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Explore memory-native AI, hybrid inference, model routing, and practical workflow design. Learn from the team building Lattice OS.

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Series:UCOLIntegrationsLattice OS
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Post-Generation Critic Loops: Catching Hallucinations Before They Ship
AI Architecture

Post-Generation Critic Loops: Catching Hallucinations Before They Ship

How Lattice OS uses a two-layer quality gate — the OutputCritic and the Delta Engine — to catch hallucinations, vision drift, and safety violations before the user ever sees them.

Joshua-Jair E. Mohammed
August 28, 20265 min
Chameleon Consultant Architecture: The Deterministic Persona Stack
AI Architecture

Chameleon Consultant Architecture: The Deterministic Persona Stack

How Lattice OS enforces persona consistency through a three-phase architecture: nonce-anchored state, minimum tier routing, and post-generation drift detection — all visible to the operator in real time.

Joshua-Jair E. Mohammed
August 24, 20266 min

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