Protect the save path when adding AI search
Source data must remain safe even when embeddings, the queue or the search store is slow or unavailable.
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Engineering that can be inspected and explained.
Technical decisions begin with an operating problem, state the trade-off and show how the system behaves when a component becomes slow or fails.
Clarify the workflow before adding more AI agents
When inputs, states and action rights are unclear, more agents only move a wrong decision through the system faster.
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