Sovereign AI & Agentic Systems Blog | Scalac.ai

The AI blog

Last month in AI – August 2026

When Your AI Agent Does the Same Thing Twice

Durable execution recovers your workflow. It does not stop the supplier getting two emails. How to decide which steps actually need protecting.

Last month in AI – July 2026

How did July impact the development of AI? Find out about Kimi K3, delays, and innovations in the tech industry.

When the Agent Orchestration Layer Outgrows Python

Python still wins the prototype. But as agent workflows add concurrency, retries, and partial failure, the execution layer often needs a typed, durable runtime.

Last Month in AI – June 2026

May 2026 was a massive month for AI, marked by Google's I/O developer conference, major hardware announcements ahead of Computex, and significant shifts in the open-source landscape.

AI Agent Production Cost: A TCO Model for 100 Agents

Most agent budgets are built on chatbot economics. Here is a four-layer TCO model for 100 production agents — inference, infrastructure, people, and failure recovery.