Research field guide
Reality-contact for accountable human-AI knowledge work. This guide gathers essays, concept nodes, visual models, and reviewable links to show how context-bearing records, bounded interpretation, and human-AI workflows can make complex knowledge work more accountable.
Featured paths
Dashboards, transcripts, scores, and timestamps can all be true while still failing to explain what happened. This opening essay shows why information becomes accountable only when records carry source conditions, limits, contestability, and consequences with them.
A room becomes a temperature reading, a meeting becomes a transcript, and a decision becomes a field. This essay names the boundary event where reality becomes portable signal and explains why sensor context must travel with it.
Context disappears when records travel farther than the conditions that made them meaningful. This essay follows the drift from useful simplification to brittle judgment, showing how flattened artifacts create misplaced confidence and displaced burden.
Digitality is not screen time or tool adoption. It is the cyberphysical condition in which situations, relationships, decisions, and environments must cross digital boundaries before they can be remembered, routed, judged, or acted on.
Contextual flattening occurs when a portable artifact is interpreted beyond the conditions that made it trustworthy. The concept helps readers spot where useful summaries, metrics, transcripts, and model outputs exceed their responsible scope.
Transductive sensing names the boundary process by which reality acts on a sensor and becomes a record. The concept keeps attention on what the signal captured, what it left behind, and what actions it can responsibly support.
Guided path
The opening arc: why information alone cannot carry the situation that made it meaningful.
3 essaysHow models, social systems, and feedback loops should be bounded before they are acted on.
5 essaysHow persistent context helps records remain useful without pretending retrieval is wisdom.
5 essaysHow work is scaffolded across people, tools, responsibilities, and institutions.
3 essaysHow accountable artifacts, agency, and reflexive research practice become part of the engine.
4 essaysConcept garden
1 entries
16 entries
5 entries
3 entries
5 entries
1 entries
5 entries
5 entries
4 entries
2 entries
Diagram atlas
flow
flow
flow
network
flow
matrix