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Anthropic News

Anthropic News

1K

Latest news from Anthropic

anthropic.com

Twitter @Elon Musk

Twitter @Elon Musk

30K

Twitter @Elon Musk

x.com

OpenAI News

OpenAI News

28K

The OpenAI blog

openai.com

Andrej Karpathy - YouTube

Andrej Karpathy - YouTube

25.8K

Andrej Karpathy - YouTube

youtube.com

Trending repositories on GitHub today · Git…

Trending repositories on GitHub today · Git…

27.7K

Trending repositories on GitHub today · GitHub

github.com

NASA Astronomy Picture of the Day

NASA Astronomy Picture of the Day

29.5K

NASA Astronomy Picture of the Day

apod.nasa.gov

Mahad Kalam

Mahad Kalam

703

Mahad Kalam (@skyfall)'s personal website. I ramble about Rust, TypeScript, web dev, and more!

mahadk.com

Trump's Truth - Latest Posts

Trump's Truth - Latest Posts

25.7K

Archive of Donald Trump's TRUTH Social posts

trumpstruth.org

Last Week in AI

Last Week in AI

30.6K

Weekly text and audio summaries of the most interesting AI news, as well as editorials commenti…

lastweekin.ai

Magnum Photos

Magnum Photos

25.4K

Magnum is a community of thought, a shared human quality, a curiosity about what is going on in…

magnumphotos.com

Pavel Durov - Telegram Channel

Pavel Durov - Telegram Channel

24.8K

Founder of Telegram.

t.me

zuck (@zuck) on Threads

zuck (@zuck) on Threads

24.5K

zuck (@zuck) on Threads

threads.com

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1.3M

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301.6M

Reading reimagined in the AI era

Discover

AI finds the best sources across the open web.

24 official sources

Browse supported websites.

Xiaohongshu

Xiaohongshu

xiaohongshu.com

X

X

x.com

Telegram

Telegram

t.me

YouTube

YouTube

youtube.com

bilibili

bilibili

bilibili.com

Weibo

Weibo

weibo.com

Xiaoyuzhou

Xiaoyuzhou

xiaoyuzhoufm.com

pixiv

pixiv

pixiv.net

GitHub

GitHub

github.com

SSPAI

SSPAI

sspai.com

Jike

Jike

m.okjike.com

NASA

NASA

apod.nasa.gov

Nature

Nature

nature.com

Zhihu

Zhihu

zhihu.com

36Kr

36Kr

36kr.com

Juejin

Juejin

juejin.cn

Bluesky

Bluesky

bsky.app

Threads

Threads

threads.net

The New York Times

The New York Times

nytimes.com

Reuters

Reuters

reuters.com

Bloomberg

Bloomberg

bloomberg.com

Hugging Face

Hugging Face

huggingface.co

Spotify

Spotify

open.spotify.com

RSSHub

RSSHub

docs.rsshub.app

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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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