Mitchell Knoth
currently building the SDLC for an AI-first world

Building toward an SDLC where AI is a first-class participant.

Most claims about AI and engineering run on vibes. I’d rather show the work: six years of turning “this should be faster” into measured outcomes, now spent making agent output safe enough to ship. More about how I got here →

Selected work

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The claim, and the receipts.

vibes → evidence
Replacing AI-productivity anecdotes with measurement
50K+ repos
Separation-of-duties compliance, audit prep down ~75%
$1M saved
Annual cloud spend, ~2,000 VPCs consolidated
hrs → s
Account + VPC teardown, automated end to end

Writing