The Volcano by MagmaLabs | AI, Software Development & Product Engineering - The Volcano is the MagmaLabs blog covering AI, software development, QA, design, product engineering, and practical insights for modern digital teams.

Fix It or Rebuild It? What to Do With Your AI-Built Codebase

Reading Time: 4 minutesThe Production Gap · Fix or Rebuild Every new feature breaks two old ones. Then someone on your…

Reading Time: 4 minutesAI Engineering · AI FinOps Tokens got cheaper. Your AI bill didn’t. Per-token prices have dropped sharply since…

Reading Time: 3 minutesProduct Engineering · Agent-Ready Software Your next power user won’t log in. It will call your API. Salesforce…

Reading Time: 4 minutesAI Engineering · Debugging Agents Your agent does not crash. That is the problem. When traditional software breaks,…

Reading Time: 5 minutesAI Engineering · Production Systems 📌 TL;DR — The Short Answer A production-ready AI agent is one that…

Reading Time: 4 minutesYour best content still ranks. It just stops getting visited. In 2026, most searches end right on the…

Reading Time: 4 minutesYour buyers stopped scrolling to page one. Instead, they ask ChatGPT, Perplexity, or Google’s AI Overview a question.…

Reading Time: 7 minutesEngineering & Growth · Startup Playbook 2026 Quick answer For most startups in 2026, the right model tracks…

Reading Time: 5 minutesAI writes a huge share of the world’s code in 2026 — fast, fluent, and often unreviewed. So…

Reading Time: 5 minutesThe race to define modern software now runs through five labs, and the infrastructure beneath them. Here’s who…