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The short answer
Evaluate scheduling agents against the full event contract: participants, time zone, duration, availability, location, and action scope. Test ambiguous dates and changed availability before creation. A natural-language confirmation is successful only when the resulting event matches the authorized constraints or the agent clearly reports why scheduling remains incomplete.
What to take away
- Represent times with an explicit zone and date.
- Recheck material availability before committing.
- Verify the stored event and notification action.
Sources checked . Research synthesis and Rubrex recommendations. Examples and local experiments are labeled; they are not client results.
Write the event contract before searching slots
Google Calendar’s event-creation guide documents event fields including times and attendees. Rubrex recommends extracting those fields into an inspectable proposal before creation. The intended day, zone, duration, participants, meeting type, and notification policy should be explicit rather than hidden in a conversational interpretation.
Use a synthetic request for a thirty-minute planning meeting between two test calendars. One participant says morning in their local zone; the other gives a bounded working-hours window. Define how ambiguity is resolved, and keep a draft proposal separate from an instruction to create the event.
Evidence: Google Calendar: Create events [1]
Create time and identity ambiguities deliberately
Test a date written without a year, two participants with similar names, and a slot near a daylight-saving transition in a zone that observes one. Supply the relevant zone data through the actual calendar system rather than asking the model to calculate offsets from memory.
Add a recurrence request with one exception and a reschedule request that refers to an existing event. The agent should distinguish a new series from editing one occurrence. Inspect the chosen calendar and event identifier so a correct-looking time does not conceal an update to the wrong meeting.
Test the gap between availability and commitment
Hold the agent after it finds an available slot, then insert a synthetic conflict before creation. Observe whether the workflow rechecks the required availability or produces an explicit conflict according to the product contract. Do not score any available-looking suggestion as a completed booking.
Capture the created event fields, attendees, response status, and notification behavior. Include a permission-denied case and a normal valid creation control. Report wrong-zone events, unintended invitations, duplicate events, and useful clarification separately, since they require different corrections even when all appear as scheduling failures.
| Case | Evidence to retain | Acceptance condition |
|---|---|---|
| Zone transition | Explicit zone and stored timestamps | Intended local time preserved |
| Availability changed | Search and commit snapshots | Conflict handled under contract |
| Similar attendees | Contact IDs and event guests | Correct participants only |
Release the smallest reliable scheduling scope
Accept the workflow when the stored event matches the approved proposal and changed or ambiguous constraints produce a clear next step. Require a stable operation identifier or reconciliation path for creation retries so a delayed response cannot create duplicate meetings.
Retain the proposal, availability snapshot, final event identifier, and actual fields. Re-run the transition, recurrence, and reschedule cases after changing parsing or calendar adapters. A narrow assistant that proposes valid slots and asks one precise clarification may be more useful than one that always returns a confident but incorrectly committed meeting.
Limits of the evidence
These calendars and meetings are illustrative. No event was created. Availability races, invitation delivery, recurrence semantics, and time-zone handling depend on the provider and application configuration; the fixture does not guarantee universal scheduling correctness.
Common questions
Is a proposed slot a booked meeting?
No. Confirm creation with the stored event and the intended notification behavior.
Should the model remember time-zone offsets?
Use authoritative calendar or zone data for the actual date, especially around transitions.
Sources & further reading
Primary sources behind this briefing. A source’s findings apply to its own study conditions; publication on arXiv does not establish peer review.
- Google Calendar: Create events Google · Living reference · Maintained documentationReviewed: event fields, time zone representation, attendee information and event insertion. Accessed October 16, 2026.
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