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A paper analyzing AI agent reliability, accepted at ICML 2026, finds that even the latest frontier models (GPT 5.5, Gemini 3.1 Pro, Claude Opus 4.7) show only marginal reliability improvements over earlier versions, with low outcome consistency and persistent issues in agent scaffolding.