Author: Rodrigo Gardin

Building multi-tenant SaaS was already complex. Building it for AI workloads is a different category of problem entirely. Security Magazine data shows that 68% of organizations have experienced AI-related data leakage — and the primary culprit isn’t authentication failures or misconfigured APIs. It’s tenancy boundaries that were designed for CRUD apps being stretched to handle…

In March 2026, Andrew Filev published a number that stopped engineering leaders cold: his team of 30 engineers at Zencoder was producing 170% of the output of the previous 36-person team. Not 20% more. Not 50% more. One hundred and seventy percent — at 80% of the headcount. Verified via six months of JIRA data.…

91% of machine learning models degrade in production over time. That figure comes from a peer-reviewed Nature study by researchers at Harvard, MIT, Cambridge, and the University of Monterrey — not an MLOps vendor whitepaper. The study tracked 32 datasets across 4 industries and 4 model architectures. The finding is unambiguous: a deployed model left…

An AWS team completed an 18-month rearchitecture project in 76 days. Six engineers, where 30 had originally been scoped. The tool: Kiro IDE, built around a methodology called spec-driven development. That number isn’t a fluke — it’s showing up across EY, Amazon’s product lines, and the Kiro team itself. The question worth asking is why,…

Enterprise AI investment has never been higher. Yet according to Writer’s 2026 Enterprise AI Adoption Survey of 2,400 executives and employees across the US, UK, and Europe, 79% of executives acknowledge struggling with AI adoption — despite 59% of their companies spending over $1 million annually on AI. The gap between AI experimentation and production…

The Model Context Protocol solved half the problem: it gave AI agents a standard way to connect to tools. But what happens when agents need to talk to each other — across different frameworks, vendors, and organizational boundaries? That is the gap the Agent-to-Agent (A2A) Protocol was built to close, and one year in, it’s…