Using AI to Extract Specific Knowledge
I love just having conversations with Socra and, at the end, asking it to extract the specific knowledge we uncovered.
The Socratic method is the perfect tool for this.
The most important knowle
I love just having conversations with Socra and, at the end, asking it to extract the specific knowledge we uncovered.
The Socratic method is the perfect tool for this.
The most important knowledge in an organization rarely exists in documents. It exists in people's heads.
The architectural constraints, the tradeoffs, the reasons things are the way they are.
AI is only useful once it has that knowledge.
> The only organizational knowledge worth extracting from dialogue is the knowledge that would surprise the model. If an AI could have generated it from training data, it has no extraction value. The filter is novelty against the AI's priors, not perceived insight in the moment.
> The Socratic method is the right extraction mechanism because it forces tacit knowledge to the surface by name. People hold beliefs they cannot articulate until challenged to defend them. The dialogue does not create the knowledge; it creates the conditions for the person to discover they already held it.
> "Cemented" is not the same as "stored." Knowledge is cemented only when it shapes a future decision that would have gone differently without it.
> Specific knowledge is a moat precisely because it is non-transferable through documents. It exists as residue of lived experience and only surfaces through dialogue under pressure. That makes it the one category of organizational knowledge AI cannot replicate or substitute, only amplify once it has it.
By Eduarda Ferreira