> For the complete documentation index, see [llms.txt](https://docs.zenml.io/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.zenml.io/kitaru/guides.md). # Guides - [Replay and Overrides](https://docs.zenml.io/kitaru/guides/replay-and-overrides.md): Reproduce a real execution from a checkpoint, replay it with flow, checkpoint, and invocation overrides, and diff the two. - [Execution Management](https://docs.zenml.io/kitaru/guides/execution-management.md): Inspect execution status, fetch runtime logs, resolve waits, and manage lifecycle actions - [Configuration](https://docs.zenml.io/kitaru/guides/configuration.md): Kitaru config directory, execution defaults, environment variables, and precedence - [Authentication](https://docs.zenml.io/kitaru/guides/authentication.md): Service accounts, API keys, and short-lived bearer tokens for Kitaru servers - [Projects](https://docs.zenml.io/kitaru/guides/projects.md): List, inspect, create, switch, and delete Kitaru projects from the CLI, SDK, and MCP server - [Deploy and Invoke Flows](https://docs.zenml.io/kitaru/guides/deployments.md): A practical producer-consumer guide to deploying Kitaru flows, moving tags, and invoking stable or canary routes - [Containerization](https://docs.zenml.io/kitaru/guides/containerization.md): How Kitaru builds and configures container images for remote execution - [View Execution Runtime Logs](https://docs.zenml.io/kitaru/guides/execution-logs.md): Retrieve execution and checkpoint runtime logs from the SDK, CLI, and MCP - [Checkpoint Live Events](https://docs.zenml.io/kitaru/guides/checkpoint-streaming.md): Publish and watch best-effort live progress and custom events from running checkpoints - [Wait, Input, and Resume](https://docs.zenml.io/kitaru/guides/wait-and-resume.md): Suspend a flow for external input and continue the same execution - [Artifacts](https://docs.zenml.io/kitaru/guides/artifacts.md): Persist named values in checkpoints and reuse them across executions - [Error Handling](https://docs.zenml.io/kitaru/guides/error-handling.md): Understand Kitaru exception types and failure journaling - [Tracked LLM Calls](https://docs.zenml.io/kitaru/guides/llm-calls.md): Use kitaru.llm() with model aliases, transported runtime config, and optional secret-backed credentials - [Secrets and Model Registration](https://docs.zenml.io/kitaru/guides/secrets-and-model-registration.md): Store provider credentials, register a model alias, and use kitaru.llm() inside a flow - [Secrets](https://docs.zenml.io/kitaru/guides/secrets.md): Create, inspect, list, and delete centralized secrets from the Kitaru CLI and Python SDK --- # 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://docs.zenml.io/kitaru/guides.md?ask=&goal= ``` `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.