Human-Routed Handoffs in ChatGPT: A Possibly More Token-Efficient Procedure for Cross-Surface Work

This paper proposes a human-routed procedure for maintaining continuity across ChatGPT conversations and work surfaces.Derived from developing papers and a screenplay, it separates two objects: a Dump preserves relevant discussion; a Handoff directs the next operation. Verbatim and Summary Dumps offer different levels of fidelity and compression.Two controls govern the procedure: Authority Space bounds jurisdiction; Goodwill bounds optimization after sufficiency. Handoffs must remain checkable, with review proportionate to consequences and the object’s validity conditions.The procedure may reduce reconstruction and token use while preserving human judgment and responsibility. These benefits are practical observations rather than quantified or universal claims. The proposal is offered for adaptation, testing, correction, or rejection.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-09-30
DOI
https://doi.org/10.5281/zenodo.23050762
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
0.00
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article

Human-Routed Handoffs in ChatGPT: A Possibly More Token-Efficient Procedure for Cross-Surface Work

Luke Luoh
Zenodo (CERN European Organization for Nuclear Research)
Artificial Intelligence in Healthcare and Education
article

Human-Routed Handoffs in ChatGPT: A Possibly More Token-Efficient Procedure for Cross-Surface Work

Luke Luoh
article en

Abstract

This paper proposes a human-routed procedure for maintaining continuity across ChatGPT conversations and work surfaces.Derived from developing papers and a screenplay, it separates two objects: a Dump preserves relevant discussion; a Handoff directs the next operation. Verbatim and Summary Dumps offer different levels of fidelity and compression.Two controls govern the procedure: Authority Space bounds jurisdiction; Goodwill bounds optimization after sufficiency. Handoffs must remain checkable, with review proportionate to consequences and the object’s validity conditions.The procedure may reduce reconstruction and token use while preserving human judgment and responsibility. These benefits are practical observations rather than quantified or universal claims. The proposal is offered for adaptation, testing, correction, or rejection.

Zenodo (CERN European Organization for Nuclear Research)
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Artificial Intelligence in Healthcare and Education
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