Meet Sophia and Samantha, CSR engineering and QA guides
Sophia helps explain engineering decisions. Samantha helps review quality and evidence. Their optional Guides panel keeps recommendations alongside your project conversation.
Explore engineering decisions with Sophia
Review architecture, implementation choices and project context with the engineering guide. Use suggestions to surface assumptions, prerequisites and tradeoffs before committing to work.
Review evidence with Samantha
Use QA guidance to distinguish a reported success from checks that actually ran. Review connection notices, packaging concerns and the limits of available test evidence.
Keep guidance close to the work
Open Guides when you need help and return to the project conversation when ready. Guidance supports your decisions; it does not replace the accepted specification, permission checks or review of actual Build results.
Verify important recommendations
Ask for the source, assumptions and missing checks behind a recommendation. Provider suggestions and automated checks have limits. Release decisions still depend on the application, test evidence and the approvals required for your project.