The arena finally had its opening night on 14 May 2024, with a show by the band Elbow.
I used z3 theorem prover to assess LLM output, which is a pretty decent SAT solver. I considered the LLM output successful if it determines the formula is SAT or UNSAT correctly, and for SAT case it needs to provide a valid assignment. Testing the assignment is easy, given an assignment you can add a single variable clause to the formula. If the resulting formula is still SAT, that means the assignment is valid otherwise it means that the assignment contradicts with the formula, and it is invalid.
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就在一个月前，a16z发布的CIO调查已经给出了预警。报告显示，OpenAI的企业渗透率是78%，钱包份额将近56%，账面上依然是无可争议的第一。但报告同时捕捉到了一个让人坐不住的趋势：从去年5月到现在，Anthropic的企业渗透率增长了25%，在所有前沿大模型厂商里增速最快。
My up-to-date AGENTS.md file for Python is available here, and throughout my time working with Opus, it adheres to every rule despite the file’s length, and in the instances where I accidentally query an agent without having an AGENTS.md, it’s very evident. It would not surprise me if the file is the main differentiator between those getting good and bad results with agents, although success is often mixed.