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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.

72 resources · Page 3 of 4

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  • guide · Rasa Community

    Why a Rasa voice agent on Deepgram Flux can miss a short yes

    When Deepgram Flux opens and closes a turn with no interim update, the Rasa handler commits nothing, so the agent never hears the reply.

    AI product engineer

    Rod Rivera ·

  • guide · Rasa Community

    How to replace skill-level requires in Rasa

    If a Rasa upgrade rejects the requires line in a skill, move the check into a precondition and delete any instruction that repeats it.

    AI product engineer

    Rod Rivera ·

  • guide · Rasa Community

    How to set the model API key in Rasa endpoints.yml

    Give every Rasa model group its API key through an environment variable placeholder, then start the server once against the real provider before you deploy.

    Platform / operations engineer

    Rod Rivera ·

  • guide · Rasa Community

    Why Rasa's memory discovery saved no facts on Claude

    Why a Rasa agent on Claude answered a customer well but saved none of the facts they stated, and how to check yours.

    AI product engineer

    Rod Rivera ·

  • guide · Rasa Community

    How to set the embedding model for Rasa Mantle references

    If your Rasa Mantle agent should embed its reference documents with a model you chose, name that model in the agent settings.

    Platform / operations engineer

    Rod Rivera ·

  • guide · Rasa Community

    What evidence to ask for before approving an agent action

    A clean transcript does not prove an AI agent action is safe, so ask for tool tests that fail when the check is removed.

    Risk reviewer / domain owner

    Rod Rivera ·

  • guide · Rasa Community

    How to measure an AI agent handoff to a human

    Test that each fact your human desk needs reaches the handoff on the agent’s own path, and measure handle time from real calls.

    AI product manager

    Rod Rivera ·

  • guide · Rasa Community

    Why TTS failover comes back after a voice agent restart

    A restart wipes the voice router's memory of a failing vendor, and a total outage logs no failover, so alert on the failure type.

    Platform / operations engineer

    Rod Rivera ·

  • build study · Rasa Community

    How to verify a SIM swap request in a voice agent

    Tie each SIM swap check to the line it approves and enforce it in the tool, so an approval for one line cannot move another.

    AI product engineerTelco & ISP

    Rod Rivera ·

  • guide · Rasa Community

    Is an MCP server a drop-in replacement for your tools?

    Before you approve a move of agent tools to an MCP server, check where each tool now gets the customer id it acts on.

    AI product manager

    Rod Rivera ·

  • guide · Rasa Community

    How to audit the documents an AI agent writes

    List every way the model can change a document your agent writes, then test each one the way the agent calls it.

    Risk reviewer / domain owner

    Rod Rivera ·

  • case study · Rasa Community

    A phone appointment is not a branch visit

    A customer changes from a phone appointment to a step-free branch visit. Work through the confirmation, the old slot and a booking whose result is unknown.

    Conversation designer / UX specialistBanking & fintech

    Rod Rivera ·

  • guide · Rasa Community

    AI agent rollout: rehearse the rollback before the pilot

    Plan an agent rollout with dependency checks, outcome signals, a verified fallback, and a rollback drill that proves who can stop an unsafe release.

    Platform / operations engineer

    Rasa team ·

  • guide · Rasa Community

    How to test an AI agent’s permissions

    Review an agent’s permissions with a worked action register, evidence from the tool boundary, and named owners for authorization, handoff, and unresolved risk.

    Risk reviewer / domain owner

    Rasa team ·

  • guide · Rasa Community

    How to stop customers repeating themselves after a handoff

    Build the human agent’s first screen from the fields your voice agent collected, and test the transfer promise against what your own tools send.

    Conversation designer / UX specialist

    Rod Rivera ·

  • guide · Rasa Community

    How to build test fixtures from your agent's own code

    If your agent tests pass on a session you typed by hand, build that session from the key lists your agent's code reads and writes.

    Evaluation / data specialist

    Rod Rivera ·

  • guide · Rasa Community

    AI agent release criteria: why 90% completion is not enough

    Turn agent evaluation results into a release decision with an explicit denominator, a worked decision record, and owners for rollout and unresolved risks.

    AI product manager

    Rasa team ·

  • guide · Rasa Community

    Human handoff from an AI agent: ask before sharing context

    Design and test an agent-to-human handoff with explicit consent, a useful context packet, and recovery paths when the receiving team is unavailable.

    Conversation designer / UX specialist

    Rasa team ·