Ankur Sinha

Principal User Experience Designer @Oracle

Toronto, ON, CA

Designing for Probabilistic OutcomesInstead of designing static \"happy paths,\" your focus shifts to Confidence-State UI. When a system generates code or database logic (like PL/SQL) with varying degrees of certainty, the design must communicate that risk.The UI of Uncertainty: Implement a \"Confidence Spectrum\" where the interface changes based on the agent\'s self-assessment.High Confidence (90%+): A streamlined,\"auto-execute\" or \"one-click\" interface.Medium Confidence (60-80%): A \"Review & Edit\" canvas that highlights specific lines of code or logic gates where the LLM is least certain.Low Confidence (<60%): The UI pivots from \"Generation\" to \"Co-pilot,\" prompting the human for more constraints rather than offering a solution.2. Invisible UX & Audit-Trail DesignWhen interactions happen via CLI (like Claude Code) or background agents, the \"interface\" isn\'t a dashboard—it\'s traceability.Human-in-the-Loop Transparency: Design the \"Paper Trail\" UI. Even if the action happens in a terminal, the system must sync to a visual log where a human can \"Undo,\"\"Verify,\" or \"Intervene.\"The MCP Canvas: Focus on designing the metadata. When an agent updates a record via an MCP server, the UX challenge is making the reasoning (the \"why\") as visible as the result (the \"what\").3. Architect of Governance & Permission UXAs an \"Architect of Trust,\" your primary deliverable is no longer a mockup, but a Permission Handshake.High-Stakes Handshakes: Design \"Friction-as-a-Feature.\" For low-risk tasks (reading data), the handshake is silent. For high-risk tasks (modifying production schemas), the UI must require \"Active Intent\"—multi-factor confirmation or a visual \"diff\" view that clearly shows \"Before\" vs.\"After\" state changes.The \"Kill Switch\" Design: Every autonomous flow needs a prominent, always-available emergency stop. Designing the UX for a system-wide \"Pause\" is as critical as the \"Go\" button.

Visvesvaraya Technological University

Bachelor’s Degree, Computer Science