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Keenable SELECT is an MCP server that enables AI agents to execute SQL queries on live web data, using semantic operators for efficient search and extraction, and generating HTML reports.
Semantic Reasoning Denoising (SRD) introduces an operatorized Markov denoising method to correct semantic errors in language model reasoning trajectories, using executable error operators and iterative refinement, with demonstrated improvements across six benchmarks and competitive performance on transfer tasks.
LOTUSPlan is a new API and optimizer for LLM-based data processing that reduces cost by up to 2.4× and improves accuracy by 4.6× through lazy execution and global planning. Developed at Berkeley and Stanford, it supports tasks like agent trace analysis, RAG, and document extraction.