> 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/2nd-report-of-february-2025.md).

# 2nd Report Of February 2025

### Mainnet Performance

• Validator Nodes: 107

• Miner Nodes: 1,207

• New Wallets: +23

### Project Updates

#### 1. Large Model Initialization

• **Optimization of Morpheus as the Base Large Model for AI Agents:** 37%

• Developed and integrated reinforcement learning modules, enabling Morpheus to optimize agent behavior through interactive learning.

• Introduced deep Q-learning and policy gradient algorithms to enhance decision-making capabilities in complex environments.

• Designed and implemented a self-adversarial training mechanism, allowing Morpheus to learn optimal strategies through virtual environment interactions.

• **Language Understanding, Reasoning, and Communication Abilities:** 0%

• **Enhanced Features:** Introduction of foundational personality modules (logical, emotional, creative) for personalized agent development: 0%.

• **Integration of DeepSeek V3’s MOE Model Framework:** 43%

• Updated the training data pipeline to ensure efficient data preprocessing and parallel training for the MOE model.

• Optimized algorithms to enhance gradient computation and updates in multi-expert settings.

#### 2. Support for Distributed Privacy Computing

• Expanding the MANTA computing framework to support privacy-preserving training and inference required by AI agents: 0%.

• Optimizing the MANTA computing framework for MOE model training and inference required by DeepSeek V3: 0%.

#### 3. Agent Model Center (MVP)

• **Initial Version Deployment:** 23%

• MATRIX AI provided pre-initialized Agent Tools, enabling users to assemble AI Agents using the platform.

• **Extension of Compatible Baseline Models:** 19%

• Integrated DeepSeek V3 as one of the baseline models in the Agent Model Center.

#### 4. AI Agent MVP

• Providing a Morpheus-based AI Agent MVP for user testing: 0%.

#### 5. Launch of Brainwave Distributed Database

• Deployment of NeuraMATRIX’s first ecosystem application, initiating data collection and anonymization processes: 22%.

#### 6. Others