System Architecture

7 interactive views of the DFM AI Production OS

Executive architecture — Triggers, Agents, Connectors, Tools

TRIGGERSAI AGENTSCONNECTORSYOUR TOOLSSlack MessagesClickUp StatusFrame.io CommentsNew FootageBatch DatesProducer AgentTask creation, strategyPC AgentCoordination, SlackCD AgentIdeation, packagingPPM AgentQC, workloadClickUp MCPSlack MCPNotion MCPFrame.io APIDropbox APIClickUpSlackNotionFrame.ioDropboxMake / Zapier

Event-Driven

Status changes trigger agent actions automatically

Human-in-the-Loop

Agents recommend; humans approve client-facing actions

Per-Pod Rollout

Each automation deploys to one pod first with rollback toggles

No Rip-and-Replace

Works with your existing ClickUp, Slack, Frame.io stack

The ProblemTool Suite Demos