3 papers
cs.AI2026
5W1H+Which: Context-Valid Semantic Indexing with Progressive Ontology Binding
Yaxiao Liu, Pengbo Liu, Yiwen Liu +2
Semantic indexing must preserve reusable source information without committing too early to one business schema, while providing checkable premises for reasoning. We propose 5W1H+W…
cs.AI2026
From Migration to Calibration: Aligning Agents with Deployment Requirements
Yaxiao Liu, Pengbo Liu, Yiwen Liu +3
Deploying, migrating, or scaling an agent changes its model, support system, application, and users. Calibration should align the agent with destination requirements without requir…
cs.AI2026
A Contract-Centered Architecture for Scalable and Manageable Agentic Runtimes
Yaxiao Liu, Pengbo Liu, Yiwen Liu +3
Enterprise agentic systems must coordinate changing capabilities, execution capacity, and independently governed data. We define Skill, Harness, Scaffold, and an external data subs…