Matchstick Replay
ActiveA market-data replay tool — capture a live L2 crypto order-book feed, then scrub, seek, and replay it deterministically, reconstructing the same market state at the same timestamp every time.
Visit →Documentation & AI-Ready Knowledge Systems · Building Matchstick Replay
I build support, documentation, and AI-ready knowledge systems that make complicated technical work easier to understand, operate, and trust. My background spans six years leading product and technical support at NinjaTrader, customer engineering, technical writing, and hands-on software development — including Matchstick Replay and Stela, two systems I'm building now.
Support workflows, escalation paths, service knowledge, and team enablement.
Customer setup, migration, technical troubleshooting, and adoption.
Information architecture, onboarding, docs-as-code, and API clarity.
Turning repeated confusion into a workflow people can follow and improve.
Schema validation, CLI tools, and small utilities for documentation-heavy systems.
Customer discovery, product scope, cross-functional priorities, and delivery.
Balanced limited consulting with caregiving through mid-2025. Since July 2025, focused on full-time parenting while maintaining a small set of independent tools and writing when capacity allows — most recently Matchstick Replay, a live market-data replay product, and Stela, an open-source RAG-provenance library.
Delivered bounded consulting and product R&D projects across workflow-heavy MVPs, UX cleanup, and documentation systems while sharing caregiving responsibilities.
Built a documentation website, supported early-stage customers, troubleshot UX/QA issues.
Consolidated product and engineering knowledge into structured wiki content for an Office 365 support organization; collaborated with PMs and engineers and tracked work through Git and Markdown.
Improved workforce-management efficiency by about 10% through process analysis; documented workflows and built SharePoint knowledge hubs.
Managed a 5-person technical services team supporting ~1,500 accounts; reduced customer response time by about 50% and helped customers migrate from Flash-based testing to browser-native WebSocket/XHR.
Led a support team of 15; maintained docs for ~40,000 users; contributed to C# debugging; translated customer workflow problems into product and documentation improvements.
A market-data replay tool — capture a live L2 crypto order-book feed, then scrub, seek, and replay it deterministically, reconstructing the same market state at the same timestamp every time.
Visit →RAG preprocessing library — chunks UTF-8 text and verifies every chunk's byte range and SHA-256 hash against the source. Benchmarked against LangChain (byte-offset drift on non-ASCII text) and on 15 CUAD contracts (100% stale-chunk detection vs. 0% baseline).
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A free, ad-free PWA that times Japanese interval walking — voice cues, chimes, and a streak-tracking progress screen.
Read more →Schema validation toolkit for content-rich systems and documentation pipelines.
Visit →Dependency-free TF-IDF similarity toolkit. Works in Node, browsers, and Obsidian.
Visit →Reach out about project-based, outcome-scoped work or to talk shop.
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