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AI 行业动态、工程实践、产品方法和社区故事。

His scanner wouldn’t work on Linux — so he let Claude study the Windows driver
Christian Schaller, a Red Hat engineering director and longtime GNOME and Fedora contributor, had a box of old family negatives

AI agents vs. Kubernetes: where each belongs in the control loop
Kubernetes has always relied on agents, just not the kind dominating today’s AI conversations. A controller watches the current state,
19 分钟 · The New Stack
AI agents turn one request into about 20. Kubernetes is evolving to handle it.
Welcome to another edition of Road to KubeCon, where we’re tracking interesting movements in the cloud-native and Kubernetes ecosystem as
22 分钟 · The New StackLATEST STORIES
最新内容
Deploying, maintaining, and migrating production n8n on EKS精选导读
n8n is easy to try and harder to run under production traffic. A single container with SQLite works great for a quick demo. Production is a different story entirely. You need workers, webhook processors, PostgreSQL, Red…
Only 34% trust synthetic data’s referential integrity — and it’s holding adoption back精选导读
While enterprise leaders overwhelmingly believe in the promise of synthetic data, adoption lags. As a result, synthetic data has great,
Continuous accountability for Verified bots精选导读
Identity alone doesn't guarantee a bot will behave responsibly. We are introducing a system to continuously evaluate whether Verified bots honor site preferences, like robots.txt and HTTP 429s, ensuring they remain acco…
Employees are vibe-coding their own apps. Cloudflare open-sources Void to give IT a handle on them精选导读
Many companies are keen to let employees build their own applications using AI, even those with little or no programming
Running local AI models on Microsoft’s Surface Laptop Ultra: What we found精选导读
Microsoft is positioning the new Surface Laptop Ultra as an alternative to Apple’s MacBook Pros for creatives and developers —
Muse Wonder vs. Claude Fable 5.1: Meta’s new model came closer than I expected精选导读
Meta launched Muse Wonder on October 12, about three months after Muse Spark 1.1 opened Meta’s paid Model API. Meta
Putting Nepal on the CNCF Golden Kubestronaut map精选导读
In this blog, I will share my Golden Kubestronaut journey, how I became the first and youngest Golden Kubestronaut from Nepal, what motivated me to pursue this path, and what it actually takes to earn the...
“Developers are paying frontier prices for amnesia”: Uvi wants to stop the agent relearning brain drain精选导读
Every time an AI agent has to trawl Slack threads, Jira tickets and old pull requests to piece together something
Carbon as a first-class signal: Bringing software carbon intensity to OpenTelemetry精选导读
At Observability Summit Europe 2026 in Prague, I presented a keynote titled Carbon as a First-Class Signal: Designing a Standard for OpenTelemetry. The talk explored how Software Carbon Intensity (SCI) could become part…








