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cs.LG2026
Grounded and Faithful P&ID Reasoning: Constraining Vision-Language Models with Recovered Evidence Graphs
Prathamesh Gadekar, Sagar Srinivas Sakhinana, Venkataramana Runkana
Piping and Instrumentation Diagrams (P&IDs) are the authoritative maps of process plants: isolation, maintenance, and HAZOP decisions depend on what connects to what. Vision-langua…
cs.LG2026
Graph, Loop, and Harness Engineering for Zero-Trust Agentic Data Engineering and Analytical Processing
Sagar Srinivas Sakhinana, Venkataramana Runkana
Large language model agents increasingly automate data workflows, but end-to-end cloud data engineering and analytical execution require reliable coordination across code, data, in…