Browser and back-office work
Research a defined question, prepare a CRM update, compare approved options, or run a staging-site checklist. Require confirmation before every external write or submission.
Astra applications
These guides describe what Astra can do in a workflow, what you still need to verify, and how to deploy safely. They do not claim an unverified native integration.

Six practical use cases
Research a defined question, prepare a CRM update, compare approved options, or run a staging-site checklist. Require confirmation before every external write or submission.
Ask for a plan, make one bounded code change, run tests, inspect browser behavior, and return a diff plus test evidence. Keep deployment and secrets outside the model’s reach.
Define the sources, search for disconfirming evidence, build a claim table, identify unknowns, then draft a cited brief that a reviewer can audit.
Apply an existing template, turn raw notes into a structured output, and verify every formula, number, citation, and business decision against source data.
Use the model to propose an analysis plan, generate reproducible code and charts, and enumerate limits. A domain expert still owns data access and conclusions.
Translate a scene brief into small reviewed bpy changes, test them in a disposable file, and validate the render inside Blender—not from a text response.
Move from scene brief to small reviewed Python changes, then debug against Blender’s actual console output.
DEVELOPMENT · 1–2 DAYSBuild a production API flow with server-side credentials, tool boundaries, observability, evaluation, and cost controls.
Answers
This guide does not claim one. It shows how to use Astra to plan, write, review, and repair Blender Python in a controlled workflow.
No. Keep provider credentials server-side. A client should call your authenticated backend, which enforces model allowlists, limits, and logging rules.
Start with an action that has a clear acceptance test and can be performed in a disposable environment—for example, creating three named primitives in a blank Blender file.
Do not grant that by default. Keep the model’s tools read-only until the task has passed evaluation, then require explicit user approval for writes, sends, payments, publishing, deletion, and privileged actions.
No. Treat screenshots, citations, tool outputs, test results, and source files as evidence for a human reviewer—not as proof that the model's narrative is right.