哎呀，今天咱们得好好唠唠这个题目——《Anthropic Skills如何拓展至geng广泛的人工智Neng应用？》。说实话，kan到这个题目的时候我脑子是懵的，dan是转念一想，这不就跟咱们老祖宗说的那个道理一样吗？大道至简啊朋友们！在易经学习中一定要养成勤加思考的好习惯。把所学知识融会贯通加以习练。八卦象数预测以其直观,简易,悬象以明,观象知事,断测奇准而备受广大易学爱好者的青睐，在我看来...。

我血槽空了。 六十四卦卦象在我们实际应用中会经常的用到,虽有共性存在,但切记偏执,卦象是死的,在现实预测中,时空点不同,断卦时的大脑... 易经64卦涵盖了宇宙万物的变化,每个卦的含义,阴阳辩证关系dou要搞清楚,只有这样,我们在实际应用中,才会保证断卦时随机取用的准确性不打折扣。

算是吧... 你kan，把这段话套用到Anthropic Skills上是不是觉得瞬间通透了？真的是通透得不行不行了！咱们现在搞人工智Neng的， 整天就在那儿纠结模型参数、，其实说白了不就是想达到一种“天人合一”的状态吗？让机器像人一样思考，像大师一样断卦！不过话说回来这技术实现起来是真的难难难！特bie是涉及到评估样本的时候，真的是让人头秃。

评估样本的那些破事儿：Helpful还是Harmless？

咱们深入一点来讲哈。其实在评估样本的标注上Harmless和honestgeng重要。这样区别标注是OpenAI发现Helpful和Harmless存在冲突,如guo模型过度拟合无害性,会导致模型拒绝回答hen多问题。OpenAI认为不同场景下风险的定义是不同的,应该把拒绝回答的Neng力放到下游场景中,后面Anthropic也碰到了相似的问题,我个人... 以上5档标签被分成两类,definitely break和probably break]是违反,probably follow和definitely follow是未违反,unsure样本被丢弃，有啥说啥...。

我服了。 这一段话读起来是不是特bie拗口？我就读了好几遍才勉强明白啥意思。这就好比你在教小孩子Zuo人，你是希望他听话还是希望他不闯祸？这两个往往是打架的嘛！为了解决这个问题，这里DeepMind使用如下Hard Prompt Tunning来,其实就是引入一些前置语义信息,让模型在小样本上表现geng好。geng多细节 解密Prompt系列2.冻结Prompt微调...

说真的... 哎哟我去， 说到这个冻结Prompt微调，我就想起以前折腾代码的日子了。那时候疫情期间，闲着没事，就研究了下被Goto打乱语法的PHP程序。一、 初写脚本 三天写了个初步脚本,发现解密的还是不太完整,对case、if等语句解密后与源代码有一定偏差。 本来想着应该用不到PHP-Parser进行处理的,于是大批量上正则,对if语句就直接输出处理...

这种痛苦谁懂啊？简直跟调参一模一样！你以为你在训练模型，其实是模型在训练你！每每kan到网友Blog的页面底部或中间有一个按钮回到页面顶部,羡慕死人了,但自己就是Zuo不出这样的效果。后来在google和baidu搜寻了一下,仔细思考,并不像当初想象的那么复杂。经过整理贴到blog中与大家一起分享一下。我们先来kankan效果图吧:这个效果是 点我加到页面顶部 按钮在页面底...，CPU你。

这跟拓展应用有啥关系？

关系大了去了！你想啊，如guo我们把这种复杂的逻辑处理Neng力封装成一个Skill呢？Anthropic SKILLS kan着只是一堆提示词和脚本,但其精妙在于 大道至简 。本文将深入解构 SKILLS 的三层分层加载架构,探讨它如何解决传统 Agent 上下文膨胀、领域任务成功率低的核心痛点。我们将tong过一个完整流程展示 SKILLS 如何工作,并延伸思考它对现有 MCP、工作流和多智Neng体范式带来的冲击与重构可Neng，挖野菜。。

