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guide · Rasa Community
Build your first Rasa agent
Run a small Rasa agent locally, inspect the tool behind its answers, and make your first change with one complete downloadable starter.
guide · Rasa Community
Build an evaluation set that exposes failures
Build an agent evaluation set with explicit task slices, traceable data, factual assertions, and failure cases that a headline success rate would hide.
guide · Rasa Community
Choose an agent workflow worth building
Decide which workflow deserves an AI agent using a worked scope brief, a measurable outcome, and a boundary your product and engineering team can test.
guide · Rasa Community
Design a handoff a customer can trust
Design and test an agent-to-human handoff with explicit consent, a useful context packet, and recovery paths when the receiving team is unavailable.
guide · Rasa Community
Make an agent release decision with evidence
Turn agent evaluation results into a release decision with an explicit denominator, a worked decision record, and owners for rollout and unresolved risks.
guide · Rasa Community
Review what an agent is allowed to do
Review an agent’s permissions with a worked action register, evidence from the tool boundary, and named owners for authorization, handoff, and unresolved risk.
guide · Rasa Community
Roll out an agent with a working stop button
Plan an agent rollout with dependency checks, outcome signals, a verified fallback, and a rollback drill that proves who can stop an unsafe release.
tutorial · Rasa Community
Guard an Action You Cannot Undo
A scaffolded agent will post a replacement card to any address a caller reads out. Fix it by carrying where the address came from, and by putting the check inside the tool instead of in YAML.
tutorial · Rasa Community
Instructions Survive the Transport
A tutorial promised its three skills could keep their instructions when MCP landed. MCP landed — here is the diff that settles it.
tutorial · Rasa Community
Measure Your Agent: Simulation, Assertions, and LLM Judges
You changed a prompt and the demo went fine. Is the agent better? Build a simulation-based evaluation suite that answers with evidence — an LLM plays your customer, assertions stay the ground truth, and a judge scores what facts cannot reach.
tutorial · Rasa Community
The Document Is Derived, Never Written
Ask an agent for a document and it writes one, with figures nobody can trace. Build the other thing: the conversation edits state, the document is derived.
tutorial · Rasa Community
Your First Rasa Mantle Agent, With Guardrails On
Build a working Mantle agent using the starter pack — six AI skills, a nine-check lint, and a git hook that catches the silent mistakes before they cost you an afternoon.
tutorial · Rasa Community
Personalize the First Word Your Agent Says
Load what you already know about a customer before the greeting, then spend it later in the conversation — with control levers, not hope.
tutorial · Rasa Community
Tool Scope and Memory Scope in Rasa Mantle
Decide where a tool belongs and where a memory field belongs — and build a bank agent that makes the caller verify exactly once.
tutorial · Rasa Community
Build a Voice AI Agent with Rasa Skills
Flagship tutorial for the Skills architecture and Deepgram voice — build Atlas, a Horizon Travel assistant, from first skill to progressive control.
article · Rasa blog
Enterprise AI Security and Compliance: A Practical Framework
A framework for thinking about security and compliance when agents handle real customer data.
article · Rasa blog
How to Build an AI Agent: A Developer's Guide
A practical walkthrough of what goes into a production agent, from architecture choices to evaluation.
article · Rasa blog
Introducing Rasa University: A Hands-on Learning Path for Agent Engineers
The launch post for Rasa University — what the learning path covers and how the developer certification works.