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ExternalSoftware Engineering
DZone

Freshness as a First-Class Schema Concern: Modeling Data Staleness Across 83 Data Sources

I am not a developer, and I built a public reef atlas with AI agents. It pulls from 83 data sources that each update on their own schedule, some daily, some weekly, some once a decade. The hardest problem in the whole build was staleness, harder than the ocean science and harder than the frontend: how do you build a schema that tells the truth about how old each piece of data actually is, when the sources age so differently? The agents did more than write the code. They walked me through each sc

External
The Hacker News

AI Changed the Exposure Problem. Validation Needs to Change With It.

There's a lot of noise around AI and cybersecurity right now. What’s actually important is far simpler, if often lost in the hubbub. Vulnerability discovery is getting faster and happening at a much greater scale, while defenders still have to work out which findings actually deserve their action. In the first half of 2026, a whopping 35,853 CVEs were published, roughly 49% more than in the

The Hacker NewsRead original

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