Specify before generating
Turn intent into tickets, plans, and requirements precise enough that an agent cannot misread them.
Operating Thesis
Writing code is no longer the hard part. The value now sits upstream: clear intent, trustworthy verification, and disciplined supervision of the tools that generate the code.
Operating Index
Senior product engineering experience, local-first automation, and agentic workflow design presented as evidence rather than broad claims.
Proof-heavy project groups drawn from local repository briefs, sprint artifacts, and case-study drafts.
AI Workflow Tooling
Local-first control plane for turning project intent into durable plans, tickets, sprint execution, review evidence, and approval-gated release work.
Media Automation
Pipeline for turning selected Minecraft Twitch VODs into reviewed YouTube Shorts with quality gates before publishing.
Local Desktop Automation
Local desktop assistants for Google Photos backup and cleanup with explicit confirmation before destructive actions.
Work is strongest when the operating path is as visible as the final interface.
Case Study Track
The current case-study set covers workflow infrastructure, Twitch media automation, and local desktop safety tooling.
Work With Mark
Send the project context, current constraints, timeline, and the best public link to review.