Curated from knowledge graph (125 nodes, 145 edges) · All articles published within the last 7 days

• AgentNLQ: A General-Purpose Agent for Natural Language to SQL — A multi-agent method for converting natural language to SQL that achieves higher accuracy than existing LLM approaches. Directly relevant to Brett's Enterprise Data Agent pattern—natural language queries to structured enterprise data. 🔗 Graph: Enterprise Data Agent, Agentic AI, LLM agents 📅 Published: 2026-05-21 📰 https://arxiv.org/abs/2605.19010

• Operationalizing Document AI: A Microservice Architecture for OCR and LLM Pipelines in Production — Production-scale microservice architecture for document classification, OCR, and structured field extraction via LLMs. Mirrors the AI Contract Reviewer's operational pipeline. 🔗 Graph: AI Contract Reviewer, Document AI, Production systems 📅 Published: 2026-05-21 📰 https://arxiv.org/abs/2605.18818

• Entry-level productivity expectations have increased due to AI, report says — Nearly a third of HR professionals report hiring fewer early-career workers and using AI to fill gaps, signaling a shift in workforce composition at higher-ed institutions. 🔗 Graph: Higher Ed AI, AI Adoption, Workforce impact 📅 Published: 2026-05-21 📰 https://www.highereddive.com/news/entry-level-productivity-expectations-increased-ai/820776/

• POLAR-Bench: A Policy-aware adversarial Benchmark — A diagnostic benchmark measuring privacy-utility trade-offs in LLM agents handling private data. Addresses a critical concern for campus AI systems: defining what private user data may and must not be shared. 🔗 Graph: Agentic AI, AI Governance, AI Security 📅 Published: 2026-05-21 📰 https://arxiv.org/abs/2605.19127

• Why Are Students Opening Up to AI Instead of People? — Exploration of whether AI is filling critical gaps in student mental health support or deepening isolation on college campuses. Raises governance questions around AI-mediated student relationships. 🔗 Graph: Higher Ed AI, Student Success, AI Ethics 📅 Published: 2026-05-21 📰 https://www.insidehighered.com/news/student-success/health-wellness/2026/05/21/why-are-students-opening-ai-instead-people

• Formal Skill: Programmable Runtime Skills for Efficient and Accurate LLM Agents — Introduces formal, programmable skill definitions for LLM agents with policy enforcement and workflow state management. Foundational architecture for reliable, production-grade agent systems. 🔗 Graph: Agentic AI, Agent Architecture, Production systems 📅 Published: 2026-05-21 📰 https://arxiv.org/abs/2605.19604

💡 Signal: Agentic AI patterns (multi-agent delegation, formal skills, privacy-constrained data access) are maturing from research into production systems. Higher ed faces a dual challenge: capturing workforce gains from AI productivity while maintaining human support structures for student welfare. Enterprise governance frameworks—privacy, skill composition, policy enforcement—are becoming table stakes.