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 Read Replica
Decoding 'Architecture As An Algorithm' and Production AI Explainability In Regulated Industries
Hameem Mahdi, Sr. Principal Applied Scientist at the Technology Innovation Institute, spent a decade building ML infrastructure at Mayo Clinic. He tells The Read Replica most teams are solving explainability backward.
The Case Of 'A Billion APIs': Overcoming AI-Induced Monolithic Tech Debt No One Can Maintain
Vincenzo Agrillo, Principal Development Professional at MSG Global Solutions, discusses what happens when AI builds the frontend in an hour but nobody is minding the API contracts underneath.
Tell One AI Model Another Will Review Its Work, and Output Quality Jumps 1.5x
Vishal Sharma, who has built enterprise architecture across JPMorgan Chase, PwC, and Prudential for two decades, on how the same social pressure that makes engineers write better code under review now structures multi-model development workflows in financial services.
Old-School Speccing Makes a Comeback As Devs Find The Limits of Natural Language LLM Interactions
Gary Ang, former Lead of AI Supervision at the Monetary Authority of Singapore, discusses the evolution of spec coding in the era of LLM-driven development.
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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