To test it, we turn the logic around. Instead of zooming in and looking for mathematical evidence of a fixed point in our models, we assume that a fixed point exists and zoom out, asking: What physical implications would a fractal-like realm have for our macroscopic world?
As a consequence, we receive and review dozens of external PRs every week. Each of these is both an opportunity and a potential attack vector. Back in 2025, we shared how we’ve developed an LLM-driven code review system named BewAIre that we run on both internal and external PRs to detect malicious code changes at scale. BewAIre continuously ingests GitHub events and selects security-relevant triggers such as PRs and pushes. For each change, it extracts, normalizes, and enriches the diff before submitting it to a two-stage LLM pipeline that classifies the change as benign or malicious, along with a structured rationale.。业内人士推荐wps作为进阶阅读
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