#case-based-reasoning News & Analysis

4 articles tagged with #case-based-reasoning. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

4 articles

AIBullisharXiv – CS AI · Apr 77/10

🧠

Springdrift: An Auditable Persistent Runtime for LLM Agents with Case-Based Memory, Normative Safety, and Ambient Self-Perception

Researchers have developed Springdrift, a persistent runtime system for long-lived AI agents that maintains memory across sessions and provides auditable decision-making capabilities. The system was successfully deployed for 23 days, during which the AI agent autonomously diagnosed infrastructure problems and maintained context across multiple communication channels without explicit instructions.

AINeutralarXiv – CS AI · May 126/10

🧠

Alignment as Jurisprudence

A new academic paper draws parallels between jurisprudence (how judges decide cases) and AI alignment (ensuring AI systems conform to human values), arguing that legal theory can inform AI safety approaches. The essay bridges Constitutional AI and case-based reasoning methods with established legal frameworks like interpretivism and analogical reasoning, suggesting mutual insights between law and AI development.

AIBullisharXiv – CS AI · Mar 176/10

🧠

NormCode Canvas: Making LLM Agentic Workflows Development Sustainable via Case-Based Reasoning

NormCode Canvas v1.1.3 introduces a case-based reasoning system for LLM agentic workflows using a semi-formal planning language called NormCode. The deployed system demonstrates multi-step AI task automation across presentation generation, code assistance, and plan compilation with self-sustaining capabilities.

AIBullisharXiv – CS AI · Mar 96/10

🧠

CBR-to-SQL: Rethinking Retrieval-based Text-to-SQL using Case-based Reasoning in the Healthcare Domain

Researchers introduce CBR-to-SQL, a new framework using Case-Based Reasoning to improve natural language-to-SQL translation for healthcare databases. The system addresses limitations of standard RAG approaches by using two-stage retrieval and abstract case templates, achieving state-of-the-art results on medical datasets.