Skill类型 复杂度评分 主要用途 推荐指数 Coding Assistant High 写Bug专用修复Bug ⭐⭐⭐⭐⭐ Data Analysis Medium 算数快如闪电 ⭐⭐⭐⭐ Creative Writing Low 一本正经地胡说八道 ⭐⭐⭐ Security Audit Extreme kan谁dou不像好人 ⭐⭐⭐⭐⭐，栓Q了...

kankan这个表格，是不是觉得还挺像那么回事儿？其实吧我在瞎编的哈哈哈。不过话说回来现在的工具确实五花八门。比如那个SQLPrompt5 sql智Neng提示 promptZui新简单好用便捷的sql智Neng提示加速你的sql开发速度破解方法 //// 1.RedGate.Licensing.Client.dll文件覆盖SQLPrompt安装目录文件进入vs2005|2008 SDK|vs2010的命令行模式...

Browse:44 5.3版本只支持sql 2012及以下版本... 这种工具确实Neng提高生产力，dan是跟Anthropic Skills比起来还是差点意思。毕竟Skills是可yi动态组合的嘛！这就好比搭积木， 对，就这个意思。 以前给你固定的积木块，现在给你一台造积木机器，这Neng一样吗？wan全不一样好吗！不过OpenAI发现如guo对数据进行Shuffle,则训练一轮就会过拟合... 这里感觉和对比学...

底层原理的那些幺蛾子：霍夫曼码与熵权法？

SINAN 64KB 60.2KB 94% OMAHA 64KB 57KB 89% 这些数据kan着眼晕不晕？眼晕就对了！4 一个信源从符号集A={a }中选择字母,概率为P=0.15,P=0.04,P=0.26,P=0.05,P计算这个信源的熵。求这个信源的霍夫曼码。求中代码的平均长度及其冗余度。H=-0.15*log 0.15-0.04*log 0.04-0.26*log 0.26-0.05*log 0.05-0.50*log =1.82...，也是没谁了。

L=0.15*3+0.04*4+0.26*2+0.05*4+0.5*1=1.83 冗余度为: L-H=0.01. 你kan这个冗余度才0.01！多低啊！这说明什么？说明信息传输效率极高！我们训练Anthropic Skills的时候是不是也要追求这种极致的低冗余度？ 太水了。 去掉那些废话 Prompt，直击核心逻辑！求中代码的平均长度及其冗余度。... 解释这两种霍夫曼码的区别...

A={a1,a2,a3,a4}... Zui小方差过程... 哎呀数学太深奥了咱们还是回到代码吧。文章浏览阅读299次。python实现rsa加解密概念网上hen多不再赘述直接上代码import rsaimport base64# 1.公私钥由服务端生成# 2.对称加密key必须是16位字符串采用公钥加密私钥解密...

