Source record

Published by arXiv cs.HC (T1 source). The original is at https://arxiv.org/abs/2608.19614.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

IRIS is a research prototype that infers writing process states from keystroke logs using the Flower and Hayes cognitive model, presenting them through an AI-enhanced version history with revision highlighting, conceptual filters, and natural language inquiry. User studies showed writers used it to locate revisions and reflect on writing progression.

Concrete example of turning raw activity traces into a reflective interface — a pattern worth borrowing for agentic tools beyond chat assistants.

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