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Current agent runtimes crater to sub-30% success the moment repairs demand propagating implicit dependencies across interconnected system artifacts rather than patching isolated bugs.
Local execution success is an illusion in distributed environments: multi-agent networks cannot guarantee global convergence without explicit, scope-aware runtime evidence contracts.
Abliterated LLMs can dramatically enhance vulnerability detection and patch validation, achieving up to 67.8% usability in early-stage validation compared to just 29.9% for their aligned counterparts.
Intermediate embeddings in distributed MLLM frameworks can leak sensitive image prompts, with new attacks achieving 100% extraction accuracy and revealing serious privacy implications.
