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Open research

Reports, guides and methods on how AI can fail, free to cite.

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Latest · 10 Oct 2026Coding agents that deleted production data

Two reported cases, in July 2025 and April 2026, in which an AI coding agent destroyed live data, and what they teach about permissions and backups.
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Automated probes, outage data and public reports, reviewed by a person.

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What to do in the first 72 hours if AI-dependent services fail.

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Guides and data to keep when the internet is down.

How to cite TOSWO

Events. Every event has a permanent address that never changes, even after it is resolved: https://toswo.com/events/<slug>. Use the Cite button on an event to copy it with the date.

The live level. The level changes; cite it with the time you read it: "TOSWO AI risk level, Level N (name), read on 12 October 2026, https://toswo.com/monitor". The status API returns the exact time of the last probe in observedAt.

Data. The JSON API, CSV and RSS feed are free to cite with attribution. Describe the query you used, for example /v1/events?category=shutdown.

Suggested form

TOSWO. "Title of the event". TOSWO AI risk monitor, 12 October 2026. https://toswo.com/events/. Accessed 14 October 2026.

BibTeX

@misc{toswo_event,
  author = {{TOSWO}},
  title = {Title of the event},
  year = {2026},
  howpublished = {TOSWO AI risk monitor},
  url = {https://toswo.com/events/<slug>},
  note = {Accessed 2026-10-14}
}

Incidents from other sources. Entries imported from the AI Incident Database keep their original link and licence (CC BY-SA 4.0); cite the original as well. Entries from lab disclosures and the press link to the reporting they rely on.