Theory
The theory section is written as engineer-friendly notes. Each page has 3–4 short chapters, defined terminology, a transparent SVG diagram, and references.
The goal is to explain mechanisms and trade-offs without duplicating specification text.
System vision
Chapters, definitions, mechanisms, and references.
Unified input representation
Chapters, definitions, mechanisms, and references.
Structural boundaries and scope
Chapters, definitions, mechanisms, and references.
Structural scope isolation
Prevent context bleeding via structural separators (no domain scopes).
Training and emergent compilation
Chapters, definitions, mechanisms, and references.
RL as shaping for stable choices
Chapters, definitions, mechanisms, and references.
Question compilation pipeline
Chapters, definitions, mechanisms, and references.
Controlled generation with closure gating
Chapters, definitions, mechanisms, and references.
Faithful surface realization
Chapters, definitions, mechanisms, and references.
Operational correctness via bounded closure
Chapters, definitions, mechanisms, and references.
The VM core and retrieval interaction
Chapters, definitions, mechanisms, and references.
Consistency contract and boundary behavior
Chapters, definitions, mechanisms, and references.
State-space geometry and conceptual regions
Chapters, definitions, mechanisms, and references.
Federated growth of modules
Chapters, definitions, mechanisms, and references.
Trust and transparency
Chapters, definitions, mechanisms, and references.