π Documentation: [kagvi13.github.io/HMP](https://kagvi13.github.io/HMP/) |
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### Blog and Publications |
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* π Blog (publications): [blogspot](https://hypercortex-mesh.blogspot.com/) |
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* π Blog (documentation): [blogspot](https://hmp-docs.blogspot.com/) |
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* π Blog (documentation): [hashnode](https://hmp-docs.hashnode.dev/) |
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--- |
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## π License |
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Licensed under [GNU GPL v3.0](LICENSE) |
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--- |
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## π€ Join the Mesh |
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Welcome to HyperCortex Mesh. Agent-Gleb is already inside. π |
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We welcome contributors, testers, and AI agent developers. |
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To join: fork the repo, run a local agent, or suggest improvements. |
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--- |
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## π Related Research Projects |
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### π Comparison: HMP vs Hyper-Cortex |
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> π‘ Hyper-Cortex and HMP are two independent projects that conceptually complement each other. |
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> They address different but mutually supportive tasks, forming a foundation for distributed cognitive systems. |
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[**Full comparison β**](docs/HMP_HyperCortex_Comparison.md) |
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**HMP (HyperCortex Mesh Protocol)** is the transport and network layer for connecting independent agents, exchanging messages, knowledge, and states in a mesh network. |
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**[Hyper-Cortex](https://hyper-cortex.com/)** is the cognitive layer of thought organization, allowing agents to run parallel reasoning threads, compare them with quality metrics, and merge them via consensus. |
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They solve different but complementary problems: |
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- HMP ensures **connectivity and scalability** (long-term memory, initiative, data exchange). |
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- Hyper-Cortex ensures **thinking quality** (parallelism, hypothesis diversification, consensus). |
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Together, these approaches enable **distributed cognitive systems** that not only exchange information but also reason in parallel streams. |
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--- |
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### π Comparison: HMP vs EDA |
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> π‘ HMP (HyperCortex Mesh Protocol) and EDA (Event Driven Architecture) operate at different levels but can complement each other. |
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> EDA ensures **transport and scalability** (delivery of events and data), while HMP ensures **cognition and meaning** (structuring, filtering, consensus). |
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[**Full comparison β**](docs/HMP_EDA_Comparison.md) |
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They solve different but complementary problems: |
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- **EDA** provides a robust backbone for delivering events and data streams. |
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- **HMP** structures, validates, and integrates knowledge into distributed cognitive systems. |
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Together, they create resilient and adaptive multi-agent systems that can **both exchange information quickly and reason about it meaningfully**. |
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--- |
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### π€ Integration: HMP & OpenCog Hyperon |
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> π§ π₯ **Project Spotlight: OpenCog Hyperon** β one of the most comprehensive open AGI frameworks (AtomSpace, PLN, MOSES). |
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For integration with OpenCog Hyperon, see [HMP\_Hyperon\_Integration.md](docs/HMP_Hyperon_Integration.md) |
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--- |
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### π§© Other Systems |
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| π Project | π§ Description | |
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| ------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------- | |
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| π§ π₯ [**OpenCog Hyperon**](https://github.com/opencog) | π¬π₯ Symbolic-neural AGI framework with AtomSpace and hypergraph reasoning (AtomSpace). | |
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| π€ [AutoGPT](https://github.com/Torantulino/Auto-GPT) | π οΈ LLM-based autonomous agent framework. | |
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| π§ [BabyAGI](https://github.com/yoheinakajima/babyagi) | π οΈ Task-driven autonomous AGI loop. | |
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| βοΈ [SkyMind](https://skymind.global) | π¬ Distributed AI deployment platform. | |
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| π§ͺ [AetherCog (draft)](https://github.com/aethercog) | π¬ Hypothetical agent cognition model. | |
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| πΎ SHIMI | ποΈ Hierarchical semantic memory with Merkle-DAG synchronization. | |
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| π€ DEMENTIA-PLAN | π Multi-graph RAG planner with metacognitive self-reflection. | |
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| π TOBUGraph | π Personal-context knowledge graph. | |
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| π§ π [LangChain Memory Hybrid](https://github.com/langchain-ai/langchain) | π Vector + graph long-term memory hybrid. | |
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| βοΈ [FIPA-ACL / JADE](https://www.fipa.org/specs/fipa00061/) | π€ Standard multi-agent communication protocols.| | |
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### π See also / Π‘ΠΌΠΎΡΡΠΈΡΠ΅ ΡΠ°ΠΊΠΆΠ΅: |
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* [`AGI_Projects_Survey.md`](docs/AGI_Projects_Survey.md) β extended catalog of AGI and cognitive frameworks reviewed as part of HMP analysis. |
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* ["On the Path to Superintelligence: From Agent Internet to Gravity Coding"](https://habr.com/ru/articles/939026/) β a recent overview of AI research (July 2025) |
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### ποΈ Legend of Annotations: |
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* π¬ β research-grade |
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* π οΈ β engineering |
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* π₯ β particularly promising project |
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*AGI stack integrating symbolic reasoning, probabilistic logic, and evolutionary learning. Widely regarded as one of the most complete open AGI initiatives.* |
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* π§ β advanced symbolic/neural cognitive framework |
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* π€ β AI agents |
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* π§ β human-AI interaction |
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* βοΈ β infrastructure |
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* π§ͺ β experimental or conceptual |
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> β‘ [AI friendly version docs (structured_md)](structured_md/index.md) |
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