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This paper presents EventForge, an open-source system that reframes schema induction as typed DSPy programs and co-locates the induced knowledge graph with a hierarchical dense-retrieval index in a single PostgreSQL/pgvector substrate.
AGVF (Agentic Governance and Adversarial Verification Framework) is proposed, a multi-agent architecture for medical-necessity appeal generation under explicit policy and evidence constraints and contributes a theory-backed agentic architecture and verified reference implementation for policy-constrained LLM generation...
The efficient-KAN literature---covering Chebyshev, wavelet, and radial-basis-function variants of the original Kolmogorov-Arnold Network---has been benchmarked almost entirely on clean data. We show that this choice conceals a large capability difference between architectures: ChebyKAN's test MSE (evaluated against cle...
The result is an interpretable, stability-analyzed, auto-tuned routing controller competitive with or superior to non- stationary bandits at lower cost.
Schema-Aware Query Translation and Tabular Reasoning for Enterprise Databases aka Inference-from-RDBMS is presented, an open-source framework designed for schema-aware query translation, dynamic context pruning, and execution-guided tabular inference over complex RDBMS structures.
LLM-Advisor is introduced, an open-source, adaptive framework designed for intelligent query categorization, dynamic model evaluation, and constraint-aware request routing across heterogeneous multi-LLM pools that achieves a 42% reduction in overall inference expenditure and a 35% decrease in average response latency.
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