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OpenAI News

OpenAI News

27.7K

The OpenAI blog.

openai.com

Anthropic News

Anthropic News

998

Latest news from Anthropic.

anthropic.com

The GitHub Blog

The GitHub Blog

24.8K

Updates, ideas, and inspiration from GitHub to help developers build and design software.

github.blog

Nature

Nature

24.5K

Read the latest research articles from Nature.

nature.com

The Verge

The Verge

24.8K

Breaking news, reviews, and features about how technology changes the world.

theverge.com

NASA Astronomy Picture of the Day

NASA Astronomy Picture of the Day

29.3K

The daily image and story from the universe around us.

apod.nasa.gov

Last Week in AI

Last Week in AI

30.4K

Weekly text and audio summaries of the most important AI stories.

lastweekin.ai

Ahead of AI

Ahead of AI

27.3K

Machine learning and AI research for readers who want to stay ahead.

magazine.sebastianraschka.com

TED Talks Daily

TED Talks Daily

25.8K

Thought-provoking ideas in audio, delivered every day.

ted.com

The Daily

The Daily

23.6K

The biggest stories of our time, told by New York Times journalists.

nytimes.com

3Blue1Brown

3Blue1Brown

24.9K

Visual explanations in math, physics, and computer science.

youtube.com

Bluesky

Bluesky

24.1K

The official Bluesky account and product updates.

bsky.app

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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

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Telegram

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YouTube

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bilibili

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GitHub

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Jike

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NASA

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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

Vibe Read

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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.

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Code public. PRs welcome.

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