Fluency Demand
The FD ladder: which tasks and industries actually require a model of the person, and what fluency is worth where it is demanded.
- VIDEO
The Fluency Demand Taxonomy: Scoring Work Tasks FD0–FD4
A spoken walkthrough of the second axis of occupational exposure: five ordinal levels scoring how much a task’s outcome depends on communication fitted to a specific person.
- ARTICLE
Communicative Load: Quantifying the Share of Outcomes That Rides on Communication Quality
Defining communicative load — the share of outcome variance a task places on how something is said — and why personalization claims have no denominator without it.
- ARTICLE
The Fluency Demand Taxonomy: Scoring Work Tasks FD0–FD4
A second axis for occupational exposure: five ordinal levels scoring how much a task’s outcome depends on communication being fitted to a specific person.
- ARTICLE
The Fluent Interaction Conjecture: B = γ(A × L)
A falsifiable conjecture for when knowing a person pays off: benefit is multiplicative in person-model accuracy and communicative load, gated by context.
- ARTICLE
Where Fluency Pays: Communicative Load as the Moderator of Personalization Benefit
A pre-registered prediction and the decisive experiment: accuracy about a person converts into benefit only in proportion to a task’s communicative load.