Complex Systems with Patrick McKenzie (patio11)

APIs of evil: studying fraud as infrastructure

15 snips
Feb 12, 2026
A deep dive into industrial-scale fraud as a coordinated business process. How fraudsters reuse shared services like incorporators, CPAs, and lax banks to scale theft. Why high-growth programs and weak financial links attract abuse. Proposes simple proof-of-work signals and data-driven defenses to detect repeat offenders and map fraud supply chains.
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ANECDOTE

Minnesota Daycare Stakeouts

  • Minnesota investigators filmed daycare centers with no children despite billing paperwork.
  • Patrick McKenzie highlights visceral video evidence that paperwork alone failed to reveal.
INSIGHT

Fraudsters Replay Their Plays

  • Fraudsters play an iterated game and often open new frauds after being caught.
  • Tracking past fraudsters yields high hit rates for finding future schemes.
INSIGHT

Fraud Has A Supply Chain

  • Fraud develops a detectable supply chain of specialized service providers.
  • Shared incorporators, mail services, CPAs and addresses reveal networks at scale.
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