Updates and recent posts about Fleet..

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@kala shared a link, 2 days, 4 hours ago

FAUN.dev()

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

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@kala shared a link, 2 days, 4 hours ago

FAUN.dev()

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

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@kala shared a link, 2 days, 4 hours ago

FAUN.dev()

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

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@environmentalbit3940 started using tool werf , 2 days, 14 hours ago.

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@environmentalbit3940 started using tool VictoriaMetrics , 2 days, 14 hours ago.

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@environmentalbit3940 started using tool SaltStack , 2 days, 14 hours ago.

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@environmentalbit3940 started using tool Python , 2 days, 14 hours ago.

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@environmentalbit3940 started using tool Pulumi , 2 days, 14 hours ago.

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@environmentalbit3940 started using tool Kubernetes , 2 days, 14 hours ago.

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@environmentalbit3940 started using tool Grafana , 2 days, 14 hours ago.

Fleet is a high-scale GitOps system built to support the realities of multi-cluster operations. Instead of pushing YAMLs or relying on brittle scripts, Fleet treats Git as the authoritative state and continuously reconciles that state across every cluster under management.

Its architecture uses lightweight agents, bundling, and content distribution to propagate changes efficiently - whether you’re managing five clusters or five thousand. Policies, Helm charts, CRDs, and raw manifests all become versioned, reviewable, and auditable through Git.

Fleet integrates cleanly with Rancher, enabling teams to automate cluster bootstrapping, enforce standards, roll out updates safely, and instantly detect drift. It excels in environments that demand consistency: edge fleets, hybrid cloud estates, regulated sectors, and platform teams building opinionated Kubernetes platforms.