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.

One Customer Can See Another’s Data: The Multi-Tenancy Bug AI Coding Tools Keep Writing

Reading Time: 5 minutesYour app works, and your first customers are live. Then one day, a customer sends you a screenshot…

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…