ContentPosts from @julia___benson..
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@varbear shared a link, 3 days, 4 hours ago
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How Microsoft Vaporized a Trillion Dollars

A former Azure Core engineer recounts arriving on his first day to find a 122-person org seriously planning to port Windows-based VM management agents - 173 of them, which nobody could fully explain - onto a tiny, low-power ARM chip running Linux. The stack was already failing to scale on server-gra.. read more  

How Microsoft Vaporized a Trillion Dollars
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@kaptain shared a link, 3 days, 4 hours ago
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Sandboxes: Run Agents in YOLO Mode, Safely

Over a quarterof production code is now AI-authored, with agents boosting pull requests by 60% when allowed to run autonomously in YOLO mode. Docker Sandboxes provide a safe boundary for agents, enabling fully autonomous operation without risking your machine or data... read more  

Sandboxes: Run Agents in YOLO Mode, Safely
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@kaptain shared a link, 3 days, 4 hours ago
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llm-d officially a CNCF Sandbox project

At Google Cloud, the llm-d project has been accepted as a Cloud Native Computing Foundation (CNCF) Sandbox project. This collaboration with industry leaders like Red Hat, IBM Research, CoreWeave, and NVIDIA aims to provide a framework for any model, accelerator, or cloud. The introduction of GKE Inf.. read more  

llm-d officially a CNCF Sandbox project
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@kaptain shared a link, 3 days, 4 hours ago
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Kubernetes v1.36 Sneak Peek

Kubernetes v1.36, coming inApril 2026, will feature removals and deprecations, with enhancements that include retirement of the Ingress NGINX project and thedeprecation of .spec.externalIPs in Service.Additionally, the release will remove the gitRepo volume driver and introduce enhancements like fas.. read more  

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@kaptain shared a link, 3 days, 4 hours ago
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Docker Offload now Generally Available: The Full Power of Docker, for Every Developer, Everywhere.

Docker Offload is a managed cloud service that moves the container engine to Docker’s secure cloud, allowing developers to run Docker from any environment without changing their workflows. With Docker Offload, developers can keep using the same commands and workflows they are accustomed to in Docker.. read more  

Docker Offload now Generally Available: The Full Power of Docker, for Every Developer, Everywhere.
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@kaptain shared a link, 3 days, 4 hours ago
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Broadcom Makes Its Pitch To Run Kubernetes On VMware VCF

Broadcom's $69 billion acquisition of virtualization pioneer VMware in late 2023 brought about significant price increases and a shift towards subscription-based licensing. The company aims to establish VMware Cloud Foundation (VCF) as the foundation for enterprise workloads gravitating towards priv.. read more  

Broadcom Makes Its Pitch To Run Kubernetes On VMware VCF
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@kala shared a link, 3 days, 4 hours ago
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Our most intelligent open models, built from Gemini 3 research and technology to maximize intelligence-per-parameter

Built from Gemini 3 research and technology, Gemma 4 offers maximum compute and memory efficiency for mobile and IoT devices. Develop autonomous agents, multimodal applications, and multilingual experiences with Gemma 4's unprecedented intelligence-per-parameter... read more  

Our most intelligent open models, built from Gemini 3 research and technology to maximize intelligence-per-parameter
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@kala shared a link, 3 days, 4 hours ago
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Use Garry Tan's exact Claude Code setup: 23 opinionated tools that serve as CEO, Designer, Eng Manager, Release Manager, Doc Engineer, and QA

CTO at ZAR shares his experience managing 10 engineers, shipping code, and operating at the C-level with an AI assistant named Claude Code. The system allows him to maintain context across multiple workstreams, automate tasks, and scale his productivity. In just three weeks, he has documented 82 mee.. read more  

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@kala shared a link, 3 days, 4 hours ago
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From zero to a RAG system: successes and failures

An engineer spun up an internal chat with a localLLaMAmodel viaOllama, a PythonFlaskAPI, and aStreamlitfrontend. They moved off in-memoryLlamaIndexto batch ingestion intoChromaDB(SQLite). Checkpoints and tolerant parsing went in to stop RAM disasters. Indexing produced 738,470 vectors (~54 GB). They.. read more  

From zero to a RAG system: successes and failures
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@kala shared a link, 3 days, 4 hours ago
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Why we're rethinking cache for the AI era

Cloudflare data shows that 32% of network traffic originates from automated traffic, including AI assistants fetching data for responses. AI bots often issue high-volume requests and access rarely visited content, impacting cache efficiency. Cloudflare researchers propose AI-aware caching algorithms.. read more  

Why we're rethinking cache for the AI era