Explore memory-native AI, hybrid inference, model routing, and practical workflow design. Learn from the team building Lattice OS.
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.
Engineering notes from shipping an uncertainty-aware world model on Vercel: diagonal variance, fail-closed circuit breakers, DP-SGD, and GossipSub heartbeat adaptation — with real staging validation.
Why generic RAG pipelines fail the Chameleon Consultant, and how Lattice OS turns raw web fragmentation into structured, citeable agent memory through schema synthesis and causal lineage.
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