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@kaptain shared a link, 3 days, 22 hours ago
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Fixing Ghost Drops: How eBPF Rescued IPv6 Telemetry

In this walkthrough, you use eBPF to patch malformed flow-export packets before the host network stack drops them... read more  

Fixing Ghost Drops: How eBPF Rescued IPv6 Telemetry
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@kaptain shared a link, 3 days, 22 hours ago
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Containers on fire: from container escapes to supply chain attacks

Kaspersky researchers explain how attackers use a compromised container to take over aKubernetescluster or host, with misconfigured APIs and permissions driving most escapes... read more  

Containers on fire: from container escapes to supply chain attacks
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@kala shared a link, 3 days, 22 hours ago
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Qwen3.7-Plus: Multimodal Agent Intelligence

Qwen3.7-Plus is a powerful multimodal agent that seamlessly blends GUI and CLI interactions, excelling in coding, tool use, and productivity workflows. It generalizes across diverse agent frameworks, delivering competitive text performance and strong reasoning abilities across challenging STEM bench.. read more  

Qwen3.7-Plus: Multimodal Agent Intelligence
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@kala shared a link, 3 days, 22 hours ago
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Building a Continuous Conversational Insights Pipeline in BigQuery

This deep dive reveals a cutting-edge conversational analytics pipeline using Google Cloud and BigQuery to tackle multi-departmental data segmentation challenges with a hybrid semantic filtering approach. By pre-segmenting data and running targeted models, the pipeline uncovers granular insights oft.. read more  

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@kala shared a link, 3 days, 22 hours ago
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Top 7 Python Libraries for Large-Scale Data Processing

This article covers Python libraries that make large-scale data processing faster, more scalable, and easier to manage across modern data workflows... read more  

Top 7 Python Libraries for Large-Scale Data Processing
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@kala shared a link, 3 days, 22 hours ago
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Introducing Claude Opus 4.8

Claude Opus 4.8 delivers top-tier performance with honest and powerful collaboration, outpacing prior models and GPT-5.5 across multiple benchmarks. Opus 4.8's cutting-edge abilities and improved judgment set a new standard for enterprise AI, enhancing reliability and reasoning quality, ready for im.. read more  

Introducing Claude Opus 4.8
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@kala shared a link, 3 days, 22 hours ago
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Rethinking Search as Code Generation

Perplexity's engineers introduced Search as Code, and developers use its Python SDK to call low-level retrieval primitives instead of sending queries to one search endpoint... read more  

Rethinking Search as Code Generation
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@devopslinks shared a link, 3 days, 22 hours ago
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Intel: Our upcoming AI chip will be cheaper, run cooler than Nvidia, AMD options

Intel designed Crescent Island, an AI inference GPU, with lower-cost memory and air cooling, and plans to ship limited quantities this year... read more  

Intel: Our upcoming AI chip will be cheaper, run cooler than Nvidia, AMD options
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@devopslinks shared a link, 3 days, 22 hours ago
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Top 15 DevOps Metrics and How to Read Them

DevOps metrics show how fast & reliable your team delivers software; valuable for saving money & building trust.DORA metricsonly part of the picture. Focus on key categories to understand if overall delivery is improving. Don't just measure, find the bottleneck for real improvement... read more  

Top 15 DevOps Metrics and How to Read Them
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@devopslinks shared a link, 3 days, 22 hours ago
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A Forged Kernel Key and a Rootful Helper: Inside the CIFSwitch Linux Privilege Escalation

A researcher disclosed CIFSwitch, a Linux local privilege escalation flaw present since 2007. Unprivileged users can exploit the CIFS Kerberos mount helper to gain root access... read more  

A Forged Kernel Key and a Rootful Helper: Inside the CIFSwitch Linux Privilege Escalation
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.