ContentPosts from @saketsawrav..
Link
@faun shared a link, 7 months, 3 weeks ago

The Power of Asymmetric Experiments @ Meta

Meta's bold move to crank up control group sizes—sometimes21 times larger—while shrinking test groups by half keeps those cherished confidence intervals intact. Asymmetric experiments shine when you've got low experiment bandwidth, recruitment costs peanuts, and test interventions drain the budget. .. read more  

Link
@faun shared a link, 7 months, 3 weeks ago

Unleashing the Power of Model Context Protocol (MCP): A Game-Changer in AI Integration

Model Context Protocol (MCP)is the AI world's version of USB-C. It lets models snag live data and tango with APIs, juicing up their powers like never before. Microsoft'sAzure OpenAI Servicesuses MCP to catapult GPT models out of their static halls of knowledge, mixing in real-time tool hookups for o.. read more  

Unleashing the Power of Model Context Protocol (MCP): A Game-Changer in AI Integration
Link
@faun shared a link, 7 months, 3 weeks ago

The Production-Ready Kubernetes Service Checklist

Running Kubernetes in production isn’t just a button-click. Start with3 master nodesto dodge disasters. Dish outload balancingto smash single points of failure. Skew yournode sizingfor peak workload muscle. Automate scaling withCluster Autoscaler—your new best friend. Keep your setup a fortress with.. read more  

The Production-Ready Kubernetes Service Checklist
Link
@faun shared a link, 7 months, 3 weeks ago

On How We Moved to Kubernetes

Migrating fromAWS ECStoAWS EKS? Beats the bark out of those pesky spot instance disruptions, but introduces a new player: the complexity monster namedKubernetes. Bigger, faster, cheaper—if you know the dance steps. Juggling CPUs in Kubernetes feels like herding caffeinated cats. EnterKarpenterto sav.. read more  

Link
@faun shared a link, 7 months, 3 weeks ago

Uber’s Journey to Ray on Kubernetes: Ray Setup

Uber enhanced its machine learning platform by migrating workloads to Kubernetes in early 2024. The migration aimed to solve pain points such as manual resource management, inefficient resource utilization, and inflexible capacity planning. The architecture designed included federated resource manag.. read more  

Link
@faun shared a link, 7 months, 3 weeks ago

Mastering Complex Workloads with Kubernetes JobSet and GKE metrics

Kubernetesjust dropped a bombshell:JobSet. Managing tangled batch workloads? Now it's all a numbers game for the pros. Think of it as a maestro marshaling a wild orchestra of Jobs into harmony. But wait, there's more. From GKE 1.32.1 onward, they’ve slipped in automatic rollup metrics. No extra fees.. read more  

Link
@faun shared a link, 7 months, 3 weeks ago

Automated Testing for Terraform, Docker, Packer, Kubernetes, and More

Automated tests crush infrastructure anxiety. Use tools likeTerratestto deploy, validate, and clean up—all without a stealth deployment... read more  

Automated Testing for Terraform, Docker, Packer, Kubernetes, and More
Link
@faun shared a link, 7 months, 3 weeks ago

Introducing kro: Kube Resource Orchestrator

TheKube Resource Orchestrator (kro)dreams big by letting you turn complex Kubernetes APIs into elegant, singleResourceGroupCRDs. Think of it as Kubernetes without the migraines—dependencies and configurations quietly managed in the background. An AWS experiment still cooking, it's not quite ready fo.. read more  

Introducing kro: Kube Resource Orchestrator
Link
@faun shared a link, 7 months, 3 weeks ago

How autoscaling took down my application..!!

A glitch in the autoscaling settings skewed the NEGs, cramming them into a single AZ. Boom. Next thing you know, pods flounder and the app goes belly-up... read more  

How autoscaling took down my application..!!
Link
@faun shared a link, 7 months, 3 weeks ago

This Open Source Tool Lets You Build Your Own LMS on Kubernetes

Canvas LMS + Kubernetes:DeployKomposeto morph Docker configs into sleekKubernetesresources. Dive deep into LTI 1.3's superior integration.Instructure's hosted instances miss out on this magic trick. Self-host to unlock the full experience... read more Â