For trainers¶
A short note for anyone running this toolkit in a workshop, a coalition meeting, or newsroom onboarding. It points you to the pages you need, so you can run a session without building a plan from scratch. Read it in two minutes, then run from it.
One idea carries the whole session: detection on its own does not settle a case. The toolkit is built on a four-signal workflow (provenance, source-history, behaviour, and a cautious detector), and no strong public claim stands on a detector score alone. Open the architectural anchors page once before you start, so the rest lands.
A two-hour running order¶
Treat the clock as a guide, not a rule. Shift time toward whatever the room came for.
| Time | Segment | Open | Why |
|---|---|---|---|
| 0:00–0:15 | Frame the model | home, architectural anchors | Set the four-signal idea and the two-non-detector-signals floor. |
| 0:15–0:45 | The detection ladder | 1A, 1B, 1C | Walk First-Line Triage, Professional Verification, then Institutional Analysis as a step-up, not a checklist. |
| 0:45–1:10 | Walk a tree live | T1 image, then T5 escalation | Run a real image case through the nodes, then show what to do when the tools disagree. |
| 1:10–1:30 | The counter side | 2A, 2B, 2C | AI-assisted workflows, tiplines, and large-scale pattern work. |
| 1:30–1:45 | The room's own ground | one country page | Land the session in the participants' country (routing below). |
| 1:45–2:00 | Safety and close | T6 source-protection, tool cards | Cover source handling, then leave them the tool-card pivot to carry on. |
Trees worth walking live¶
Pick two and run them with a real example on screen.
- T1 image triage is the canonical first-line workflow and the clearest way to teach the two-non-detector-signals rule. Start here.
- T5 escalation is the judgement tree: what to do when a case is high-harm or the detectors disagree, and why "insufficient evidence" is a real result.
- For a tipline or coalition audience, add T7 tipline routing; in a high-risk environment, reach for T6 source-protection.
The full set sits on the decision trees page.
Which country page to lead with¶
Land the session where the room works, and open that country's page directly.
For a mixed regional group, use the pairings the country pages already draw: Indonesia and Malaysia together for cross-border Bahasa and Malay work; the Philippines and Thailand together for the contrast between a detector-led and a provenance-led response; Sri Lanka and Laos together for the honest-gap discussion.
Keep it concrete. One live case teaches more than any slide.