Your AI Workload RPO Was Met. The Restore Still Returns Wrong Answers.
A restore can meet its RPO, pass every health check, and still return wrong answers. For AI workloads, the recovery point has to be defined by version lineage, not a timestamp.
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LLM Ops vs. DevOps: Managing the Lifecycle of Generative Models in Production
The incident ticket looked fine. For years, every dashboard told us the same thing: the system was flawless. But the support queue told a different story. Suddenly, the chatbot was handing out 90% discounts that didn’t even exist. No crashes, no slowdowns, and no error messages. It was just… wrong. We checked everything. The model…
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The Vector DB Money Pit: Why “Boring” SQL is the Best Choice for GenAI
Vector database pgvector is the most underused tool in the modern AI stack — and the most overpaid-for problem in the average GenAI budget. Vector Database pgvector vs Specialized DBs: The Cost Case I audited a GenAI startup last month that was paying $500/month for a managed Vector Database cluster. I asked to see the…
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