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@kala shared a link, 1 week, 2 days ago
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I Will Never Use AI to Code (or write)

This article discusses the negative impacts of relying on AI for coding and skill development. The cycle of using AI leading to skill decay, skill collapse, and the end of capability is highlighted as a major concern. The economic implications of AI usage in various industries and the lack of profit.. read more  

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@kala shared a link, 1 week, 2 days ago
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How AI Agents Automate CVE Vulnerability Research

A multi-agent system runs onGoogle's Agent Development Kit (ADK). It orchestrates specialized AI models for CVE research and report synthesis. It runso4-mini-deep-researchwith web search. On timeouts it falls back toGPT‑5. It extracts structured technical requirements. It maps those requirements to .. read more  

How AI Agents Automate CVE Vulnerability Research
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werf is a CNCF Sandbox CLI tool to implement full-cycle CI/CD to Kubernetes easily. werf integrates into your CI system and leverages familiar and reliable technologies, such as Git, Dockerfile, Helm, and Buildah.

What makes werf special:

- Complete application lifecycle management: build and publish container images, test, deploy an application to Kubernetes, distribute release artifacts and clean up the container registry.
- Ease of use: use Dockerfiles and Helm chart for configuration and let werf handle all the rest.
- Advanced features: automatic build caching and content-based tagging, enhanced resource tracking and extra capabilities in Helm, a unique container registry cleanup approach, and more.
- Gluing common technologies: Git, Buildah, Helm, Kubernetes, and your CI system of choice.
- Production-ready: werf has been used in production since 2017; thousands of projects rely on it to build & deploy various apps.