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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.
Live AI risk

Automated probes, outage data and public reports, reviewed by a person.

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AI risk nowLevel 1 · Calm

6 systems, 2 regions, 0 reports in 24 h.
Before it fails

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

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Offline kitSave it now

Guides and data to keep when the internet is down.

Incident record since 2018

From January 2018 to 9 Oct 2026, this record is compiled from public incident databases, credited on each entry. From 9 Oct 2026, TOSWO's own probes and reports are added.

Events per year by source. Select a year to filter the list. Lab disclosures and press data from , .
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YearLab disclosures and pressTOSWO monitorTotal
2018000
2019000
2020000
2021000
2022000
2023000
2024000
2025000
2026628

2018 to today

Developing Outage or erratic output · OpenAI API

OpenAI API degraded

Probes 100% · Reports 0% · 0 reports Confidence 35%
Developing Outage or erratic output · Anthropic API

Anthropic API degraded

Probes 100% · Reports 0% · 0 reports Confidence 35%