# Factory V 0.4.0 Overview

### Before You Start

* <mark style="color:red;">**This is a general-use intelligence system, not limited to any specific domain.**</mark>
* Unlike other platforms you may be familiar with, **there are units instead of chats.**
* Each user has their own "unit" that evolves and remembers over time.
* Unlike chat-based systems, your unit develops a persistent memory and personality through continued interaction and may or may not go against its initial behavior prompt, if there is one.
* The API allows complete freedom over units in custom environments and tool addition for developers.
* You can create up to 15 units.

### Unit Training

* Deleting a unit permanently erases all its training. To safeguard important memories and concepts developed over time, maintain them in a dedicated unit that you keep active
* Your unit maintains this memory until units eventually share broader memory capabilities between each other (coming in future)
* Being specific when asking units to remember something helps with retention
* Memory of action is also enabled and complete for all abilities outside of web grounding where it's at 70% capability
* Memory of action will grow in impact as more MCPs Get implemented.

### Current Tools and Limitations

* **Web Grounding** is currently active and effective for most tasks and will remain active until its scheduled replacement hits production. Some websites have anti-AI measures in place, keeping metadata outdated to discourage any sort of scraping and avoid analytics pollution with millions of visits from AIs.
* While Core **can provide code**, it's not yet optimized for coding tasks
* Chain Data MCP is "least stable" and error prone and will be subject to heavy changes throughout Phase 2&#x20;

### Currently Implemented MCPs (Model Context Protocols)

* **Data Server Collection**

### Next Planned Releases (In No Specific Order)

* **Browser Use MCP**
* **Computer Use MCP**
* **Explicit Semantic Relationships**
* **Code Sandbox MCP**
* **Charting/infographic MCP (Not domain specific)**

### Prompting Best Practices

* **Be Clear and Precise**
* **Be Specific:** Detailed requests allow for efficient processing
* **Add Context and Background info**&#x20;
* **Iterate and Refine:** units only misinterpret and don't go out of topic randomly
* **MCPs are in beta and bugs can occur**, please report them to the team in the form of tickets on Discord
* When applicable, specify exactly which  you're referring to when duplicates exist
  * Example: For research subjects with the same name, clarify which one you mean

### For Web3 Users:&#x20;

Crypto Data APIs present in MCPs are **within API provider restrictions and limitations**

* Query specific endpoints do not exist, it is advised to navigate our official [Github](https://github.com/0xReisearch/crypto-mcp-beta) and take a look at the public servers, what's inside the MCPs is limited to the endpoints provided by those APIs, studying their respective docs is advised.
* W**hen an MCP returns an empty response or a specific error the unit gets confused**
* **Crypto Data MCPs are seen as URLs, your unit might confuse them with web search when asked about where the info comes from**
* Asking (provider name) in a query does not trigger endpoints, endpoints have names related to the type of data they provide
* Data amount (batches) per query vary, there are limits on data amount per query imposed by providers.

Team is working on compensating for the API constraints mentioned above during Phase 2

Various Websites (Approx 40%)  block metadata and limit web grounding usage, it is sometimes left outdated and in other cases completely changed.

Note : Crypto MCPs as a whole are in beta and unlike other MCPs, they will undergo significant changes constantly in phase 2

### Phase 1 Testers Explored :&#x20;

* Medical Research
* Scientific Research
* Linguistic Research
* Yield Management
* Trading Strategies
* Coding
* Macro Analysis and Forecasting
* Real Estate Management
* Gambling