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肖恩聊技术

肖恩聊技术

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shawnxie.top

橘鸦AI早报

橘鸦AI早报

1.4K

资讯内容由AI辅助生成,可能存在错误,请以原始信息出处和官方信息为准。

imjuya.github.io

Twitter @Folo

Twitter @Folo

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Follow everything in one place. Join our community: https://t.co/h0aE3fWu8W.

x.com

V2EX - 技术

V2EX - 技术

1.3K

way to explore

v2ex.com

彭博社最新报道

彭博社最新报道

1.9K

用中文浏览彭博社最新报道

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金融时报

金融时报

668

用中文浏览英国金融时报相关报道

ft.buzzing.cc

《联合早报》-国际-即时

《联合早报》-国际-即时

2K

新加坡、中国、亚洲和国际的即时、评论、商业、体育、生活、科技与多媒体新闻,尽在联合早报。

zaobao.com

36氪 - 24小时热榜

36氪 - 24小时热榜

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36氪 - 24小时热榜

36kr.com

福利羊毛 - LINUX DO

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'福利羊毛' 类别中的话题 正经人谁花那个钱啊~ 此版块供羊毛、抽奖等福利使用。

linux.do

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BBC News 中文网

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BBC中文网

bbc.com

Readhub - 每日早报

Readhub - 每日早报

4.5K

1. 苹果 AI 国行正式上线 2. 带崩全球存储股的谷歌论文被中国学者指控学术不端 3. DeepSeek 服务已恢复正常,此前崩溃约 12 小时 4. 宇树科技 CEO:机器人任意动作生…

api.readhub.cn

微信搬运工 - Telegram Channel

微信搬运工 - Telegram Channel

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微信搬运工的新频道!机器人管理,丰富一下电报上的中文信息。

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Anthropic
Anthropic
anthropic.com

Building effective agents for production teams

Anthropic Research
Agent systems guide
Updated recently
8 min read

The newest generation of agent tooling is forcing teams to think less about prompts in isolation and more about end-to-end system design.

Once a model can search, call tools, draft structured work, or trigger external actions, reliability becomes a product question rather than a model benchmark question.

What teams are optimizing for

Accuracy still matters, but operational quality is now the real differentiator: predictable tool use, bounded retries, and evaluation sets that mirror production traffic.

Many failures that look like model mistakes are really interface mistakes: vague tool descriptions, missing state, or workflows that ask one agent to do too much in a single step.

“The most dependable agent products are the ones that expose their workflow clearly enough for teams to inspect, test, and intervene.”

Operating checklist

  • Start with one narrow task and one or two tools.
  • Log every tool call, retry, and failure reason.
  • Add evals before widening the workflow.
  • Keep a human in the loop for risky actions.

Built Open

Open source, verifiable, and easy to inspect.

Code public. PRs welcome.

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