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ProjectsThings we build in the open.
Working software, built the way I advise clients to build: research first, verified against primary sources, pressure-tested before anyone relies on it — and honest about what's still unproven.
WorldSmith — a sentence in, a Minecraft world out.
A Windows app that turns a written prompt into a walkable Minecraft world. A language model writes the build plan; a deterministic engine places every block, so the same prompt always produces the same world. It's the pattern I recommend to clients: let AI propose, keep the execution checkable.
Not yet sold, so nothing here is customer-validated — only my own testing.
NOT AN OFFICIAL MINECRAFT PRODUCT. NOT APPROVED BY OR ASSOCIATED WITH MOJANG OR MICROSOFT.
ILE Bench — AI-assisted content, verified.
A free study tool for a state professional licensing exam. The subject is narrow; the point is the method. Every fact is checked against primary sources, every answer is re-derived blind by a reviewer who can't see the key, and reviewers are assigned to argue each answer is wrong.
A content audit graded the material 7 out of 10 and found eleven defects serious enough to stop for. All eleven were fixed and re-verified, and the next audit will be published the same way.
Independent study aid. Not affiliated with or endorsed by any examining body or licensing authority.
Proof, not promises.
I tell clients that AI work should be researched before it is built, tested before it is trusted, and honest about what it can't do. Projects are where I hold myself to that standard in public — including publishing what is still unproven, rather than only what went well. More are on the way.
cfinch@reasoningframeworks.com