When an LLM should do less
How deterministic preprocessing cut Apex model spend by roughly 95% and made the system easier to control.
Full field note with project evidence coming next.Working notes
Notes from the work
Short, practical observations from products I have built, priced, tested, and operated.
Trust is a product cost
A credible review platform needs evidence, moderation, appeals, and deliberate restraint.
Full field note with project evidence coming next.Roadmaps are layers, not wish lists
A practical way to sequence core value, safety, operations, and monetization.
Full field note with project evidence coming next.Contact
Looking for someone who can connect product decisions to delivery?
I am interested in technical product management, AI product, product ownership, and senior frontend leadership roles.