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The Read Replica

The Read Replica is a modern digital publication focused on thoughtful stories, cultural insights, and in-depth commentary. It features curated articles, interviews, and analysis across a range of topics.

Enterprise Innovators
The Future of Code
Security, Governance, & Deployment
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Enterprise Innovators
May 3, 2026

How Mississippi Built The Nation's First Statewide AI Initiative For Education And Workforce Readiness

Dr. Kollin Napier, Director of the Mississippi Artificial Intelligence Network (MAIN) at Mississippi Gulf Coast Community College, discusses his work advancing AI literacy, workforce development, and the adoption of applied AI across Mississippi.

Security, Governance, & Deployment
April 27, 2026

From Banking to Blackboard: An Engineer's Case For CI/CD-Level Governance Of AI Code

Blackboard senior engineer Matt Erman on what a career in banking and FERPA-regulated EdTech teaches you about governing AI code, and why his team built enforcement into the pipeline before most organizations knew they needed it.

Security, Governance, & Deployment
April 27, 2026

Why The Success Of AI In Regulated Industries Depends On Compliance-As-Architecture

AI systems expert, Sai Santhosh Goud Bandari of TCS, talks compliance-as-architecture in banking and beyond.

Enterprise Innovators
April 27, 2026

AI Parallelized Biomedical Research, But The Verification Layer Needs To Match The Throughput

Weill Cornell's Olivier Elemento deploys sub-agents to audit every AI-generated finding. He told The Read Replica why layered verification is the only safeguard against scaling flawed science.

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I can pull out that rule hash and compare it to a cached hash over in Hedera to see if this rule has changed. If the model says anything under 80 percent, either escalate or block it; that router can make the decision.

Theo Ezell
AI Security Architect
Creator of the Citadel Protocol
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