ContentPosts from @avee-81..
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@varbear shared a link, 8 hours ago
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Python 3.14 Is Here. How Fast Is It?

Python 3.14 lands with a ~27% speed jump over 3.13, keeping the post-3.11 momentum alive. The big news: the newfree-threading interpreter—no GIL—now hits up to3.1x fasterthan regular CPython in multi-threaded, CPU-heavy benchmarks. That’s up from 2.2x in 3.13. Less shiny: theJIT interpreterstill can..

Python 3.14 Is Here. How Fast Is It?
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@varbear shared a link, 8 hours ago
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Jump Starting Quantum Computing on Azure

Microsoft just pulled off full-stack quantum teleportation withAzure Quantum, wiring up Qiskit and Quantinuum’s simulator in the process. Entanglement? Check. Hadamard and CNOT gates set the stage. Classical control logic wrangles the flow. Validation lands cleanly on the backend...

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@kala shared a link, 8 hours ago
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Sora 2 in Azure AI Foundry: Create videos with responsible AI

OpenAI’sSora 2just dropped intopublic previewvia theAzure AI FoundryAPI. It’s a multimodal video model aimed at serious use—enterprise safety, API-ready, built for scale. Azure didn’t stop there. It bundled inGPT-image-1,Flux 1.1, andKontext Pro, pulling together a full-gen stack under one roof...

Sora 2 in Azure AI Foundry: Create videos with responsible AI
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@kala shared a link, 8 hours ago
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State of AI Report 2025

The 2025 State of AI Report just landed—China’s catching up fast on reasoning and coding. Models like DeepSeek, Qwen, and Kimi are starting to nip at OpenAI’s heels. AI is thinking longer-term now. Reinforced reasoning and rubric-style feedback are pushing models into deeper, more deliberate plannin..

State of AI Report 2025
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@kala shared a link, 8 hours ago
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How Microsoft Evaluates LLMs in Azure AI Foundry: A Practical, End-to-End Playbook

Microsoft’s Azure AI Foundry just released a proper workflow for putting LLMs through their paces. Thinkoffline/online tests,human-in-the-loop checks,automated scoring, and evencustom evaluators—all wired into one system. At the heart of it: the newAzure AI Evaluation SDK. You can run it locally whi..

How Microsoft Evaluates LLMs in Azure AI Foundry: A Practical, End-to-End Playbook
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@kala shared a link, 8 hours ago
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Claude Skills are awesome, maybe a bigger deal than MCP

Anthropic releasedClaude Skills—a lean way to snap specialized instructions and scripts into Claude without bloating the prompt. Each “skill” lives in a folder with Markdown and optional code. Frontmatter tags tell Claude when to load what. No need to cram everything into the context window—Claude g..

Claude Skills are awesome, maybe a bigger deal than MCP
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@kala shared a link, 8 hours ago
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OpenAI Needs $400 Billion In The Next 12 Months

OpenAI, Broadcom, NVIDIA, and AMD say they’ll deploy10GWof AI compute by end of 2026. That includes custom chips and slews of 1GW data centers. What they didn’t say: where, when, or how. No sites named. No shovels in dirt. OpenAI alone aims for250GW by 2033—a moonshot that needs$400Bin the next 12 m..

OpenAI Needs $400 Billion In The Next 12 Months
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@kala shared a link, 8 hours ago
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Structured Vibe Coding: A Smarter Way to Build AI Agents with GitHub Copilot

A fresh approach calledstructured vibe codingblends human-style team habits with AI workflows. Specs, GitHub Issues, and Copilot now pull agents into the loop like actual teammates. Powered byGitHub Copilot Coding AgentsandAzure AI Foundry, devs can run full AI-driven sprints—spec to PR—right inside..

Structured Vibe Coding: A Smarter Way to Build AI Agents with GitHub Copilot
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@devopslinks shared a link, 8 hours ago
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How AI can help your DevSecOps pipeline

AI is sliding into DevSecOps and turning security into less of a slog. Tools likeDarktrace PREVENT,CrowdStrike Falcon, andMicrosoft Security Copilotaren't just watching—they're flagging weird behavior, proposing fixes, and unclogging patch pipelines inside CI/CD. The shift:DevSecOps is on its way to..

How AI can help your DevSecOps pipeline
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@devopslinks shared a link, 8 hours ago
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How Shopify Handles 30TB of Data Every Minute with a Monolithic Architecture

Shopify handles billions of Black Friday requests on amodular monolith, built with Ruby on Rails and kept in check byPackwerk. Domain boundaries are enforced. Chaos averted. Inside, it blendsHexagonal Architecture, isolatedPods, and real-time Kafka pipes. The system scales without fracturing into mi..

How Shopify Handles 30TB of Data Every Minute with a Monolithic Architecture