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The AI team library

One place for the decisions, designs and engineering behind useful AI agents. Find the next piece of work for your role.

54 resources · Page 3 of 3

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  • guide · Rasa Community

    What a voice agent should say before verifying the caller

    Caller ID tells your voice agent which number is calling, not who is holding the phone, so plan what it says before the caller confirms.

    Conversation designer / UX specialist

    Rod Rivera ·

  • guide · Rasa Community

    How to mutation test an AI agent guard in Python

    Break your AI agent's guard on purpose, one small edit at a time, and check that your tests fail for every edit you make.

    Evaluation / data specialist

    Rod Rivera ·

  • 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.

    AI product engineer

    Rasa team ·

  • guide · Rasa Community

    How to choose a useful first task for an AI agent

    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.

    AI product manager

    Rasa team ·

  • guide · Rasa Community

    How to build an agent test 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.

    Evaluation / data specialist

    Rasa team ·

  • tutorial · Rasa Community

    Your first Rasa Mantle agent with a nine-check lint

    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.

    AI product engineer

    Rod Rivera ·

  • tutorial · Rasa Community

    Guard irreversible AI agent actions in the tool, not YAML

    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.

    AI product engineer

    Rod Rivera ·

  • 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.

    AI product engineer

    Rod Rivera ·

  • tutorial · Rasa Community

    Generate agent documents from state, never from LLM prose

    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.

    AI product engineer

    Rod Rivera ·

  • tutorial · Rasa Community

    Rasa MCP tools: swap from REST without changing instructions

    A tutorial promised its three skills could keep their instructions when MCP landed. MCP landed — here is the diff that settles it.

    AI product engineer

    Rod Rivera ·

  • tutorial · Rasa Community

    Rasa Mantle tool and memory scope: verify callers only once

    Decide where a tool belongs and where a memory field belongs — and build a bank agent that makes the caller verify exactly once.

    AI product engineer

    Rod Rivera ·

  • tutorial · Rasa Community

    Personalise a Rasa agent's greeting before the first turn

    Load what you already know about a customer before the greeting, then spend it later in the conversation — with control levers, not hope.

    AI product engineer

    Rod Rivera ·

  • 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.

    AI product engineer

    Rod Rivera ·

  • 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.

    Rasa team ·

  • 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.

    Rasa team ·

  • 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.

    Rasa team ·

  • course · GitHub

    Why Voice AI Agents Fail

    Learn how delays, interruptions and transcription errors affect voice agents, and how to handle them.

    Rasa team ·

  • course · GitHub

    Why Agents Fail

    A free, self-paced course on why language-model agents fail in production and how to test and improve them.

    Rasa team ·