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AIBullisharXiv โ€“ CS AI ยท 4h ago2
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NeuroHex: Highly-Efficient Hex Coordinate System for Creating World Models to Enable Adaptive AI

NeuroHex introduces a hexagonal coordinate system inspired by human brain grid cells to create highly efficient world models for adaptive AI systems. The framework achieves 90-99% reduction in geometric complexity while processing real-world map data, offering significant improvements for autonomous AI spatial reasoning and navigation.

AIBullisharXiv โ€“ CS AI ยท 4h ago2
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From Goals to Aspects, Revisited: An NFR Pattern Language for Agentic AI Systems

Researchers have developed a pattern language methodology to systematically identify and modularize crosscutting concerns in agentic AI systems, addressing issues like security, reliability, and cost management that contribute to high AI project failure rates. The approach uses goal models to discover reusable patterns and implements them through aspect-oriented programming in Rust.

AIBullisharXiv โ€“ CS AI ยท 4h ago1
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PARCER as an Operational Contract to Reduce Variance, Cost, and Risk in LLM Systems

Researchers propose PARCER, a new framework that acts as an operational contract to address major governance challenges in Large Language Model systems. The framework uses structured YAML configurations to reduce variance, improve cost control, and enhance predictability in LLM operations through seven operational phases and decision hygiene practices.