Context: Layers, Notes & When NOT to Use Them

Veezoo can hold business context in several layers, from fully deterministic to probabilistic: SQL and VQL definitions with names and synonyms in the Knowledge Graph, then descriptions, ground truths, notes, and static notes.

This lecture walks the stack and then shows a live demo, taking three static notes and pushing each one as far toward the deterministic end as it can go.

Key points

• The context stack runs from deterministic to probabilistic: VQL definitions and names or synonyms, then descriptions, then ground truths, then notes, then static notes.
• Push every piece of context as far toward the deterministic end of that stack as it can go.
• Static notes are always on, included in every prompt with every question, which makes them useful for documentation-style context and expensive to keep.
• Notes are free-text business context with a name, synonyms, and a description, and they load only when they are relevant to the question.
• Ground truths are question and VQL pairs that act as templates, biasing Veezoo toward the preferred answer for complex calculations.
• Where filters are static or a KPI has a clear definition, a VQL definition beats a note, because it is unambiguous, can be suggested as a filter in chat, and other measures can build on it.
• In the demo: brand guidelines become a note, a complex cross-fact-table calculation becomes a ground truth, and imported BI metrics become measures that Veezoo then tests.

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