Insights

Thinking about what's next.

Notes on AI engineering, agents, automation, and building intelligent products.

The real value of AI agents isn't in conversation — it's in taking action. Here's how we design agents that reason, use tools, and execute reliably.

AI workflows that work in production look very different from demos. Here's how we design automation that holds up under real conditions.

RAG and fine-tuning solve different problems. Here's a practical framework for choosing between them — or combining both.

Not every process should be automated. Here's how to identify the workflows where AI automation creates genuine value.

AI features in SaaS products create unique architectural challenges. Here's how to design SaaS platforms that scale with AI at the core.

Let's build something intelligent.

From the first idea to a production-ready system.