Technical manuscript / preprint · 2026

What Matters Next: Evidence-Grounded Proactive Assistance with Action-Deadline Reasoning and Adaptive Surfaces

Temitope Dickson Olajide

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Technical manuscript / preprint; do not call peer-reviewed.
Trustworthy AIContext-aware computingHuman-centered systems

Abstract / approved summary

A first-party manuscript concept describing how proactive assistance can rank action deadlines, expose evidence states, and adapt its surface without over-assuming user intent.

Temitope Dickson Olajide appears in the published author record above. This page does not infer individual contribution statements beyond the supplied authorship record.

Citation record
Olajide, Temitope Dickson. What Matters Next: Evidence-Grounded Proactive Assistance with Action-Deadline Reasoning and Adaptive Surfaces. Technical manuscript / preprint, 2026.

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