Opportunity OS
An intelligence system for finding, testing, and acting on overlooked market opportunities.
Building with AI, in public
From AI chat to product.
Building Opportunity OS, Speculor AI, YC Knowledge Base, and FounderOS in public.
Vibe HubsConversation to product
Products in motion
A portfolio of practical systems for finding opportunities, reasoning clearly, and building with focus.
Speculor AI
A scenario engine for exploring uncertain futures before committing time, capital, or conviction.
YC Knowledge Base
A searchable founder library that turns years of YC advice into answers you can use now.
FounderOS
A calm operating layer for priorities, decisions, experiments, and the weekly rhythm of building.
The next useful thing
New experiments begin here: small, opinionated tools shaped around a real founder problem.
I care about the distance between knowing and doing.
I build tools for founders who have more information than time. My work turns fragmented signals, hard-won advice, and uncertain choices into clear next moves.
The common thread is simple: useful intelligence should change what you do next.
Currently building
The work is active.
These products are being shaped through prototypes, research, and real founder workflows.
Opportunity OS
Refining the path from weak signal to testable market thesis.
Speculor AI
Shaping scenario workflows that make uncertainty easier to inspect.
YC Knowledge Base
Expanding source coverage and improving answer traceability.
Have a hard founder problem?