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#1000 #100daysofsolana #100daysofsolona #2026 #a11y #accountability #achievement #activator #actors #adaptive #adopting

#problem#observation

DEVMay 4, 2026 · 4h ago

ZopNight v2.0: The Control Layer Your Cloud Bill Has Been Missing

ZopNight v2.0: The Control Layer Your Cloud Bill Has Been Missing We've been watching cloud bills grow for years. Dashboards got prettier. Alerts got louder. The bills kept climbing. ZopNight v2.0 is our answer to why: the problem was never visibility. It was control. This release ships the full four-layer stack we believe every multi-cloud team needs: discovery with 14-day metrics, policy that

#agenticstandards

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#hallucination#llm

DEVMay 3, 2026 · 1d ago

The Fatal Flaw of AI Hallucination: When LLMs Confidently Tell Lies

A journalist recently called out DeepSeek for its "serious lying problem" — the model can write a beautifully crafted biographical sketch in classical Chinese style, but the person's birthplace, mother's surname, and life events are all fabricated. This isn't an isolated incident; it's one of the most stubborn bugs in the LLM industry, and it has a name: AI Hallucination. Right after the May Day h

#hallucination#llm#ai