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MOPZA26 Online · October 21–22, 2026

Who Changed That?

An AI Watchdog for Risky Changes Across Your Stack

An AI watchdog that reads your audit logs, flags risky changes, and alerts your team before the damage spreads.

Make it your own

Build the watchdog

Flows, system prompt, scoring rubric, and lessons learned. Everything you need to get started.

Read the build notes

Watch on Mopza26 Attendee access required

How it works

  1. 01 / Read

    Read the audit log

    Pick up the changes your platform already records.

  2. 02 / Assess

    Assess the risk

    Use a reasoning layer and a rubric to flag what matters.

  3. 03 / Alert

    Alert the team

    Send risky changes to the channel your team already uses.

A separate volume monitor catches spikes the AI might miss.

Why I built it

A four-second CRM change triggered 8,400 bad MQL notifications. Finding the cause took most of a day. This is the system I built to close that gap.

Read the story: The Audit Log Knew the Whole Time

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