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News
Cutting PR review time is really changing where review happens
32+ min ago (248+ words) Atlassian reports its Rovo Dev AI reviewer cut PR cycle time by up to 45% internally and 32% for customers (primary source, Jan 2026). That figure gets quoted as proof that AI review saves review time. Read what the reviewer is described as…...
Two "Codex CLI" models on the same benchmark: the harness hides the model
32+ min ago (260+ words) Specific Labs dropped Real-SWE, an enterprise-code SWE benchmark, and the leaderboard is a great study in why you should never read "Claude Code" or "Codex CLI" as a model name. Same harness, two different brains: Same vendor's CLI, same harness,…...
Giving a coding agent more time barely helps
32+ min ago (627+ words) Real-SWE ran frontier models against licensed, private enterprise codebases (billing, tax, multi-service work) and one number jumped out at me: rollout duration barely moves resolution. 71.4% of rollouts that finished in under 10 minutes FAILED. 73.4% of rollouts that ran 10 minutes or longer…...
Agent-Cache: Multi-Tier LLM Caching for Valkey and Redis
35+ min ago (666+ words) Agent loops burn tokens and clock cycles on repeated work. The same LLM prompt fires twice, the same tool call fetches identical data, and session state gets reconstructed from scratch on every request. Agent-cache solves this with a three-tier caching…...
Tracing Which Internal Consumer Read Each Webhook Event (One Registration, One Queue)
1+ hour, 1+ min ago (447+ words) Use one webhook registration, land the payload in a durable queue, and make every internal consumer acknowledge its own copy. That is the least complex design that survives a downstream outage and still answers the question an auditor asks six…...
Harden & Lockdown RKE2 Cluster with a 4-Layer DevSecOps Stack
52+ min ago (1308+ words) Introduction Before you move furniture into a new house, you install the locks, the... Tagged with kubernetes, security, devsecops, devops....
Your AWS NAT gateway is costing you $1,800+ a month. Here's why and how to fix it.
1+ hour, 16+ 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
1+ hour, 27+ min ago (1313+ words) Introduction After learning Docker, Kubernetes, Helm, Azure and Azure DevOps separately, I... Tagged with cicd, azure, aks, devops....
Self-hosted PaaS in 2026: Coolify vs Dokku vs CapRover vs Ownkube
1+ hour, 16+ 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…...
Week 13 of #100DaysOfCode: Completing Spring Microservices and Starting JUnit 5
1+ hour, 38+ 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…...