Cost-aware abstention cuts wrong routes on IT ticket classification
On 47,837 tickets, a calibration-selected TF-IDF policy cuts test cost 38.1% and wrong routes from 15.3% to 3.5%.
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On 47,837 tickets, a calibration-selected TF-IDF policy cuts test cost 38.1% and wrong routes from 15.3% to 3.5%.
Shortcut cues in agent-safety benchmarks can change guard decisions and measured accuracy.
Anthropic reports actors including GTG-20006 (Midnight Blizzard-linked) and ShinyHunters clusters abused Claude AI agents to automate phishing, credential harvesting, and data theft against 20+ organizations.
Entities are extracted by the model from each article. First seen , last mentioned . Watching keeps it in this browser only (no account); the watchlist page and dashboard alerts use it.
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