How AOP Works What you're reading describes the full protocol. What you're using below is the 3-mode demo. The difference is the product.

§1 Context Ingestion — α

Semantic Mapping: Breaks input into core concepts, entities, and intent. Constraint Identification: Finds explicit and implicit constraints. Relevance Scoring: Determines essential vs. tangential information.

§2 Protocol Routing — β

Mode Selection: Routes to BUILD, EXPLORE, or HARDEN. Constraint-Subtraction: Prunes unnecessary data. Entropy Injection: Prevents overly deterministic output.

§3 Generation & Refinement

Constraint-Aware Generation: Output adheres to the optimized path. Self-Correction Loop (CEGAR): Feedback loop checks output against constraints — failures inject new constraints into the next pass.

With AOP gemini-2.5-flash + AOP kernel
Without AOP (Baseline) gemini-2.5-flash (naked)
BOTH →