
Muddy Boots Code
Software Solutions for Dirty Jobs
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Built for the field
Edge-to-cloud telemetry, offline-first workflows, and dashboards that survive dust, glare, and gloves.
Blog
Notes from the field
Hard-earned lessons on industrial IoT, edge reliability, and building resilient UIs.

Blog
11/6/20269 min read
Context Is the Team (Or What a Crayon Eater Told a Room Full of Data Scientists)
I'm a one-person shop shipping software in three industries with a coding agent. At ODSC AI West I talked about what replaced the crew: an ontology that teaches the model the language of the job, and gates it can't talk its way past.
ODSCOntologiesAI-Assisted DevelopmentGraphs
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Blog
6/11/20263 min read
Sick of Drawing Wells in Excel?
Spreadsheets were never the deliverable—they were the workaround. Well Wise puts the whole well on one page: diagram, cement math, version history, and a searchable asset index, with clean Excel exports when you need them.
Well WiseOil & GasExcelProduct
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Consulting & builds
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