Measuring Within-Person Variation in Written Communication Patterns Across Social Contexts
Method foundation for context-sensitive variation in language across social environments.
What-You-Say (WYS)
What-You-Say (WYS) is the conversation-first analysis layer in the Living Literature ecosystem. Its focus is not profile theater. Its focus is how language behaves across contexts, over time, and under relational pressure.
On LL.org, this page gives the conceptual frame and research anchors first. The live application remains on the What-You-Say subdomain.
What What-You-Say (WYS) does
- structured reading of communication patterns instead of one-off impressions
- context-aware interpretation across social settings
- method-led outputs that can be compared and discussed
What-You-Say (WYS) is positioned as an applied system connected to research, not as a clinical tool and not as a diagnostic service.
Relevant publications
Blind Spots in AI-Based Longitudinal Psychological Inference: A Single-Subject Validation Study
Validation-oriented work on the limits of inference and methodological caution in longitudinal interpretation.
A Computational Pipeline for Quantifying Longitudinal Cognitive Dynamics in Sustained Human-LLM Interaction
Pipeline-level work relevant to longer-arc dialogue interpretation and reusable analysis infrastructure.
Open What-You-Say
You are currently on the LL.org orientation page for What-You-Say (WYS). Use the button below to continue to the live What-You-Say application subdomain.