Premise
Symbolic systems can be useful without pretending that ambiguity has disappeared.
Method
We outline a comparative reading of representation, memory, and inference as related research primitives.
WORKING PAPER / XI-WP-2026-002
Latent Structure in Symbolic Systems
Notes toward a model of how symbolic representations can preserve uncertainty while supporting machine reasoning.