Software, browser automation, and AI tools.

Problems I work on

Browser workflows break when pages change. Agent outputs can be difficult to verify. Everyday work can involve slow, repetitive manual steps. My projects explore ways to make these problems easier to inspect, reproduce, and improve.

Selected evidence

Work	Problem and evidence
Blackreach	Browser automation with explicit state and recovery. The case study links public source and a historical controlled demonstration, with its limits explained.
Huginn	A self-hosted API for collecting JavaScript-rendered pages and extracting structured data. Public code shows job state and retry handling.
Lethe and Rigr	Agent evaluation and regression tooling for measuring behavioral change. Project pages link the public implementations.
claude-voice	Local text-to-speech for AI coding workflows, with synchronized word highlighting and public source.
Cannabis inventory system	Built automation that replaced a slow manual inventory workflow and was used at work. Business code and data remain private.

Experience and how I build

The software projects here are independent work, built with substantial Codex and Claude Code assistance. I direct the work, inspect changes, test behavior, and document what the evidence supports. These projects are distinct from my retail employment, where I also built the inventory automation described above.

I work with Python, browser automation, and Linux tooling, and I’m learning Rust through smaller applications. I value readable handoffs, reproducible checks, and clear limits around unfinished work.

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