Andrew Mulvihill

I study how systems break and how to build them so they do not.

Incentives shape behavior. Structure shapes outcomes.

Most failures are structural: incentive design, load distribution, dependency risk, and governance. I build and stress-test systems across business, AI, and knowledge work.

Last updated: Feb 2026

Current Systems

LoadFrame Systems Active

Structural diagnostics for monetized creator businesses.

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CallLine Services Active

AI call flow systems for local businesses.

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CloudForge Systems In Development

Structured AI memory workspace.

Coming soon

AI Integrity Active

Consulting + education for building AI systems that behave (prompts aren’t the product; governance is).

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System, Not Self Active

Cognitive structure / personal governance framework (book series).

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What I Focus On

Revenue concentration (single points of failure)
Platform dependency (owned vs. rented distribution)
Offer structure and load distribution
Behavioral reliability in AI systems (drift, constraints, governance)
Knowledge durability (memory systems, retrieval, operational clarity)
Lifetime value durability under shock

I care about whether the system holds up when conditions change.

What I Don't Do

I don't run ads.

I don't manage channels.

I don't edit content.

I don't sell hype.

I don't promise outcomes I can't control.

I focus on structural integrity.

About

I build and stress-test systems: revenue models, behavior layers, and knowledge infrastructure. My work centers on durability under change.