Direct Manipulation

Special case of immediate feedback loop where user interacts with artifacts in a lifelike manner, typically through cursor or finger-based dragging.

Neighborhood — ranked by edge-count

concept

Immediate Feedback
associated_with
A key ingredient of liveness where the evaluation gulf is minimized so effects of user changes are immediately visible with automatic demand of result.

cosine ≥ 0.65 · no typed edge

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

Parameter manipulationconcept0.811
Direct editing of model parameters, enabled by VPD's decomposition, for manual model editing.
Direct Promptingmethod0.787
The baseline prompting method asking for a single response (e.g., 'Tell me a joke about coffee'), which suffers from mode collapse
Direct Craftsman Involvementconcept0.759
The principle that architects and craftsmen must be personally involved in making details on site, leaving individual marks, to bring life.
direct reference to the pastconcept0.754
The ability in Elephant to refer to past events and states without explicit data structures.
Adversarial Manipulation of Truthfulnessconcept0.754
Risk that multiple truth directions enable attacks that shift outputs without triggering the primary truth direction
Optogenetic Manipulationmethod0.751
Method for controlling ion channels with light, used to rewrite bioelectric pattern memories and study morphogenesis.
Image Synthesis and Manipulationconcept0.745
Primary worked example demonstrating denotational design principles
gap junction manipulationmethod0.743
Using drugs or genetic tools to open/close gap junctions and probe bioelectric networks in development.