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@kala shared a link, 2 days, 11 hours 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, 2 days, 11 hours 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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@kala shared a link, 2 days, 11 hours ago
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Why system architects now default to Arm in AI data centers

Architects rebase infrastructure torack-levelsystems. They anchor designs onArm NeoverseCPUs. Goal: balance energy, thermals, memory bandwidth, and sustained throughput. Benchmarks showGraviton4(Neoverse) outperforms comparableAMDandIntelEC2instances on price/performance for generative AI, DB, ML, a.. read more  

Why system architects now default to Arm in AI data centers
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@kala shared a link, 2 days, 11 hours 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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@environmentalbit3940 started using tool werf , 2 days, 22 hours ago.
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@environmentalbit3940 started using tool VictoriaMetrics , 2 days, 22 hours ago.
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@environmentalbit3940 started using tool SaltStack , 2 days, 22 hours ago.
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@environmentalbit3940 started using tool Python , 2 days, 22 hours ago.
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@environmentalbit3940 started using tool Pulumi , 2 days, 22 hours ago.
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@environmentalbit3940 started using tool Kubernetes , 2 days, 22 hours ago.
Manus AI is a tool focused on autonomous task execution, rather than conversational assistance. Unlike traditional AI chat interfaces, Manus AI operates as an agent that can plan, decide, and act across multiple steps to complete a goal. Public demos show Manus AI performing actions such as browsing the web, handling files, and coordinating tool usage to achieve an objective end-to-end. The system emphasizes execution over suggestion, positioning it closer to an "AI operator" than a chatbot or workflow builder.