When do multi-agent systems pay off? 30 seconds
Silent video: no voiceover, music or sound effects. This transcript repeats every on-screen word and describes each scene.
The film includes the topic label "Multi-agent systems", the note "Illustrative diagram", the TecnoStack logo and progress numbers 1, 2, 3, 4, 5, 6. Elements enter and leave during transitions; in portrait, the closing sign-off replaces the footer.

[0:00–0:05] Beat 1 of 6 (intro)
Kicker: MULTI-AGENT SYSTEMS
Headline: Split work for a reason
Support: Measure a simpler baseline first
Diagram (decision paths): Task; One agent; Several agents
Connections: Task → One agent; Task → Several agents
Highlighted: Task
Scene: Branching diagram: Task, One agent, Several agents. Connections: Task to One agent; Task to Several agents. Emphasis: Task.

[0:05–0:10] Beat 2 of 6 (step1)
Kicker: 01
Headline: Define clear subtasks
Support: Enforce access in the application
Diagram (evidence checklist): Task boundaries; Context; Permissions; Review
Highlighted: Task boundaries
Scene: Comparison without scores: Task boundaries, Context, Permissions, Review. Emphasis: Task boundaries.

[0:10–0:15] Beat 3 of 6 (step2)
Kicker: 02
Headline: Measure the baseline
Support: Find the cause of failure
Diagram (timeline): Baseline; Measure; Diagnose; Decide
Connections: Baseline → Measure; Measure → Diagnose; Diagnose → Decide
Highlighted: Diagnose
Scene: Sequence: Baseline, Measure, Diagnose, Decide. Connections: Baseline to Measure; Measure to Diagnose; Diagnose to Decide. Emphasis: Diagnose.

[0:15–0:20] Beat 4 of 6 (step3)
Kicker: 03
Headline: Design the coordination
Support: Keep sources with results
Diagram (hub and spokes): Coordinator; Research; Review; Merge
Connections: Coordinator → Research; Coordinator → Review; Coordinator → Merge
Highlighted: Coordinator
Scene: Network: Coordinator, Research, Review, Merge. Connections: Coordinator to Research; Coordinator to Review; Coordinator to Merge. Emphasis: Coordinator.

[0:20–0:25] Beat 5 of 6 (step4)
Kicker: 04
Headline: Bound every run
Support: Reserve budget before allowing fallback
Diagram (evidence checklist): Workers; Spend; Time; Fallback
Highlighted: Fallback
Scene: Comparison without scores: Workers, Spend, Time, Fallback. Emphasis: Fallback.

[0:25–0:30] Beat 6 of 6 (close)
Kicker: TECNOSTACK
Headline: Adopt what evidence supports
Support: Compare quality, cost and latency
Diagram (decision paths): Evidence; Keep design; Simplify
Connections: Evidence → Keep design; Evidence → Simplify
Highlighted: Evidence
Sign-off: TecnoStack logo and tecnostack.com
Scene: Branching diagram: Evidence, Keep design, Simplify. Connections: Evidence to Keep design; Evidence to Simplify. Emphasis: Evidence.