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@kaptain shared a link, 1 month, 1 week ago
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Announcing the AI Gateway Working Group

Kubernetes launched theAI Gateway Working Group. It will add standards and declarative APIs to make networking play nice with AI workloads and extend theGateway API. Active proposals attack two gaps.Payload processinginspects and transforms full HTTP payloads using declarative configs, ordered pipel.. read more  

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@kaptain shared a link, 1 month, 1 week ago
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Podman fixed every problem I had with Docker, and I switched in an afternoon

Author swappedDockerforPodman. The swap revealed CLI parity and minor networking and volume tweaks. Podmaneschews a centraldaemon. It runs containers as system processes and defaults torootlessviauser namespaces. That cuts privilege exposure and trims baseline overhead... read more  

Podman fixed every problem I had with Docker, and I switched in an afternoon
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@kala shared a link, 1 month, 1 week ago
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Agentic payments are coming. Is your company ready?

Google'sChromeadded native support forUniversal Commerce Protocol (UCP). That letsGeminiagents execute agentic payments and pause for user confirmation. Merchants and platforms such asPayPal,Amazon Rufus, andHome Depotran agentic commerce pilots.PayPalimplementedUCPsupport. Agent scraping and protoc.. read more  

Agentic payments are coming. Is your company ready?
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@kala shared a link, 1 month, 1 week ago
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Claude now creates interactive charts, diagrams and visualizations

Claude (beta) renders inline, temporary charts, diagrams, and visualizations in chat viaClaude Visual Composer. Visuals stay editable on request. Enabled by default. Claude can opt to generate visuals or follow direct prompts. Integrates withFigma,Canva, andSlack... read more  

Claude now creates interactive charts, diagrams and visualizations
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@kala shared a link, 1 month, 1 week 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 month, 1 week 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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@devopslinks shared a link, 1 month, 1 week ago
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AWS RDS Cost Optimization Guide: Cut Database Costs in 2026

Amazon RDS costs are not fixed - they vary based on configuration and usage. Making informed configuration and governance decisions is key to optimizing costs. Graviton instances offer better price-performance for common databases, while storage costs can be reduced by decoupling performance from ca.. read more  

AWS RDS Cost Optimization Guide: Cut Database Costs in 2026
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@devopslinks shared a link, 1 month, 1 week ago
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Top 10 best practices for Amazon EMR Serverless

Amazon EMR Serverless allows users to run big data analytics frameworks without managing clusters, integrating with various AWS services for a comprehensive solution. The top 10 best practices for optimizing EMR Serverless workloads focus on performance, cost, and scalability, including consideratio.. read more  

Top 10 best practices for Amazon EMR Serverless
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@devopslinks shared a link, 1 month, 1 week ago
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Building a Database on S3

This paper from 2008 proposes a shared-disk design over Amazon S3 for cloud-native databases, separating storage from compute. Clients write redo logs to Amazon SQS instead of directly to S3 to hide latency. The paper presents a blueprint for serverless databases before the term existed... read more  

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@devopslinks shared a link, 1 month, 1 week ago
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Introducing Agentic Observability in NGINX: Real-time MCP Traffic Monitoring

NGINX ships an open-sourceAgentic ObservabilityJS module. It parsesMCPtraffic and extracts tool names, error statuses, and client/server identities. The module uses nativeOpenTelemetryto export spans. A Docker Compose reference wires upOTel collector,Prometheus, andGrafanafor realtime throughput, la.. read more  

Introducing Agentic Observability in NGINX: Real-time MCP Traffic Monitoring
The "Nano Banana Pro" is an AI image generation and editing model. It is built on the Gemini 3.0 Pro reasoning engine. It is designed to create visuals from ideas. Nano Banana Pro plans scenes before rendering. This ensures high-quality results. It can generate text in multiple languages directly within the image.

The model offers advanced creative controls. Users can specify camera angles, lighting conditions, and depth of field. It has editing features, like "multi-image fusion". Up to 14 reference images can be combined. This maintains consistent branding, character identity, and style. Its "search grounding" capability uses real-time information from Google Search. This produces accurate infographics or diagrams.

The visuals are available in up to 4K resolution. They are suitable for social media posts to print materials. They are generated in seconds. Nano Banana Pro is available across the Google Gemini interface, Google Cloud for enterprise clients, and integrated into popular creative software like Adobe Photoshop.