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ExternalSoftware Engineering
DZone

Why I Don't Want an LLM Generating Java Business Logic

A pull request arrives. A few hundred lines of Java implementing the new discount rule: tiered thresholds, a regional exception, something about loyalty tiers that nobody can quite explain. It compiles. The tests pass. An LLM wrote it in about forty seconds. Now: who reviews it?

ExternalCybersecurity
SecurityWeek

Sangoma Switchvox Vulnerabilities Exploited in the Wild

Tracked as CVE-2026-9586, the unauthenticated SQL injection flaw can be exploited remotely for arbitrary code execution. The post Sangoma Switchvox Vulnerabilities Exploited in the Wild appeared first on SecurityWeek.

Vulnerabilities
SecurityWeekRead original
ExternalSoftware Engineering
DZone

Video and Audio as Knowledge Sources: Content Understanding in Microsoft Foundry IQ

Your largest corpus is the one nobody indexed. Here's how to turn recordings into grounding data an agent can cite. The Corpus You Already Have and Never Indexed Every organization is sitting on years of recorded meetings, support calls, training sessions, conference talks, and screen recordings. Almost none of it is retrievable. When someone asks "what did we decide about the vendor migration," the answer exists — in a 47-minute recording nobody will ever scrub through.

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