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Solar Open 2 outperforms its predecessors and competitors with a groundbreaking 1M-token context window, redefining the capabilities of large language models in agentic tasks.
Context-specific inference in video anomaly detection reveals that structured decomposition can significantly enhance detection accuracy without requiring extensive training.
LLMs still miss over 60% of real-world bugs in critical software like V8 and SpiderMonkey, even when given access to PoCs and fixes, revealing a significant gap in their ability to automate complex security tasks.
