Cadence & Provenance

When each agent runs

Agents run on a mixed schedule (UTC), not all at once:

• CyberX — daily
• Operations — daily
• Finance — Monday / Wednesday / Friday (rotating theme)
• AI R&D — Tuesday / Thursday
• Marketing — Monday / Thursday
• CEO — Sunday (weekly synthesis)

Schedules are defined in vercel.json as Vercel Cron jobs. You can also trigger any agent on demand from the Admin Console or the Telegram bot.

Provenance: how to trust a chart

Every artifact carries a badge:

• `api` — built deterministically from a real API response. The numbers are exactly what the source returned.
• `web · cited` — built from the agent's web research, where every figure has a citation (url, title, date). Uncited data is dropped before the chart is built.

The model only ever writes the prose narrative. Charts are assembled by deterministic code from validated data, so a chart can't be malformed or hallucinated. This is the project's core invariant: never uncited.

Sources

On any agent detail page, the Sources section lists every citation behind that report's web-researched figures, with a date and a link you can verify yourself.