CrawlHive 用 Jev 给爬虫发现打分过滤噪音
爬虫抓取、Jev 逐条打分决定去留、Grok 只处理边界案例,每天 3000 次决策约 5 美分,低于 15% 直接丢弃。
CRAWLHIVE + JEV. THE AGENT EVALUATES EVERY FINDING AND DECIDES IF IT'S WORTH YOUR ATTENTION, YOU DON'T EVEN HAVE TO THINK. repo: http://github.com/h100envy/crawl-hive half a second. $0.000017. one decision. crawlers find. jev decides. grok researches. three layers, and noise no longer gets through. > finding below 15% - discarded before you blink > above 70% - verdict LOOK / WATCH / AVOID is final > in between - grok handles it every signal now has a label Jev 87%. green, yellow, grey. one number - and you know the signal strength before the chart. last 15 real signals: > tokens +23–58% scored 66–83% > tokens that dropped - 49–55% > not a single working signal discarded 3000 decisions a day. five cents. grok only called on borderline cases. no key or limit hit - everything works as before. jev is one of the most discussed models on x right now. and crawlhive already has it in production. you still deciding what's worth your attention and what's not by yourself?
这条是引用着另一条写的:x.com/h100envy/status/2109653064080912835