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Frameworks

THE NAMED
ONES.

Frameworks referenced across the work, written out properly: what each one is, the actual mechanism, a worked example, and, the part most people leave out, where it stops applying.

A framework with no stated limit is a sales tool. Each of these says where it does not work.

LIDSApplied in Skoolio

Learning Intelligence Design System

Schools teach what to learn. Almost nobody teaches how to learn. Seven modes, one rule about curiosity, and mastery proved by explanation rather than by grade.

The Compounding StackApplied in Integri.us, FLOW

a local-model reference architecture

Everyone is building AI that gets more expensive with every call. This is the opposite. Seven layers where reuse compounds, guarantees live in the components rather than the prompt, and the whole thing runs on a model you host.

The Grounded ReportApplied in diligence and ESG reporting

a reliable multi-source reporting architecture

Pour five sectors into one model and it drifts, invents numbers, and cannot tell you why it said anything. This is the architecture for a report you can actually stand behind.

The Trustworthy RecordApplied in Project H

a verifiable measurement architecture

Measure hard, surface nothing, and prove that none of it was altered. The architecture behind Project H, generalised so you can build your own.