LRM v2
Lorem ipsum dolor sit amet — a novel transformer architecture designed from the ground up to be populated by Knowledge Modules at runtime.
A reasoning core that borrows its knowledge.
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Nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur.
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What makes it patentable.
Split-layer topology
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Reasoning layers and knowledge-bank layers trained as separable substrates.
Empty-bank pretraining
Sed do eiusmod tempor incididunt ut labore et dolore magna aliqua — knowledge-bank layers begin blank and are populated at inference.
KM hot-swap runtime
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Reasoning-only loss
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Composable capability stack
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Serving-cost collapse
Sed ut perspiciatis unde omnis iste natus error sit voluptatem — small core plus loaded KMs approaches frontier performance.
The method, in steps.
Pretrain the core
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Reasoning layers train on language, logic, math, and code with knowledge-bank layers held empty.
Write the modules
Sed do eiusmod tempor incididunt ut labore et dolore magna aliqua — capability content is written into portable KMs via DeltaWrite.
Load at runtime
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Compose & swap
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Measured, not claimed.
Lorem ipsum — reasoning-only substrate.
Dolor sit amet loaded concurrently per inference.
Consectetur adipiscing elit on MMLU-Pro with loaded KMs.
Adipiscing elit vs. comparable frontier dense model.
Where it deploys.
Composable foundation serving
Lorem ipsum dolor sit amet, consectetur adipiscing elit — a single reasoning core serving many verticals via hot-swapped KMs.
Cost-efficient frontier inference
Sed do eiusmod tempor incididunt ut labore et dolore magna aliqua at a fraction of current serving economics.
Sovereign-AI deployments
Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris — core plus jurisdiction-specific KMs for regulated markets.
Edge inference
Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore on consumer hardware with targeted KMs.
License, replicate, or co-develop.
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Licensing, training-partner, and co-development conversations are open for LRM v2. Technical deep-dives available under NDA.