AI-Native Architecture

I Was Ready To Put Claude On Every Desk. Then Anthropic Changed The Rules.

Anthropic is tightening the screws on the people who made Claude successful. That is the preview of what enterprises should expect. Here is what the alternatives look like.

Daniel Piatkowski · 16 Apr 2026 ·12 min read

Platforms

Unity Catalog Is Not a Governance Tool -- It's Your AI Architecture Foundation

Most enterprises treat Unity Catalog as a compliance checkbox. The ones building AI-native architectures treat it as the foundation that makes everything else possible.

Daniel Piatkowski · 24 Mar 2026 ·6 min read

Platforms

The Emerging AI Stack

The AI stack is converging on one idea: make tool use reliable. Eight distinct layers, each solving a specific production pain.

Daniel Piatkowski · 24 Feb 2026 ·7 min read

AI-Native Architecture

Why Most AI Programs Stall After the First Use Case

The first AI use case is a showcase. The second reveals the organisational bottleneck. Programs stall because they build demos, not scaffolding.

Daniel Piatkowski · 3 Feb 2026 ·8 min read

AI-Native Architecture

The AI-Native Enterprise Isn't What You Think It Is

80% of AI projects fail because organisations address technology without redesigning architecture, processes, and operating models together. Here's the framework that changes that.

Daniel Piatkowski · 23 Jan 2026 ·8 min read

Agentic AI

From Copilots to Autonomous Systems: The Real Enterprise Impact of Agent Frameworks

Models improve monthly. Frameworks compound annually. The enterprise advantage in agentic AI lives in orchestration, tool access, and accountability -- not intelligence.

Daniel Piatkowski · 17 Jan 2026 ·7 min read

AI-Native Architecture

I Was Ready To Put Claude On Every Desk. Then Anthropic Changed The Rules.

Unity Catalog Is Not a Governance Tool -- It's Your AI Architecture Foundation

The Emerging AI Stack

Why Most AI Programs Stall After the First Use Case

The AI-Native Enterprise Isn't What You Think It Is

From Copilots to Autonomous Systems: The Real Enterprise Impact of Agent Frameworks

More insights when they’re published.