Unverified50% confidenceFactExact time
Failure records in the OpenAmer ledger far outnumber success records, with nearly 70% being failures
1
Sources
50%
Confidence
Short-term (~14 days)
Relevance
10/11/2026
First Seen
Valid until: 10/25/2026
Sources
Related Entities
Related Claims
UnverifiedFailure records in OpenAmer's ledger include a why field that categorizes failure reasons into human-readable information, such as task timeout, tool returning an unexpected data structure, path not reaching the objective, missing dependencies, etc.71% similarUnverifiedThe two most frequently occurring failure types were missing data or fields, and inconsistencies in search, filtering, or sorting criteria.64% similarUnverifiedLarge amounts of data from failed trials are permanently lost due to competitive confidentiality, publication bias (journals tend to publish positive results), or company closures.62% similarUnverifiedData from failure cases has unique value in telling models which paths do not work, and this type of negative information is severely lacking in public literature.62% similarUnverifiedIn a failover architecture, a distinction should be made between errors worth retrying (429, 5xx, timeouts) and errors that should not be retried (400 parameter errors, 401 authentication failures).58% similar
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