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SAG TECHNOLOGY FRONTIER
We design how search, answers and generative AI understand brands, and explain the architecture behind SAG in clear technical terms.
SAG / ARCHITECTURE NOTES
From discovery and evidence to data boundaries, reliable execution and delivery—see how each engineering choice works.
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A design for assigning field meanings, versions, and validation rules to JSON observation and reporting data. Even when new engines are easy to add, changes in field meaning can distort historical data. Flexible storage does not mean no validation.
How to design idempotency keys, state transitions, and usage ledgers so jobs and billing are applied only once, even when network retries or duplicate clicks occur.
Parallelize independent reads and read shared configuration once for reuse. Even small queries add latency when repeated round trips accumulate. As features grow, the cost of re-reading shared configuration can become a bottleneck rather than the model.
This is the boundary that converts external service inputs, errors, and source data into common observations. Replacing an API failure with an example and marking it as success can be mistaken for actual collection. Recovering a call and substituting a result are different.
Learn how to design tenant boundaries, server-side authorization, and RLS together so that multiple organizations can use one service without mixing their data or permissions.
A pattern in which screens requesting the same data share one in-flight request. Repeating the same API call with every quick menu switch increases latency and cost, and can also make response order unpredictable. Collection and retrieval must be separated.
Discard earlier responses by identifying the order of transitions. If you select September after requesting October, but the October response arrives late, the selection and the screen can diverge. Even when the server is correct, the UI needs to verify response order.
An operational approach that links brief reuse of authenticated data with its removal when accounts change. Storing reports in persistent storage can leave sensitive data behind after logout. Fast retrieval and data retention carry the same responsibility.
Use customer paths for navigation, but have the server authorize access to data. A company name in the URL does not replace authentication. If changing an identifier lets someone read other data, a separate menu is not a security boundary.
Explains what audit logs are and why they are needed, how they work, and how to apply them in SAG architecture, with a practical checklist and references to research and official documentation.