AI for ops~7 min read
Time-series data + RAG: helping ops assistants read your curves
Vectorize metric summaries and alert text so you can query historical conditions and runbooks in conversation.
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Plain-text RAG often misses patterns like “temperature spiked at 14:00.” Summarize time series first (peaks, slopes, year-over-year) and store those snippets as document chunks.
Index alerts, runbooks, and change records together; filter retrieval by device and time window to reduce hallucinations.
Enforce isolation: metadata filters per tenant or project on every query when sharing one vector store.
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