In this episode of the Disambiguation podcast, host Michael Fauscette sits down with Chris Morancie, Fractional CTO and Founder of Digital Operations Factory, for a deeply technical and practical conversation about why AI governance has to be engineered into your architecture, not bolted on after the fact.

Chris brings a unique combination of computer information systems, an MBA in business strategy, and a master's in data science to the problem of getting AI into production safely. His core argument: if your governance cannot stop your model from doing something wrong in real time, then it is not governance, it is just documentation.

The conversation covers his three-part scalability test (design for scale, make sure it doesn't break at scale, don't go broke at scale), the Goldilocks zone for model selection, why agents should be treated through a microservices security lens with least-privilege access and short-term tokens, the firewall pattern for policy enforcement, real-time semantic interceptors for customer-facing AI, operational sovereignty and vendor SLA inheritance, IP leakage through model training, and a practical trust-vs-reasoning quadrant for managing hybrid human-agent teams.

Timestamps:
00:00 - Introduction
00:44 - Chris's background: Caribbean upbringing, CIS + MBA + Data Science
03:48 - The AI production framework: design for scale, don't break at scale, don't go broke at scale
07:17 - The Goldilocks zone: model selection and cost benchmarking
09:28 - Assertion testing vs. evaluation testing for model quality
10:25 - "If your governance can't stop your model in real time, it's just documentation"
13:26 - The firewall pattern: policy agents with least-privilege, short-term tokens
16:09 - AI governance as good old-fashioned software hygiene
17:49 - Real-time semantic interceptors for customer-facing agents
21:15 - Competing goals: why prompts alone cannot prevent policy violations
24:02 - Agent security: every ingress and egress point is a vector
27:55 - RAG poisoning and downstream injection attacks
29:00 - Operational sovereignty: SLA inheritance and vendor risk
34:56 - IP leakage: when your feedback trains a competitor's model
36:16 - Trust vs. reasoning: a quadrant for managing hybrid teams
41:37 - Advice by company size: economics for SMEs, security for enterprise
45:25 - Recommendation: DALI Research Labs (YouTube)

Guest: Chris Morancie, Fractional CTO and Founder, Digital Operations Factory
Host: Michael Fauscette, CEO & Chief Analyst, Arion Research

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