Artifacts
At Limitr, I set out to give AI product teams a way to control and monetize usage in real time instead of managing pricing and entitlements across scattered code and spreadsheets. I led the company building embedded infrastructure that enforces what users and agents can do while metering cost as it's incurred. I created Stof, the open-source Rust/WebAssembly runtime underlying this enforcement engine, and designed the policy-as-document model so pricing, limits, and entitlements live in one versioned, auditable document. I also built the real-time instrumentation that translates raw usage into visible, controllable value exchange data for our customers.

I wanted data and logic to live together in one portable document instead of being split across config files, schemas, and interpreting code, so I designed and built Stof entirely in Rust, compiling it to WebAssembly so it runs natively, in the browser, or from Python. I built a lean, single-threaded cooperative async VM core with sandboxed execution, so logic arriving over the network can run in the same call without ever touching the filesystem or network itself. I also designed a document format that's a superset of JSON with formal definitions for functions, types, and units with conversions, working natively with YAML, TOML, PDFs, images, and other formats. I've grown and maintained the open-source project to over 500 commits.

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Feb 2026 - Present · 9 months · Co-Founder & CEO
Jan 2024 - Present · 2.8 years · Creator & Maintainer
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