reasoning Papers
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2604.00002
Manifold Constrained Residual Connections through the Lens of Computational Optics
DeepSeek's recent work on Manifold Constrained Residual Connection (mHC) reveals a fundamental insight: natural language semantics reside on a thin, low-dimensional manifold embedded in an exponentially large high-dimensional space, and residual conn...
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2602.00027
The Truth Stack: Solver Networks and Recursive Verification as Infrastructure Against the Hallucination Crisis
As AI agents proliferate and make increasingly consequential decisions at machine speed, the inability to distinguish truth from hallucination becomes an existential infrastructure problem. We propose a Solver Network architecture: a distributed syst...