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Every deploy told our autoscaler that traffic had gone up forty times
6+ min ago (459+ words) For four months every deploy of our search API scaled it from fourteen pods to its maximum of sixty... Tagged with sergeyshinder, observability, prometheus, kubernetes. For four months every deploy of our search API scaled it from fourteen pods to…...
Fabric Runtime 2.0 is becoming the default. Here is what actually breaks.
2+ min ago (770+ words) Late September 2026 is when Fabric Runtime 2.0 stops being an opt-in experiment and becomes the path of least resistance for new workspaces and environment items. If you treat that as a release note, you will discover the breakages in production. I…...
Finally, Real Event Buses!
6+ hour, 38+ min ago (275+ words) If your application needs to run in multiple regions, you can send events to buses in different regions, but there is no built-in deduplication. So if you need all events to be present in both regions, you must craft the…...
My GPU Was Busy. I Finally Found Out Who Was Using It.
10+ min ago (645+ words) The Local LLM Lab — Part 10 One controlled experiment. One number. One verdict. Every homelab has a moment like this: the GPU is at 100%, the fan is screaming, and you have no idea which of the twenty services on the box…...
Building a Zero-Downtime Dual-Tier Cache: Combining In-Memory Maps with Amazon DynamoDB in TypeScript
8+ min ago (207+ words) When building real-time clinical AI systems and temporal digital twin simulators, latency and resilience are not just performance metrics—they are hard reliability requirements. Every clinical evaluation or simulation needs sub-millisecond repeatability, but cloud network hiccups or unprovisioned tables should…...
The AWS Cost Optimisation Checklist — Run This Every Month
29+ min ago (115+ words) This is a reference post. Bookmark it. Run through it the first Monday of every month. Twenty-three checks. Scripts for every one. In order of typical impact. TIER 1: Usually highest impact TIER 2: Medium impact, quick wins TIER 3: Longer term optimisations…...
GPU Utilization: The Metric That Matters More Than GPU Count
18+ min ago (1253+ words) For years, GPU capacity has been discussed in terms of one number: how many GPUs are available? A data center has 1,000 GPUs.A cloud provider has 10,000 GPUs.An AI factory is planning 100,000 GPUs. These numbers are useful for describing infrastructure…...
Publish Python packages to CloudRepo
2+ day, 18+ hour ago (290+ words) Python packages reach CloudRepo through twine, the same tool and the same upload API that publish to PyPI: it needs the repository’s address and a credential. This page is for the person who publishes a package. To install what you…...
AIM — India's Leading AI & Data Science Media Platform
42+ min ago (15+ words) Amazon in Talks to Acquire AI Chip Flexibility Startup to Compete With NVIDIA: Report analyticsindiamag.com...
What Happens When You Push Code to Production? Understanding AWS CI/CD with GitHub Actions, Docker, ECR & ECS
1+ hour, 30+ min ago (1494+ words) Imagine you have finished building a Node.js backend. Everything works on your laptop, and you are ready to deploy it. Traditionally, you might connect to a server, pull the latest code, install dependencies, restart the application, and hope nothing…...