In case you don't know me (or Autonoma), we're no strangers to pivots. Funnily enough, we pivoted like 4 times already (enterprise search, documentation generation, coding agent, QA testing platform). The reasons are beyond the scope of this article. In all cases, we knew bugs were painful, we just didn't know what was the best way of solving the problem.
This also applies to LLM-generated evaluation. Ask the same LLM to review the code it generated and it will tell you the architecture is sound, the module boundaries clean and the error handling is thorough. It will sometimes even praise the test coverage. It will not notice that every query does a full table scan if not asked for. The same RLHF reward that makes the model generate what you want to hear makes it evaluate what you want to hear. You should not rely on the tool alone to audit itself. It has the same bias as a reviewer as it has as an author.
。新收录的资料是该领域的重要参考
Россиянина Антона Петухова арестовали за наркоторговлю в Таиланде. Об этом сообщает издание Baza.
目前，已有山东威海、陕西汉中等城市探索将福彩公益金、社会捐助等作为长护险的补充筹资来源。
。关于这个话题，新收录的资料提供了深入分析
Стало известно о массовом вывозе убитых после удара по пансионату под Николаевом14:33，这一点在新收录的资料中也有详细论述
GENERATED ALWAYS AS (to_tsvector('english', coalesce(message,''))) STORED;