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.
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The Line Between The Database And AI Memory Layer Is Getting Blurry. The Trick Is Making Sure Your Schemas Are Not Paying For It.
KPMG's Head of AI says most teams are putting data in the wrong layer. An SAP engineering director and a mid-market data engineer describe what that looks like in practice.
To Stop AI Amplifying Security Issues, Some Experts Are Grounding Security In Hardware
Theo Ezell, AI Security Architect and Creator of The Citadel Protocol, argues that the way to prevent AI agents from overstepping security boundaries is to ground them in hardware.
How a Laid-Off Atlassian Engineer's Sovereign Breakdown Started a Timer On Every Vibe-Coded Codebase
Vasilios Syrakis, an eight-year Atlassian veteran who built the Sovereign control plane before being cut in the March layoffs, on the maintenance timer running underneath every AI-assisted codebase shipping into production right now.
Authorization Has Always Been Hard, and a New Generation of Builders Is Discovering Why
Satish Kumar Anandhan, Senior Architect at Salesforce, and Ryan Hildebrand, EVP and Chief Innovation Officer at Bankwell, on why the twenty-year wall in front of access control is a scale problem, not a competence one, and what better defaults actually unlock.
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.
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Decoding 'Architecture As An Algorithm' and Production AI Explainability In Regulated Industries
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