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
A Financial Service Engineer's Search For Provability Amid The MCPification Of Everything
Software Engineer at one of the UK’s largest banks, Yamini Krishnaprakash, on why observability is solved, while correctness isn't, and most agent pilots are stuck between the two.
You Can't Outrun Governance, but Reducing Hurdles to Production-Readiness Starts With Condensing AI Pipelines
Westcoast Cloud Cloud Technical Engineer Joe Gem Reyes shares his path to reducing hurdles to production-ready AI deployments with Fabric.
Let The Agents Cook. But First, Secure The Infrastructure.
Docker Developer Relations Engineer Oleg Šelajev on his approach to risk management and securing data infrastructure in the era of MCP.
The Traditional OLTP Playbook Breaks RAG. Here's What Replaces It.
AI/ML engineering leader, Debasish Bhattacharjee, sat down with The Read Replica to discuss why production RAG succeeds or fails at the data layer, and why the hardest calls around lineage and observability are pulling directors back into the codebase.
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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