Worked Examples

Each demo ships a self-contained ctx.yaml plus pipelines, so reading the YAML shows the shape in practice: llm_wiki (agent-native wiki — hybrid search, inline embeddings), rag, simple_backend (REST on SQLite + auth), movie_recommendation (ONNX NCF model). Source-specific demos are linked from the table above.

Reference: server (ad-hoc queries, ai_context, the audit ledger) · CLI · pipelines · jobs · semantics · federated queries · embeddings · chunking · ONNX · LLM extraction · JSON packing · auth · observability.