Tutorial: research agent with memory
Build an agent that computes with a real Python sandbox and remembers facts across separate conversations, from empty folder to clean teardown.
Tutorial: RAG chatbot over your own documents
Load documents into a VectorDB index, then deploy an agent whose answers are grounded in those documents and cite the file they came from.
Tutorial: weather tools over MCP
Publish a Python function as a hosted MCP server, call it directly over JSON-RPC, then wire an agent to it and watch the model use the tool.
Event-driven functions
Wire a Pub/Sub topic to a function so every published message is delivered automatically, with retries and a dead-letter topic.
Deploy from CI with a service account
Create a machine identity, mint an API key, and deploy on every merge from GitHub Actions — with the security rules spelled out.
A durable agent pipeline
Run a workflow that invokes an agent twice with automatic retries, watch it survive failure, and read its recorded history.