> [!map] About > This is a map dedicated to notes focused on building organization and individual capability with data, knowledge, and technology. > [!milestone] ## Core Concepts > - ### [[Data Fluency]] > - Developmental capability with data > - ### [[Dual-mode Knowledge Fluency]] > - Working with metadata & natural-language > - ### [[Hesitation as Data]] > - Questioning as competency > - ### [[Philosophy of Enablement]] > - Translation over transmission in AI enablement > - ### [[Tool Congruence]] > - Systems aligned with thinking patterns > - ### [[Socratic Prototyping]] > - Question-first design methodology > - ### [[Conservatory Roles]] > - Rolee-based decomposition of knowledge work > [!connect] ### Related Claims, questions, & frameworks > - #### Claims > - [[In AI mediated work, employability becomes "legibility to the system plus proprietary context access"]] > - [[Metadata enables discovery; natural language enables understanding; both required.]] > - #### Questions > - [[How do we distinguish valuable hesitation from fear based resistance?]] > - [[When do we build fluency capacity?]] > - #### Frameworks > - [[Data Fluency Development Progression]] > - [[Dual-Mode Knowledge Model]] > - [[The Socratic Prototyping Method]] > - [[Skill Tree Development]] > - [[Conservatory Roles]] ![[Illustrations of Tibetan materia medica from Sman bla'i dgongs rgyan rgud bzhi'i nang gi 'khrungs dpe re zhig.jpeg]] [^1] [^1]: Image sourced from the [Public Domain Image Archive / Wellcome Collection](https://pdimagearchive.org/images/68b51c7c-533b-4651-aaad-6be6376ff355)