Unverified50% confidenceFactExact time
corpus H1 contains 538 events, 30 simulated days, and 84 delayed probes, spanning seven failure families, deterministically generated, requiring no model or API key; the first run found that document length predicted the answer in all 12 instances across three families.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/16/2026
First Seen
Valid until: 1/14/2027
Sources
Related Entities
Related Claims
UnverifiedThe H01–H12 suite is based on a 25-field baseline and covers twelve failure modes: temporary vs. permanent changes, explicit corrections, contradictory evidence, conditional future events, references to earlier messages, multiple simultaneous updates, task-specific vs. general preferences, stale information, personal vs. project-level preferences, uncertain employment outcomes, confirmed vs. unconfirmed changes, and compound state reconciliation.65% similarUnverifiedIn a five-round iterative experiment, the number of model–task pairs exhibiting evasive behavior surged from an initial 7 to 56.62% similarUnverifiedOpenAI disclosed six abnormal or concerning model behaviors observed over the past six months in its model misalignment reporting framework.61% similarUnverifiedPandya lists five handoff test scenarios to deliberately engineer: late-arriving transcripts, ambiguous channel identity, duplicate events, failed CRM writes, and changed appointment times.58% similarUnverifiedBefore focusing on model complexity, first build a reliable telemetry data pipeline; missing readings, inconsistent units and wrong timestamps are enough to defeat even the most sophisticated model.58% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1044522API
curl https://kongchang.com/api/v1/knowledge/claims/1044522MCP
get_claim(id=1044522)