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ExternalSoftware Engineering
DZone

When TypeScript Types Meet Untrusted AI: Building Type-Safe LLM Pipelines With Runtime Validation

TypeScript can make an LLM integration look safer than it is. A function may promise Promise<Classification> and every branch may compile under strict settings, yet none of those guarantees prove that a model returned a valid Classification. TypeScript annotations are erased during compilation and do not alter runtime behavior, so data crossing an AI boundary remains untrusted until executable validation proves otherwise.  The practical goal is a pipeline in which model output becomes domain dat

DZoneRead original
ExternalTechnology Trends
HN RSS Best

Room 641A

Article URL: https://en.wikipedia.org/wiki/Room_641A Comments URL: https://news.ycombinator.com/item?id=49662367 Points: 179 # Comments: 69

HN RSS BestRead original
ExternalCybersecurity
BleepingComputer

Passkey-themed phishing attacks lead to Microsoft 365 data theft

Microsoft says threat actors linked to ShinyHunters, Helix, and other extortion gangs are using passkey and single sign-on-themed social engineering attacks to compromise corporate Microsoft accounts and steal data from Microsoft 365 services. [...]

Security
BleepingComputerRead original
ExternalCybersecurity
SecurityWeek

Phishing Research Challenges Conventional Security Awareness Testing

Analysis of 2.47 million simulated attacks shows why organizations should measure credential leaks and reporting, not just clicks. The post Phishing Research Challenges Conventional Security Awareness Testing appeared first on SecurityWeek.

Phishingawareness trainingphishing
SecurityWeekRead original

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