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How-to guides#

Short, focused guides for specific tasks. Each assumes you've read the Quickstart and skimmed the Concepts. Each solves one problem end-to-end.

  • Train your first classifier

    A full pipeline in under 5 minutes. Uses iris; minimal compliance; everything you need to see the flow.

  • Deploy a model

    Package → shadow traffic → champion-challenger → promote. With audit PDF at every step.

  • Install a Claude Code plugin

    Get superpowers + 15 other marketplace plugins running in swarm unchanged.

  • Set up OIDC SSO

    Google / Okta / Azure AD — identity provider hooked up, auto-provisioning users.

  • Schedule a drift check

    Cron job that compares prediction distributions against a baseline and alerts.

  • Generate an audit PDF

    On-demand, scheduled, or on-promotion. What's in it, how to read it, how to verify tamper-evidence.

  • Write a custom agent

    Add a specialist to the 40-agent catalogue. Config + tools + rules + tests.

  • Write a custom tool

    A Python function becomes an agent-callable tool via one decorator. Schema auto-generated.

  • Bring your own LLM

    Anthropic / OpenAI / vLLM / Azure OpenAI — the provider contract + switching.

Didn't find what you need? Check the Tutorials (longer, more contextual) or the Reference (every CLI flag + REST endpoint + YAML key).