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AI Deployment

Vendor-Agnostic AI Architects who don't just advise—we design and build functional, scalable AI systems.
Dive into expert-led content covering foundational MLOps best practices, robust AI Architecture, and advanced topics like containerization (Docker, Kubernetes) and multi-cloud strategies.
Learn how our proprietary Compounding Engineering methodology ensures your deployed AI models are not only production-ready but also deliver increasing, measurable value.

The Dangers of Vendor Lock-In: Why You Need an Agnostic AI Architect

When enterprise leaders decide to adopt AI, the easiest path is often to buy into a single ecosystem—Microsoft Copilot, Google Cloud AI, or AWS. But this convenience comes at a steep price: vendor lock-in. As AI models evolve at breakneck speed, being tied to one provider means you miss out on the best-in-class tools for specific tasks. The Core Finding: Agility Over Ecosystems The AI landscape is highly fragmented. OpenAI might lead in reasoning today, while Anthropic's Clau

Saulius Bertauskas

Apr 281 min read

Google Cloud vs. Microsoft Azure for Building Medallion Architecture Data Platforms – Pros, Cons, Evaluation, and Examples

In the rapidly evolving landscape of data analytics and AI, choosing the right cloud platform for implementing a Medallion Architecture can make or break your data strategy. As a Google Cloud and Google Workspace expert at Saulius-Systems, I've worked extensively with GCP's tools. I've also evaluated Microsoft Azure's offerings, including Fabric, to provide balanced insights for our readers. This review compares the two ecosystems head-to-head for building modern data lakehou

Saulius Bertauskas

Oct 5, 20254 min read

Unlocking the Power of AI Agents: Core Concepts Every Startup Founder Should Know

If you're like me, diving into the world of AI agents feels like stepping into the future of software engineering. Google's latest "Startup Technical Guide: AI Agents" is a goldmine for understanding how these intelligent systems can automate workflows, personalise experiences, and solve problems that once seemed impossible. In this post, I'll break down the core concepts from the guide. I'll draw from real-world insights to help you grasp why AI agents are a game-changer for

Saulius Bertauskas

Sep 22, 20253 min read