Research direction

Human-AI Collaboration

Research direction for assistive workflows, human-in-the-loop approval, human-on-the-loop supervision, and correction.

StageresearchPublicationapproved

Focus areas

What this research explores

Role-aware collaboration
Approval and escalation design
Confidence, provenance, and correction
Operator experience for bounded autonomy

Questions

What remains open

How should a person understand a proposal without receiving hidden reasoning?
When should a workflow pause, escalate, or ask for clarification?
How can correction become a governed learning signal?

Methods

Evidence before claims

User journey and interaction review
Accessible prototype evaluation
Failure-case and escalation walkthroughs

Boundaries

What this page does not claim

Ask COGNI on the public site remains a non-executing local shell.
No autonomous decision authority is claimed.
Research content is not a substitute for domain policy.

Related portfolio context

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Context-aware interaction

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