> For the complete documentation index, see [llms.txt](https://docs.matrix.io/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.matrix.io/bi-weekly-reports/1st-report-of-november-2025.md).
# 1st Report Of November 2025
### Mainnet Performance
Validator nodes: 100
Miner nodes: 1,011
Wallets (net change): +62
### Project Progress
1. **Large Language Model Development**
Optimized Morpheus as the foundational large language model for AI Agents — 97% (remaining: integration and debugging with the Agent Model Center).
Provided language understanding, reasoning, and communication capabilities — 40%.
Introduced DeepSeek V3's Mixture-of-Experts (MoE) framework to improve base-model training efficiency — 96%.
2. **Distributed Privacy Computing Support**
Extended the MANTA compute system to support privacy-preserving training and inference required by Agents — 0% (on hold).
Adapted MANTA to support MoE-based training and inference for DeepSeek V3 — 0% (on hold).
3. **Agent Model Center (MVP)**
Deployed the first version of the Model Center, initialized with Agent Tools from MATRIX AI, enabling users to assemble custom Agents — 100%.
* Built a collaboration capability engine allowing Agents to dynamically assign roles, receive subtasks, and coordinate progress based on task requirements.
* Supported multi-agent collaboration strategy selection (including voting negotiation, task decomposition-recomposition, master-slave/peer-to-peer mode switching, etc.).
Expanded compatible baseline models for the Agent Model Center; introduced DeepSeek V3 as one of the supported benchmarks — 92%.
* Upgraded to DeepSeek V3.1 version.
4. **AI Agent (MVP)**
Released a Morpheus-based AI Agent MVP for user testing — 98%.
5. **Brainwave Distributed Database (NeuraMATRIX)**
Launched NeuraMATRIX, the first ecosystem application; started user data collection and anonymized preprocessing — 55%.
6. **Others**
Prepared for Intelligent Contract launch.
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