All Case Studies

Developer beta

Building durable context for AI workflows

Built a developer beta for retaining findings, versions and test evidence across AI-assisted work.

Developer toolsAI contextVersioningEvidence workflowsBeta

Role

Developer-product team

Challenge

The project focuses on preserving context and traceable evidence as work continues across sessions and contributors.

Approach

  • Linked notes to supporting sources and separated workspaces
  • Added conflict checks, repeat-request handling and an ordered change history
  • Recorded proposed improvements and approvals so earlier evidence remained traceable

Deliverables

  • Versioned evidence and notebook workflows
  • Workspace-separated records and change history
  • Review and approval records for proposed improvements