DevOps & CI/CD

Pipelines, containers, GitOps, and reliable releases with automation.

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medium.com > @ai_93276 > an-ai-colleague-with-several-managers-needs-a-visible-queue-8e6b4ca6b3a2

An AI Colleague With Several Managers Needs a Visible Queue

23+ min ago   (1280+ words) A shared colleague can receive perfectly reasonable requests that cannot all be satisfied together. Sales wants a proposal ready for a … An AI Colleague With Several Managers Needs a Visible Queue A shared colleague can receive perfectly reasonable requests that…...


trendhunter.com > trends > VPU-as-a-Service-Platforms

VPU-as-a-Service Platforms

4+ min ago   (45+ words) Blackstone and Google Launch Its Tensor Processing Units Amazon Trainium Chips Now Powers World-Model Startups Acres Launches Acres Beta Platform With In‑House GPU Training RightNow AI Accelerates CUDA Optimization With Integrated GPU Tools BIXBI Pet Earns Purity Certification for…...


dev.to > sergey_shinder_ab2d943365 > every-deploy-told-our-autoscaler-that-traffic-had-gone-up-forty-times-48k

Every deploy told our autoscaler that traffic had gone up forty times

9+ 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…...


dev.to > anand_rathnas_d5b608cc3de > rate-limit-failed-logins-without-locking-out-victims-594j

Rate-Limit Failed Logins Without Locking Out Victims

5+ min ago   (79+ words) The naive 'N failures and this account is locked' turns your brute-force defense into a denial-of-service tool. The fix is one decision: what you key on. Tagged with security, redis, java, webdev. Liquid syntax error: Unknown tag 'endraw' Templates let…...


dev.to > sikamikanikobg > i-built-my-family-a-private-chesscom-one-docker-container-stockfish-plus-your-own-llm-184n

I built my family a private Chess.com — one Docker container, Stockfish plus your own LLM

5+ min ago   (321+ words) My kids play chess on Chess.com. It is a great product, but the account, the cloud and the ads are... Tagged with chess, ai, docker, selfhosted. My kids play chess on Chess.com. It is a great product, but…...


dev.to > firfircelik > fabric-runtime-20-is-becoming-the-default-here-is-what-actually-breaks-12i9

Fabric Runtime 2.0 is becoming the default. Here is what actually breaks.

5+ 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…...


dev.to > sergey_shinder_ab2d943365 > our-deploy-script-kept-every-value-except-the-ones-the-new-chart-added-1ak3

Our deploy script kept every value except the ones the new chart added

10+ min ago   (321+ words) In August a node in our production cluster came under memory pressure and the kubelet evicted every checkout pod on it, while pods of other services on the same node, using more memory, stayed put. Checkout lost a third of…...


dev.to > anand_rathnas_d5b608cc3de > a-vulnerability-disclosure-policy-for-a-solo-saas-43m4

A Vulnerability Disclosure Policy for a Solo SaaS

13+ min ago   (80+ words) Before any pen test or SOC 2 conversation, a product needs a way for researchers to report bugs. Here's the security.txt, PGP, and rotation setup we shipped. Tagged with security, saas, webdev, buildinpublic. Liquid syntax error: Unknown tag 'endraw' Templates…...


dev.to > firfircelik > python-315-is-not-a-speed-release-for-data-teams-it-is-an-operations-release-5fbo

Python 3.15 Is Not a Speed Release for Data Teams. It Is an Operations Release.

11+ min ago   (1366+ words) Python 3.15.0 shipped on October 9, 2026 (release post). The headline number most people will repeat is in the JIT section of What's New: a "7-8% geometric mean performance improvement" over the standard interpreter on x86-64 Linux, and 11-12% on AArch64 macOS. For a data team, the…...


medium.com > @prasantakumarroy1 > the-questions-that-separate-good-engineers-from-great-ones-in-an-incident-bd803923a886

The Questions That Separate Good Engineers From Great Ones in an Incident

38+ min ago   (443+ words) "Lead IT Infrastructure Engineer | 9+ years in Windows Server, Active Directory, VMware & AWS | Writing about real problems, real fixes, no fluff." I’ve managed incidents alongside engineers at every experience level. The difference between the ones who resolve incidents quickly and the…...