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Engineering Notes

Lessons from shipping AI products. Practical, opinionated, and based on real projects.

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Security·12 min read

Security From Day Zero: How a 4-Person AI Startup Passed an Investor Security Review Before Launch

A pre-launch AI startup needed to pass an investor-required security review before receiving their next funding tranche. With a live data pipeline, ML model infrastructure, and a public API in staging, we ran a security assessment and built a defensible posture in three weeks.

  • AI startup security
  • pre-launch security review
  • investor security review startup
  • data pipeline security
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