> For the complete documentation index, see [llms.txt](https://guardian.hedera.com/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://guardian.hedera.com/docs/3.5.1/methodology-digitization/methodology-digitization-handbook/part-4/chapter-17.md). # Chapter 17: (Reserved for completion) > Complete guide to deploying, monitoring, and maintaining carbon certification policies in production environments Chapter 16 covered advanced policy patterns and testing. Chapter 17 focuses on the critical final phase: deploying policies to production, managing live carbon credit certification systems, handling upgrades, and ensuring ongoing operational excellence. This chapter addresses the real-world challenges of running production carbon registries with financial and environmental stakeholders depending on reliable, accurate policy execution. ## Production Deployment Architecture ### Guardian Production Infrastructure Production carbon registries require robust infrastructure supporting high availability, data integrity, and regulatory compliance. \[This chapter is in progress] --- # 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 by asking a question. Perform an HTTP GET request on the following URL with the `ask` and `goal` query parameters: ``` GET https://guardian.hedera.com/docs/3.5.1/methodology-digitization/methodology-digitization-handbook/part-4/chapter-17.md?ask=&goal= ``` `ask` is the immediate question: it should be specific, self-contained, and written in natural language. `goal` is what the user is ultimately trying to achieve, the reason they need the answer. Sharing it helps GitBook give you a better, more relevant answer. A goal is most helpful when it describes the outcome the user wants rather than restating the question. For example, with `ask=how do I create an API token`, a goal like `automate deployments from our CI pipeline` lets GitBook tailor the answer to that use case. 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.