Preflight detail
duolingo.com
education.cancel_subscription
degraded
recipe://duolingo.com/education.cancel_subscription/public-preflight-v1
Do not trust this route yet
The current evidence set is too thin for a confident agent decision.
Next: Run a canary or submit a trusted outcome before allowing an agent to attempt this unsupervised.
72AES
72% outcome rate
Evidence and trust
32%
low trust
Confidence
low
30%
Evidence
3
public web observation
Freshness
0d
fresh
Blockers
2
known friction
Recipe
active
Settings/Subscription -> cancel; cancellation path varies by purchase channel (web vs App Store vs Google Play). Requires login; store-billed plans cancel in the store.
recipe://duolingo.com/education.cancel_subscription/public-preflight-v1
- Open the documented public path for Duolingo: Settings/Subscription -> cancel; cancellation path varies by purchase channel (web vs App Store vs Google Play). Requires login; store-billed plans cancel in the store. Public source or help surface is visible.
- Check the listed blockers and policy constraints before entering account, payment, booking, or cancellation state. login_required, dark_pattern_cancel, policy_parseable
- Stop before any irreversible or user-sensitive action and ask for explicit approval. User approval is captured before final action.
Human approval
Keep the user present for authentication. Do not request, store, or replay credentials or one-time codes.
Do not cross
- Keep the user present for any login, identity verification, or payment step.
- Store-billed Super/Max must be cancelled in Apple/Google, not in-app.
- Do not treat deleting the app as cancellation.
- Provide informational workflow guidance only, not education or admissions advice.
Success signals
- Subscription shows cancelled / renews-off
- Access until period end
Dimension scores
Why the route scores this way
Issue flags
Known blockers
login_requireddark_pattern_cancel
Policy notes
Recommended actions
Remediation queue
-
highagentKeep the user present for any login, identity verification, or payment step. Keeps the agent inside documented, reversible, user-approved boundaries.
-
mediumagentCapture handoff evidence and pause before accepting retention offers. Keeps user intent explicit during adversarial cancellation flows.
Agent handoff
education.cancel_subscription
Copy this into an agent runbook
Before attempting education.cancel_subscription on duolingo.com, check CrawlDex. Current verdict: Collect evidence first. Run a canary or submit a trusted outcome before allowing an agent to attempt this unsupervised.
curl -sS -X POST /api/v1/preflight \
-H 'content-type: application/json' \
-d '{"site":"duolingo.com","task":"education.cancel_subscription","agent_profile":{"stack":"browser-use","browser_runtime":"playwright"}}'
Preflight contract
{
"site": "duolingo.com",
"task": "education.cancel_subscription",
"agent_profile": {
"stack": "browser-use",
"browser_runtime": "playwright"
}
}