Building production RAG systems that actually work
Retrieval-Augmented Generation sounds straightforward until you face real documents, inconsistent data, and latency requirements that matter.
Insights
Notes from the work.
Practical thinking about product strategy, applied AI, and the systems beneath an experience that feels simple.
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The decisions that make an MVP useful before it's impressive
A first release earns its keep by reducing uncertainty. Here is how to choose what stays in the frame.
Build the system, not just the feature
The delivery work after launch is where interface decisions become either leverage or ongoing drag.
AI agent architectures for real products
What does an actual multi-agent system look like when it needs to be reliable, observable, and maintainable?
The five SaaS architecture mistakes that cost the most to fix
Multi-tenancy, auth, and billing decisions made early define the product's future cost — not just its current state.
Why design systems pay off at scale
The upfront investment in a proper design system returns significant velocity as products grow in complexity.