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News
Your AWS NAT gateway is costing you $1,800+ a month. Here's why and how to fix it.
22+ min ago (584+ words) This post is the practical fix. We'll cover where the cost actually comes from, three patterns that cut it (VPC endpoints, IPv6 egress, NAT instance), and the platform-level move that handles all three for you. A NAT gateway has two pricing…...
Building a Production-Style CI/CD Pipeline with Azure DevOps, ACR, Helm, AKS and PostgreSQL
32+ min ago (1313+ words) Introduction After learning Docker, Kubernetes, Helm, Azure and Azure DevOps separately, I... Tagged with cicd, azure, aks, devops....
ทำไม KV cache ถึงกลายเป็นหัวใจเศรษฐศาสตร์ของ AI agent ในปี 2026
22+ min ago (125+ words) โดย Nokka (นก-กา) | 13 กันยายน 2026 หัวใจคือชื่อ Causal Encoder-Decoder หรือ CED [1] ทั้งที่ backbone ทั้งหมดมี 552B พารามิเตอร์ [1] และมี FP4 KV caching ในฟอร์แมต E2M1 โดยใช้สเกลหนึ่งตัวต่อ 16 แชนเนล [1] รวมกันแล้ว KV cache ทั้งหมดเหลือ…...
# The Suspiciously Round Number That Stopped Me Cold
24+ min ago (232+ words) I was pulling data from SAP through an OData API — every Internal Order from 2020 to today. The response came back with exactly 1000 rows. Not 987, not 1214. A clean, round 1000. Was I happy? No. I got suspicious. In data work, a number…...
Grok Bot and the Rise of AI Teammates
17+ min ago (39+ words) In my last post, I talked about the potential risks AI could bring to humans in the not-too-distant... Tagged with ai, grokbot, softwareengineering, aiteammates....
Self-hosted PaaS in 2026: Coolify vs Dokku vs CapRover vs Ownkube
22+ min ago (893+ words) A self-hosted PaaS sounds like the obvious fix to a marked-up Heroku bill. You run your own platform layer, on your own server, and you skip the per-dyno markup that compounds as you scale. In 2026 the open-source options are better…...
Conditional Requests at Runtime: Rendering Parts of a curl Command with XML ``
29+ min ago (307+ words) Inside a element you can wrap any curl fragment in. If the expression holds, the fragment's text is spliced into the final command; otherwise it disappears as if never written. The expression reads values from the request context — which includes…...
Week 13 of #100DaysOfCode: Completing Spring Microservices and Starting JUnit 5
43+ min ago (875+ words) This week was another challenging but rewarding part of my #100DaysOfCode journey. I started the week by learning about Docker and containerized Microservices, exploring how containers differ from Virtual Machines, how Docker images and containers work, and how Docker helps package…...
My Extraction Score Was 0.08 and the Model Was Innocent: Rebuilding the Ruler
39+ min ago (745+ words) CauterRule is an open-source sidecar that learns standing rules from repeated agent failures. It extracts lessons from trajectories, replay-tests them, and tries to separate reusable guidance from noisy overgeneralization. The last article ended on an open question: at what point…...
Starting My Data Science Journey 🚀 | Day 1
49+ min ago (77+ words) Hello DEV Community! 👋 I'm Shravan Kumar, a B.Tech Computer Science student and an aspiring Data Scientist. Today, I'm taking another step in my journey of learning and building with technology. My goal is to become a skilled Data Scientist…...