Samwell @samwellwang
All my wishes will come ture samwell.wang People's Republic of China Joined December 2014-
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你可能没理解 harness 实际上是什么 如果只是说那点 system prompt 和 tool,那显然模型可以学会它们,从此之后只需要一个 tool list + tool 实现就够,而进一步地,当模型再强大一点,我们只需要一个 bash tool,我参与过 Kimi K2.5 模型训练过程,以及从空的 system prompt、toolset 和 loop 开始写 harness,我当然知道人们说的 harness 训进模型是什么意思 但你观察 harness 的发展史和这个词本身的出现,你就会发现,随着模型智能的提升,harness 是在不断变复杂的,parallel tool call、subagent、agent swarm、agent teams、handoff、pro-active compaction、channel、cross-session communication,你以为是模型都可以学会,实际上是 harness 变复杂了模型才可能学会 所有这些确实都可以进一步随着模型加强而去掉,比如我在 Kimi CLI 时就准备去掉 subagent,换成直接 bash 调用(pi 就是这么做的),去掉 parallel tool call,换成 tool call script;但与此同时,更强的智能解锁了更复杂的与世界的互动,比如进一步可以引入主动 context rewind 这是一个此消彼长的过程,就像这个“阴阳”比喻 x.com/nocommas/statu… 观察动物乃至人类的进化你就会发现是一样的,随着智能水平的提高,人与世界的交互方式是越来越复杂的:当人相比猿更聪明的大脑被选择后,带来的并不是不需要用树枝计数,而是复杂的语言文字;同样,当人类社会作为群体智能的水平提高的时候,人们并不是取缔了纸,而是发明了计算机和互联网 终局来看,harness 会逐渐和人类原来为“仅有的一种智能”所发展的社会基础设施合并,人类文明的一切都可以重新做一遍(显然我们已经观察到所有 SaaS 都可以重新做一遍,很快会看到更多,当然不只是计算机软件) 不要只看到模型训练那一点局部,看看人类学吧
I was able to comment. The truth about Pi’s article actually just said thin prompt (your context) and thick harness Harness is about capturing the invariant structural mechanism, the yang for yin(model),the Apollo for the Dionysus, the *Antigma* for the Enigma
@OldPanda AI token的中转用的,接openai和anthropic的模型
发现个事儿,现在程序员说程序员要被 AI 取代,演员说演员要被 AI 取代,看了菲尔兹奖获得者邓煜接受采访说数学家可能要被 AI 取代,所以要是每种职业的人都担心要被 AI 取代的话,是不是就等于大家都不必担心了🤪
@elyleiysue 这个对话我和我老婆也发生过很多次,一毛一样!!一字不差,她说多问一句掉脑袋么,我让她自己去问😂
@elyleiysue 这可真是太震惊了,苗侨伟射雕杨康感觉都是上个世纪的人了,东野圭吾感觉还是个「青年小说家」
好像随着自己年龄的增长,对其他人的年龄评估就会出现漂移。很多时候以为的那个人的年龄是以我当年的感觉判断的,以及对年龄的感叹出现了两级分化的情况。当知道一个人的年龄时的想的不是这个人怎么这么老了,就是这个人怎么这么年轻。
感觉这种现象是从衡水模式后才出现的。
把「学霸」的默认形象绑定在陈景润和韦东奕这种奇怪状态上,觉得他们除了做学问以外就应该啥都不会、啥都不关心、没有常人的爱好、甚至要疯疯癫癫的,是不是建国以后苏联文化(比如圣愚)渗透的一种表现? 反正中国传统的古代文学里的形象肯定不是这样的。
纠正一下,衬衫的价格是九磅十五便士!
It’s hard to describe just how far out in front of us is China 2026. Luckily record numbers are checking out for themselves. Increasingly visa-free travel makes it easier than it’s ever been. I’ve just been on a “High-speed train” which description fails to do justice. It
Until death, all defeat is psychological.
A los argentinos cuando Maradona metió un gol con la mano no les pareció sospechoso. Cuando los argentinos le dieron agua con somníferos a Brasil no les pareció raro. Cuando su dictadura robó el mundial de 1978 todo estaba bien. Los 5 penaltis en 7 partidos de Qatar tampoco les pareció sospechoso. No les pareció sospechoso robarle a Egipto o a Suiza. Pero perder una final en la que tiraron 0 veces en 120 minutos les esta pareciendo un robo y todo muy conspiranoico. Te tienes que reír 😆
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