Most developers think of a folder tree as a way to organize files. For AI systems, it can be much more than that. The Interpret-able Context Methodology ICM, also known as the Model Workspace Protocol MWP, introduced by Jake Van Clief and David McD...

Most production queries aren't novel - they're recurring patterns that have already been solved. Re-running them through a full model call every time is unnecessary overhead. Engram is a proposal for a deterministic operations layer that sits in fro...