Tag: #deployment
Writing on GPUs, LLMs, MLOps, Kubernetes — and mindset · 11 posts
The Complete Guide to Deployment Strategies: What You Can Still Undo, and What You Cannot
This guide re-sorts deployment strategies along a single axis: reversibility. It gives a checklist for separating changes you can still undo from changes that have already passed the point of no return, the conditions a
2026-08-15 · 23 min read #배포#릴리스#카나리#deployment#canaryLicenses and Deployment: Reading the Types and Verifying Quantized Builds
The short identifier in an open model license field is a table of contents; the actual terms live in the full text. This post organizes the license types actually encountered on 2026-08-12, what community licenses and no
2026-08-12 · 7 min read #ai#llm#huggingface#open-source-llm#licenseYour Deploy Is the Load Test — What Happens When Nobody Designs the Cost of Seeding the Cache
A walk through how Canva moved the in-memory session revocation cache in its gateway from MySQL to S3. The problem was not the steady-state lookup cost but the startup cost of hundreds of pods seeding their caches simult
2026-08-09 · 8 min read #architecture#caching#s3#scalability#deploymentChoosing a Self-Hosted Deployment Platform in 2026 — The Five Axes That Separate Coolify, Dokploy, CapRover, Kamal, and Openship
Openship, a self-hosted deployment platform with built-in CI/CD, hit GeekNews and brought back the same old question: leave managed PaaS and run it yourself? This post compares Coolify, Dokploy, CapRover, Kamal 2, Opensh
2026-07-31 · 12 min read #self-hosting#deployment#paas#kamal#coolifyIngress Traffic Splitting — Canary and Blue-Green Deployments in Practice
A practical walkthrough of ingress-nginx canary annotations, Argo Rollouts integration, per-controller traffic splitting comparisons, blue-green patterns, and metric-based automated promotion. It also covers the 2026 shi
2026-06-14 · 16 min read #ingress#kubernetes#canary#argo-rollouts#deploymentPaaS Comparison 2026 — Vercel · Netlify · Render · Fly.io · Railway · Northflank · Heroku · Cloud Run · App Runner · Coolify: Where to Deploy in 2026
An honest 2026 comparison of where solo devs and small teams actually deploy. Vercel — the Next.js-first PaaS, now bundling v0 and ai-sdk — and its pricing reality. Render — the Heroku-reborn underdog — with persistent d
2026-05-14 · 30 min read #paas#vercel#render#fly-io#railwayFrontend CI/CD & Deployment 2025 — GitHub Actions, Turborepo, Vercel, Netlify, Cloudflare, Preview, Canary, Feature Flags, SLSA/SBOM (S6 E12)
CI/CD for frontend is no longer "build and ship." It is caching, preview environments, canary rollouts, feature flags, supply-chain attestation (SLSA/SBOM), and rollback-first thinking. This guide compares GitHub Actions
2026-04-15 · 7 min read #frontend#ci-cd#deployment#github-actions#turborepoThe Complete MLOps & AI Model Deployment Guide — From Training to Serving and Monitoring
The entire process of training, deploying, and operating AI models. Everything about MLOps from MLflow, Kubeflow, model serving, A/B testing, to drift detection.
2026-04-13 · 17 min read #mlops#ai#deployment#model-serving#monitoringAdvanced CI/CD Pipeline Guide 2025: Deployment Strategies, GitOps, Monorepo, Security Pipeline
Everything about advanced CI/CD! Deployment strategies (Blue-Green/Canary/Rolling), GitOps (ArgoCD/Flux), Monorepo CI (Turborepo/Nx), Feature Flags (LaunchDarkly), pipeline security, environment management, rollback stra
2026-03-25 · 18 min read #ci-cd#deployment#gitops#argocd#monorepoGitOps in Practice: ArgoCD vs FluxCD Architecture Comparison and Production Deployment Strategies
From GitOps principles (Single Source of Truth, declarative management, automated reconciliation) through an in-depth comparison of ArgoCD and FluxCD architectures, ApplicationSet/Kustomization Controller, deployment str
2026-03-11 · 12 min read #devops#gitops#argocd#fluxcd#kubernetesTelegram Bot + Webhook Practical Guide: From Building a Bot with Python to Kubernetes Deployment
A complete guide to chatbot development using Telegram Bot API and Webhooks. Build a bot with python-telegram-bot and FastAPI, compare Polling vs Webhook, implement inline keyboards and command handlers, and deploy to Ku
2026-03-02 · 7 min read #telegram#bot#webhook#python#chatbot