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Murphy’s laws of AI alignment: Why the gap always wins

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cs.AI 1

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2026 1

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UNVERDICTED 1

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Qualixar OS: A Universal Operating System for AI Agent Orchestration

cs.AI · 2026-04-07 · unverdicted · novelty 4.0

Qualixar OS provides a runtime for multi-agent AI systems with support for 12 topologies, LLM-driven team design, dynamic routing, consensus judging, content attribution, and protocol bridging, achieving 100% accuracy on a custom 20-task suite at $0.000039 mean cost per task.

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  • Qualixar OS: A Universal Operating System for AI Agent Orchestration cs.AI · 2026-04-07 · unverdicted · none · ref 9

    Qualixar OS provides a runtime for multi-agent AI systems with support for 12 topologies, LLM-driven team design, dynamic routing, consensus judging, content attribution, and protocol bridging, achieving 100% accuracy on a custom 20-task suite at $0.000039 mean cost per task.