AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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An agent with long-term memory can answer from a record it should no longer use, such as a plan the user later cancelled. We ask what a memory store must expose for an agent to know this before retrieving anything, and we score that judgment on its own, as metamemory monitoring. Readers see only a value-free summary: r...
Context: Accurate alignment between pull requests (PRs) and corresponding issues is crucial for efficient software development and maintaining code quality, as misalignments can reduce traceability, hinder defect localization, and decrease maintainability. Objective: This study aims to improve automated PR-issue alignm...
Fortunate Recall is a composable policy layer that classifies personal facts into a 10+1 behavioral ontology and applies category-specific lifecycle policies as deterministic functions over LLM-extracted metadata.
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