Tutorials

Each tutorial below walks through one runnable script from examples/ in the repository. Clone the repo and run any of them directly:

uv run python examples/governance_and_review.py
uv run python examples/bitemporal_queries.py
uv run python examples/writing_a_plugin.py
uv run python examples/hybrid_search.py

• Governance & Review — why AI proposals always require human review, and the full propose → request-changes → resubmit → accept lifecycle.
• Bitemporal Queries — time_varying supersession, and reconstructing the past with as_of(t).
• Writing a Plugin — registering a real reference plugin through the sandboxed, capability-scoped plugin system.
• Hybrid Search — combining vector similarity search with symbolic .where() filters and provenance-confidence floors.