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Workbench · Architecture Note

Zenquanta Assistant System Notes

Notes on assistant families, prompt precheck, model routing, usage tracking, admin activation, and plan requests.

Architecture Note2026-02-126 min readZenquanta AI
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Short intro

Zenquanta becomes more interesting when assistants are product primitives instead of renamed model dropdowns.

What I was trying to do

I wanted assistant families to organize the product: Nova, Velora, Axiom, Forge, Pulse, and Prism should imply different jobs, routing policies, and expectations.

What I learned

  • Assistant families create product structure.
  • Prompt precheck improves UX before the expensive model call.
  • Model routing needs plan awareness and admin controls.
  • Usage tracking needs to separate raw backend cost from user-facing usage.
  • Admin activation and plan requests are part of the product, not admin afterthoughts.

Technical notes

  • Nova, Velora, Axiom, Forge, Pulse, and Prism can map to default tasks and model families.
  • Prompt precheck can recommend assistant changes, identify unsupported modalities, and flag risky input.
  • ModelCall and UsageRecord should be separate because one backend call can map to different user-facing accounting.
  • Admin model activation should leave an audit trail.

Problems / open questions

  • How visible should assistant routing be to users?
  • Should plan requests be manual, automatic, or hybrid?
  • Which assistant families need memory first?

Next steps

  • Document assistant family responsibilities.
  • Add admin views for model activation and call history.
  • Connect prompt precheck results to assistant recommendations.
  • Tie usage display to plan limits.

Tags

Zenquanta AIAssistantsModel RoutingSaaS

Related links

Zenquanta AIZenquanta AIAI model routing blueprint