Author

Martin Foltin

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#artificial intelligence Preprint Sep 2026

Position: It is Time to Virtualize Foundation Models with a Self-evolving Operating System Layer

AI applications have shifted from single, monolithic foundation models (FM) to compound agentic systems. Yet today's stacks remain fragmented: even as protocols (e.g., MCP, A2A) ease tool/agent connectivity, each framework embeds an implicit runtime for state, memory, budgets, and guardrails, making behavior non-portab...

Suparna Bhattacharya, Tarun Kumar, Cong Xu et al. · 0 citations

Preprint Aug 2026

Neuro-symbolic PRM: Enhancing Scientific Reasoning via Structured Traces and Symbolic Verification

A neuro-symbolic framework that cleanly decouples reasoning into two formal dimensions: Symbolic Validity and Semantic Groundedness is proposed, which significantly improves reasoning reliability without the sprawling heuristics of prior frameworks.

Yu-Xin Zi, Cong Xu, Suparna Bhattacharya et al. · 0 citations