ContentPosts from @biykops..
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@faun shared a link, 8 months, 3 weeks ago
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How to evaluate an LLM system

Before deployment, poke and prod thoseLLMcandidates to unmask any lurking flaws. Catch the gremlins early and save yourself a post-launch fiasco. Benchmark the heck out of them. Ground truth datasets provide the reality check these models need, with human experts steering the results to mesh with re.. read more  

How to evaluate an LLM system
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@faun shared a link, 8 months, 3 weeks ago
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Gemini 2.5: Our most intelligent AI model

Gemini 2.5rockets to the top ofLMArena. Why? It outsmarts rivals with razor-sharp reasoning for tricky dilemmas. Forget "smart." This thing rewrites what it means to think... read more  

Gemini 2.5: Our most intelligent AI model
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@faun shared a link, 8 months, 3 weeks ago
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Introducing 4o Image Generation

OpenAI’s GPT‑4o introduces an advanced image generator that excels at creating accurate and context-aware images. The model can handle up to 10-20 different objects in a single image, allowing for better control and more detailed outputs. Additionally, GPT‑4o incorporates text rendering capabilities.. read more  

Introducing 4o Image Generation
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@faun shared a link, 8 months, 3 weeks ago
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The Scaling Paradox

AI's scaling laws? Merciless. Accuracy limps behind compute at a snail's pace—a cruel 1/20th exponent—turning exponential resources into a meager trickle of progress. Yet, AI labs dive in headfirst, gambling that massive compute and shiny self-improvement will pay off. They're racing against a skyro.. read more  

The Scaling Paradox
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@faun shared a link, 8 months, 3 weeks ago
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Comparing Open-Source AI Agent Frameworks

LangGraph morphs LangChain into a graph-crafter's dream, perfect for wrangling intricate workflows. Meanwhile, theOpenAI Agents SDKharnesses the wild power of GPT models for an orderly dance of multi-agent tasks—essential if you live in OpenAI’s realm. For the Zen of minimalism, look no further than.. read more  

Comparing Open-Source AI Agent Frameworks
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@faun shared a link, 8 months, 3 weeks ago
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The Sociotechnical Reality Engineer

Forget "Site Reliability Engineering"; trySociotechnical Reality Engineeringon for size. It's the art of navigating the tangled web where software crashes into the chaos of human interactions. SREs aren't babysitters for code; they're the brave souls wrangling glitches on a quest through barcode dis.. read more  

The Sociotechnical Reality Engineer
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@faun shared a link, 8 months, 3 weeks ago
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15 GitOps Best Practices to Improve Your Workflows

GitOpsputs code in the driver's seat, steering apps and infrastructure straight from Git. Your deployments? They'll be twins with the repo's setup. Here are15 key factorsto consider when adopting GitOps in your teams... read more  

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@faun shared a link, 8 months, 3 weeks ago
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Avoid Cross-Shard Data Movement in Distributed Databases

Cross-shard joins? Total performance assassins. Instead, unleash strategies likereference table replicationorcollocationto outsmart needless data shuffle. Stay savvy on those trade-offs!.. read more  

Avoid Cross-Shard Data Movement in Distributed Databases
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@faun shared a link, 8 months, 3 weeks ago
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Microsoft unveils Microsoft Security Copilot agents and new protections for AI

MeetMicrosoft Security Copilot—the evolved AI superhero. It's diving into the chaos of phishing and identity management, juggling a staggering 84 trillion daily signals. In 2024, Microsoft flagged a mind-bending 30 billion phishing emails. That screams for AI intervention. EnterSecurity Copilotagent.. read more  

Microsoft unveils Microsoft Security Copilot agents and new protections for AI
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@faun shared a link, 8 months, 3 weeks ago
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Understanding Azure Functions for Microservice Architecture

Azure Functionsdemolish clunky monolithic apps with a serverless advantage. They scale like a dream and deploy with a breeze. Oh, and withAzure Blob Trigger, functions spring to life the moment new data hits. Instant updates ping straight to Slack without breaking a sweat... read more  

Understanding Azure Functions for Microservice Architecture