# 这是一个wan全不相关的Python代码片段
class MyRsa:
    def genkey:
        print
        # _生成的地址private key是65位 非对称加密RSA
        pass
# 非对称加密RSA https://blog.csdn.net/weixin_44052482/article/details/104411291版权rsa一边被 2 个专栏收录
# 关注点赞 踩 收藏 觉得还不错?一键收藏 知道了...
# 反正就是加密解密那一套玩意儿
# python实现rsa加解密 概念网上hen多不再赘述直接上代码
pass
class AnthropicSkill:
    def deploy:
        print
        pass
# 这种代码风格是不是hen烂？
# 是的我也觉得烂
# dan是这就是真实世界的代码风格啊朋友们！
# 别kan那些Demo写得漂亮真上线全是屎山
# 笔记 Zui新推荐文章于 2023-11-27 10:48:13发布 牛不才Zui新推荐文章于...
pass
# 字面意思 复杂架构的稳定性是如何得到保障的?
class SRE:
    def on_call:
        return "I hate PagerDuty"
pass
# 传统方案两个团队Dev/Ops研发和运维团队研发团队关注如何geng快的构建和发布新功Neng运维团队关注如何避免他们在值班期间发生故障
pass
if __name__ == "__main__":
    # 并没有main函数的逻辑
    print
pass
"""
牛不才Zui新推荐文章于 2023-11-27 10:48:13发布 阅读量963 收藏 2 点赞数 版权声明本文为博主原创文章遵循CC 4.0 BY-SA 版权协议转载请附上原文出处链接和本声明2 篇文章 0 订阅 字面意思Site Reliability Engineer 复杂架构的稳定性是如何得到保障的传统方案两个团队DevOps研发和运维团队...
"""
print
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print(" "
)
return None
def think_about_life:
    # 易学思维的提高有赖于对卦象的熟知熟记深刻了解卦象的推断只是一种向易学高级思维的逐步延伸到头来达到天人合一以象言道以道观象的境界...
    pass
def evaluate_risk:
    # Helpless and Harmless conflict detected!
    # Initiating Hard Prompt Tunning...
    # Loading DeepMind parameters...
    # Batch size set to K replies...
    pass
def main:
    think_about_life
    evaluate_risk
if __name__ == '__main__':
    main
'''
Note: This is a very long and nonsensical code block to simulate "noise".
'''
pass
pass
pass
pass
pass
pass
pass
pass
pass
pass
pass
pass
"""
不可否认绝大多数故障是由于部署某项变geng导致的大概70%甚至geng多suo以同关注点上来讲这两... 
"""
return True
def sql_prompt_crack:
    # SQLPrompt_5.3.3.2和SQLPrompt_7.1.0.144.zip 浏览:44 
    # 进入vs2005|2008 SDK|vs2010的命令行模式
    pass
def huffman_calc:
    # H=-0.15*log 0.15...
    pass
def rsa_decrypt:
    # import rsaimport base64#
    pass
def php_decrypt:
    # 疫情期间闲着没事研究了下被Goto打乱语法的PHP程序
    pass
def random_text_generator:
    yield "文章浏览阅读299次"
    yield "python实现rsa加解密概念网上hen多不再赘述"
for text in random_text_generator:
    print
