> For the complete documentation index, see [llms.txt](https://deagentai.gitbook.io/deagentai/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://deagentai.gitbook.io/deagentai/beyond-basics/looking-forward.md).

# Looking Forward

## Research Directions and Security Challenges

* **zk-Browser Automation:** Maturing ZK proof techniques for browser interactions to enhance the verifiability of the Browser Plugin.
* **Entropy Function Security:** Rigorous analysis and validation of the security assumptions behind the proposed entropy function for model output selection.
* **zkML Optimization:** Continued progress in zkML could eventually allow for direct, efficient proofs of open model execution, potentially replacing or augmenting the entropy mechanism.
* **Scalability and Cost:** Optimizing the computational overhead of proofs, consensus, and on-chain storage for large-scale DeAgent deployment.
* **Ethical Frameworks:** Developing clear guidelines for Agent creation, goals, and operational boundaries, especially for governance roles.


---

# Agent Instructions
This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com.

## Querying This Documentation
If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter, and the optional `goal` query parameter:

```
GET https://deagentai.gitbook.io/deagentai/beyond-basics/looking-forward.md?ask=<question>&goal=<endgoal>
```

`ask` is the immediate question: it should be specific, self-contained, and written in natural language.
`goal` is optional and describes the broader end goal you are ultimately trying to accomplish on behalf of the user. GitBook uses it to tailor the answer towards what is most useful for that goal.

The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.