Insights
Practical notes on AI engineering, data systems, automation, and building products—written for operators and technical founders.
Designing AI features with deterministic business rules
How to combine LLMs and automation with clear business logic so outcomes are predictable and auditable.
Forecasting and analytics for operators
Practical approaches to sales and demand forecasting for teams that need actionable numbers, not data science theater.
Building products as an engineer-founder
From shipping features at scale to shipping your own product: what changes when you own the outcome.
Coming soon
Observability and API design
Making APIs and systems observable from day one: metrics, SLOs, and documentation that scale.
Automation for messy business workflows
Where to automate first, how to handle edge cases, and when to keep humans in the loop.