Two Prune Research
Research notes and practical frameworks for assessing AI fluency, strengthening workforce readiness, and managing AI implementation risk.
Featured · 3 August 2026 · 3 min read
Her assessment revealed a workflow shaped by early corporate AI training: use AI to write, then manually check everything.
Read the research note
28 July 2026 · 5 min read
Two Prune is beginning a research programme—and inviting academic collaboration—to develop task-bounded AI-fluency assessment into a responsible measurement method.
Our editorial lens
We examine what AI-enabled work looks like in context: how people frame tasks, navigate evidence, orchestrate AI, verify outputs, exercise judgment, and deliver useful results.
24 July 2026 · 3 min read
A stray AI editing note in a legislative speech shows why exploration, production and delivery need clear boundaries.
21 July 2026 · 3 min read
A participant case note showing why a strong AI-assisted synthesis still needs a separate, deliberately sceptical verification pass against its sources.
13 July 2026 · 4 min read
A useful AI assessment connects the claim it makes to a task that can elicit the right behaviour, observable evidence, conservative interpretation and visible limits.
13 July 2026 · 4 min read
Knowledge tests can check concepts. Realistic work simulations can reveal how someone responds when evidence conflicts, time is limited and a persuasive AI answer needs to be challenged.
13 July 2026 · 4 min read
AI literacy describes what someone understands. AI fluency becomes visible in the choices they make while turning that understanding into useful, verified and accountable work.