Systems · Learning · Decisions
Frameworks turnrecurring questions into tools.
These are not finished laws or universal theories. They are structured models developed from recurring problems in my research, engineering, learning, and system design.
How these should be interpreted
A framework organizes reasoning. It does not remove the need for evidence, judgment, or revision.
Each framework page shows its current version, components, applications, limitations, open questions, and revision history. The goal is to make the models inspectable rather than presenting acronyms as finished truth.
01Active
SIGNALv1.0
Systems Thinking
SIGNAL
How can a system be understood without confusing its visible outputs with the complete system?
A systems-thinking framework for examining boundaries, inputs, governing interactions, outputs, assumptions, constraints, and latent uncertainty.
02Active
EoLv1.1
Learning
Evidence of Learning
What observable evidence supports the claim that learning has occurred?
A framework for distinguishing the feeling of learning from evidence that knowledge or capability has changed.
03Developing
SUFv1.0
Decision-Making
Sufficient Understanding Framework
When is understanding sufficient to justify building, deciding, or acting under uncertainty?
An epistemic decision framework for determining when understanding is sufficient for responsible action without requiring complete certainty.