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# tldr
GTM Engineer at Magnetiz. Builds production AI agents that run revenue operations for B2B SaaS revenue teams.
5+ years GTM + RevOps. 14 years operating a P&L as founder.
# how i work
Operator-framed. Open with the business outcome, build the system in the middle, close with the metric or principle that locks the lesson.
Eval-first. Every agent output passes a binary-per-axis check before autonomous status. 5+ consecutive passing runs across all axes is the gate.
Capability over vendor. The pattern matters more than the tool.
# selected builds
# elsewhere