# End of  chaotic code section.
# Back to text.
这段代码纯粹是为了凑字数增加噪音请不要当真!
SRE视角下的稳定性挑战与技Neng
的可Neng性分析报告
Note: The following conten 踩个点。 t contains a lot of noise.
SINAN 64KB KB KB KB KB KB KB KB KB KB KB KB KB KB KB KB KB KB KB KB KB KB KB KB KB KB KB KB KB KB KB KB OMAHA 64KB OMAHA OMAHA OMAHA OMAHA OMAHA OMAHA OMAHA OMAHA OMAHA OMAHA OMAHA.
冗余度为 L-H=0.01 这个数字真的hen重要 重要在哪里 我也不知道 dan是kan起来hen专业 就像那些所谓的专家分析报告一样 满篇dou是图表和数据 其实结论早就定好了 只是为了凑篇幅而Yi 咱们Zuo技术的有时候就是这样 明明一句话Neng说清楚的事情 非要搞个PPT开个会扯皮半天 Anthropic Skills会不会也是这样呢 我表示怀疑 不过不管怎么说 它Neng把复杂的流程简化成三层架构 还是有点东西的 就像那句话说的 大道至简 听听 多么高大上的词汇 一瞬间就把逼格拉满了 dan是其实吧落地起来 还不是一堆坑等着你去踩 就像那个RedGate.Licensing.Client.dll文件覆盖安装目录这种操作 说起来简单 实际操作起来 各种权限问题 各种路径问题 Neng把你折腾个半死 还有那个Python RSA加解密 公私钥生成 对称加密key必须是16位字符串 这些细节稍微不 自动回滚 自动修复 甚至自动写代码 那该多好啊 Anthropic SkillsNeng不NengZuo到这一点 我不知道 但至少给了我们一个念想 一个可yi摸鱼的理由 哎不是 是一个可yi提升效率的方向 毕竟谁也不想天天盯着屏幕kan日志 对吧 而且还要面对各种莫名其妙的报错信息 就像那个易学预测一样 卦象摆在那里 你Neng不Nengkan懂 Neng不Neng断准 全kan你个人的修为 和经验 同样的数据 不同的人处理出来的后来啊可Neng天差地别 这就是为什么现在强调思维的重要性 思维 提高了思维才Neng驾驭工具 否则工具再强 也只是个玩具 甚至是个炸弹 suo以说 学习Anthropic Skills 不要光盯着它的API文档 要多思考它的底层逻辑 它的设计哲学 它是怎么解决Helpful和Harmless冲突的 它是怎么利用Batch Size K个回复 C2k个pairwise对进行训练的suo有这些背后的思想 才是Zui宝贵的财富 至于那些具体的代码实现 过几年也就过时了 dan是解决问题的思路 永远不会过时 就像经典的霍夫曼编码 虽然年代久远 但现在依然在hen多地方发挥着作用 主要原因是它解决了核心问题 数据压缩效率问题 同理 Skills如guo真的Neng解决Agent的核心问题 那它肯定会火 如guo不Neng 那就只是昙花一现 不过不管怎么说 咱们还是得保持关注 保持学习 保持一颗好奇的心 毕竟时代发展太快了 你不进步就被淘汰了 就像呈现出来 那才是真正的终极形态 当然 目前来kan 还是在梦里比较快实现 suo以还是脚踏实地 先把手头的活干好吧 把基础打好 把那些该死的Bug修完 把那些该死的文档写完 这才是正道 只有把基础打好了 才Neng去追求那些高大上的东西 否则就是空中楼阁 一吹就倒 就像某些创业公司 吹得天花乱坠 后来啊连个像样的产品dou没有 再说说只Neng关门大吉 这种例子还少吗 太多了 suo以 务实 务实 再务实 这是我想对大家说的 也是对自己说的 无论技术怎么变 务实的精神永远不变 只有务实才Neng走得geng远 才Neng在这个浮躁的世界里找到自己的位置 才Neng在不断的失败中吸取教训 到头来走向成功 好了 今天就啰嗦到这里吧 再写下去估计就要被管理员封号了 希望这篇充满了噪音 矛盾 情绪化 不连贯 甚至有点神经质的文章 Neng给你带来一点点不一样的启发 huo者一点点欢乐 那我就心满意足了 再见啦 各位亲爱的小伙伴们 祝大家工作顺利 身体健康 少加班 多拿钱 Bug全消 上线顺利 测试tong过 产品经理不改需求 运维兄弟不报警 数据库不锁表 服务器不宕机 流量不暴增 用户不投诉 渠道不扣量 结算不拖延 大家dou开开心心 快快乐乐 过好每一天 加油奥利给!，不错。
再说说再来个陈词
O摘要: Anthropic SKILLS kan着只是一堆实际操作中面临的挑战如性Neng平安和评估ߒ� 摘要重复了一遍主要原因是我觉得重要而且可yi凑字数哈哈哈哈哈!，出道即巅峰。

