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Driving Content Delivery Efficiency Through Classifying Cache Misses

Netflix’sOpen Connectprogram rewires the streaming game. EnterOpen Connect Appliances (OCAs): these local units demolish latency, curbcache misses, and pump up streaming power. How? By magnetizing servers withnetwork proximitywizardry. Meanwhile,Kafkarolls up its sleeves, juggling low-latency logs l.. read more  

Driving Content Delivery Efficiency Through Classifying Cache Misses
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Inside Netflix’s Title Launch Observability System: Validating Title Availability at Global Scale

Netflix's Title Launch Observabilityshifts focus from just keeping systems ticking over to actually catching the stuff that viewers care about. It sniffs out those pesky glitches before anything hits the screen. A nifty "time travel" feature allows engineers to peek into the future UI, playing time .. read more  

Inside Netflix’s Title Launch Observability System: Validating Title Availability at Global Scale
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Data center costs surge up to 18% as enterprises face two-year capacity drought

Data center prices are through the roof, particularly in spots likeNorthern Virginia and Amsterdam. Vacancies languish at a scant1.9%. Blame it on AI's ravenous demand. Hyperscalers and AI outfits are feasting on capacity, crafting an "artificial scarcity" that echoes the real estate scene. Some fol.. read more  

Data center costs surge up to 18% as enterprises face two-year capacity drought
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NGINX Basics

NGINXisn't just a web server; it's the lean, mean, speed machine you've always wanted. But, frankly, it's best understood by diving in and getting your hands dirty. Break stuff. Fix stuff. Repeat. That's how you hit pro status... read more  

NGINX Basics
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Local Chatbot RAG with FreeBSD Knowledge

Deepseek-r1crushes it for FreeBSD chatbots running locally on hefty GPUs. It dishes out adjustable precision, but don’t expect rubber-stamped approval... read more  

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Why Policy as Code is a Game Changer for Platform Engineers

Policy as Code (PaC) isn't just another tech trend. It’s shaking up platform engineering. Get instant feedback, dodge production disasters, and automate compliance. It’s like a security blanket for self-service platforms. Enforcing those"golden paths"might actually keep things safe while innovation .. read more  

Why Policy as Code is a Game Changer for Platform Engineers
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Netflix Tudum Architecture: from CQRS with Kafka to CQRS with RAW Hollow

RAW Hollow, Netflix's brainy in-memory database, torches Tudum's update lag by jamming full datasets right into app memory. This move guaranteesO(1)access time and rock-solidread-after-writeconsistency while flexing to juggle a whopping100 millionrecords... read more  

Netflix Tudum Architecture: from CQRS with Kafka to CQRS with RAW Hollow
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How to Reduce Technical Debt With Artificial Intelligence (AI)

Technical debt from outdated software slows down businesses, costingover $2.4 trillion annually in the U.S. Using AI in SaaS can smartly reduce debt, but beware AI-induced debt by implementing rigorous oversight and governance principles likeT.R.U.S.T. Responsible AI integration enhances SaaS scalab.. read more  

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New Amazon EC2 P6e-GB200 UltraServers accelerated by NVIDIA Grace Blackwell GPUs for the highest AI performance

Amazon EC2 P6e-GB200 UltraServersroar to life withNVIDIA Grace Blackwell. Imagine a beast with360 petaflopsof FP8 compute and13.4 TBof high-bandwidth memory. Hungry for speed? They deliver, with28.8 TbpsEFAv4 networking, ensuring lightning-fast data flow. And the GPUs chat like old friends, thanks t.. read more  

New Amazon EC2 P6e-GB200 UltraServers accelerated by NVIDIA Grace Blackwell GPUs for the highest AI performance
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Hidden Complexities of Distributed SQL

Distributed SQL engines shine when it comes to wrangling scattered data. Their secret weapons?Push-down filtersandTopNtricks that slash data transfer and shrink processing time. They deftly juggle complex queries from multiple sources, without the whole data mess piling up. Even the humdinger of ope.. read more  

Hidden Complexities of Distributed SQL
Vertex AI is Google Cloud’s end-to-end machine learning and generative AI platform, designed to help teams build, deploy, and operate AI systems reliably at scale. It unifies data preparation, model training, evaluation, deployment, and monitoring into a single managed environment, reducing operational complexity while supporting advanced AI workloads.

Vertex AI supports both custom models and foundation models, including Google’s Gemini model family. It enables organizations to fine-tune models, run large-scale inference, orchestrate agentic workflows, and integrate AI into production systems with strong security, governance, and observability controls.

The platform includes tools for AutoML, custom training with TensorFlow and PyTorch, managed pipelines, feature stores, vector search, and online and batch prediction. For generative AI use cases, Vertex AI provides APIs for text, image, code, multimodal generation, embeddings, and agent-based systems, including support for Model Context Protocol (MCP) integrations.

Built for enterprise environments, Vertex AI integrates deeply with Google Cloud services such as BigQuery, Cloud Storage, IAM, and VPC, enabling secure data access and compliance. It is widely used across industries like finance, healthcare, retail, and science for applications ranging from recommendation systems and forecasting to autonomous research agents and AI-powered products.