Personal AI / Agent Systems
Personal AI Assistant and Vox Concepts
Ongoing research into assistant architecture, personal knowledge systems, memory, automation, voice and chat interaction, and orchestration.
Ongoing explorationOngoing research and interface exploration
Updated 16 April 2026
Public summary with sensitive detail kept out.
Problem
Most assistants still feel like single-turn tools. The harder challenge is building something that understands context, retains useful memory, and fits around the reality of day-to-day work.
Current direction
A growing body of concept work around assistants that behave less like gimmicks and more like inspectable, practical working systems.
What I did
- Explored assistant interaction models across text, voice, and task orchestration.
- Investigated memory structures, operational dashboards, and personal knowledge flows.
- Tested interface ideas for making agent behaviour more inspectable and more useful.
- Connected assistant design to real-world admin, planning, and operational tasks.
What the exploration is producing
- Produced reusable interaction and architecture patterns for future prototypes.
- Made memory, state, and orchestration visible as interface problems rather than hidden plumbing.
- Kept the exploration anchored to real administrative and operational tasks.
Tools and skills
AI AgentsAutomationUXPersonal Systems
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