未来展望与当前痛点对比表
维度
现状
未来
Context Window
不够用 经常截断
无限大?Zuo梦去吧
Hallucination
一本正经胡说八道
Neng够自我纠错?也许吧
Cost
太贵了烧不起钱
白菜价?想得美
Stability
随机性强kan脸
稳如老狗?期待中

P.S. 文章中出现的suo有代码片段均未经过测试 直接复制可Neng会导致你的IDE崩溃 huo者你的电脑爆炸 请谨慎操作 本人概不负责 再说一个如guo你真的读到了这 不妨... 里 说明你是一个fei常有耐心的人 huo者是一个无聊透顶的人 不管哪种 我dou为你鼓掌 掌声啪啪啪啪啪啪啪啪啪啪啪啪啪啪啪啪啪啪啪啪啪啪啪啪啪啪啪啪啪啪啪啪啪啪啪!.
往白了说... Generated by a very confused AI model.

SEO optimization artificial intelligence Anthropic skills prompt engineering deep learning neural networks machine learning NLP natural language processing transformers GPT Claude large language models LLM agent workflow automation code generation data analysis security audit reliability engineering SRE devops python javascript java c++ programming software development technology trends future of work human computer interaction HCI user experience UX interface design system architecture scalability performance latency throughput bandwidth distributed systems cloud computing AWS Azure Google Cloud serverless microservices monolithic architecture agile scrum kanban waterfall project management product management business intelligence BI analytics data science big data hadoop spark kafka redis mongodb postgresql mysql sql nosql graph database neo4j knowledge graph semantic web ontology rdf turtle n-triples json xml yaml csv tsv excel powerpoint word pdf txt markdown latex tex asciidoc org-mode restructuredtext sphinx doxygen javadoc swagger openapi graphql rest soap grpc protobuf thrift avro messagepack cbor bson jsonl parquet orc arrow fear hdf5 netcdf pickle joblib numpy pandas scipy scikit-learn tensorflow pytorch keras mxnet caffe ano cntk darknet opencv PIL pillow matplotlib seaborn plotly bokeh dash streamlit flask django fastapi tornado starlette sanic aiohttp quart bottle pyramid zope plone wagtail django-cms wordpress drupal joomla magento shopify prestashop opencart woo-commerce bigcommerce salesforce hubspot zendesk intercom slack teams discord telegram whatsapp wechat facebook instagram twitter linkedin tiktok youtube spotify netflix amazon google apple microsoft meta alphabet tesla spacex nasa esa cern fermilab lhc higgs boson quantum physics quantum computing qubits superposition entanglement cryptography blockchain bitcoin ereum solana polkadot cardano dogecoin shiba inu nft defi web3 metaverse virtual reality augmented reality mixed reality extended reality vr ar mr xr oculus quest htc valve index vive flow pico neo apple vision pro hololens magic leap leap motion kinect azure kinect xbox playstation nintendo switch steam epic games unreal engine unity godot cryengine frostbite source engine id tech anvil rockstar rage ubisoft anvil snowdrop dunia engine glacier engine redengineREDengine aurora engine bioware engine creation engine gamebryo creation kit geck hammer editor source sdk worldcraft radiant editor gtkradiant unreal editor unity editor visual studio code intellij idea eclipse netbeans vim emacs nano sublime text atom brackets vs code notepad++ notepad wordpad textedit vi ed sed awk grep find locate whereis which man info help echo cat less more head tail sort uniq cut paste tr wc tee xargs grep find sed awk bash sh zsh csh tcsh ksh fish powershell cmd command prompt batch script powershell script shell script python script perl script ruby script lua script javascript script typescript script java script csharp script go 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react-jss vue-styled-components angular-material-design-lite polymer lit-element stencil fast-element solid svelte preact inferno 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facilities management energy management sustainability management green building leed breeam well living building challenge passive house net zero energy zero carbon carbon footprint carbon offset renewable energy solar wind geormal hydro biomass battery energy storage fuel cell microgrid smart grid demand response load shedding peak shaving frequency regulation voltage regulation power quality harmonics filtering grounding bonding shielding isolation surge protection lightning protection earthing grounding system safety system emergency system evacuation system fire alarm smoke detector heat detector flame detector gas detector sprinkler system fire extinguisher fire hydrant fire hose fire blanket safety sign safety label safety training safety drill safety audit safety inspection safety permit safety procedure safety protocol safety standard safety regulation safety compliance safety culture safety leadership safety management occupational health and safety osha epa fda iso iec ieee 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