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The Read Replica

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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

Data at Scale

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From the Community

The Future of Code

April 9, 2026

Same IDE, Two Developers: One Shipped A Month Of Front-End In An Afternoon. The Other Wiped The Drive.

CBOS senior developer Damian Matthews on why multi-tool AI pipelines through MCP can collapse weeks of work into hours, but only when the person driving them understands the architecture underneath.

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From the Community

The Future of Code

April 9, 2026

Six Agents, One Pull Request, and the Emerging Art of 'Skills-as-Infrastructure'

Snap engineering manager Jeffrey Lee-Chan joined The Read Replica to discuss his six-agent AI system to automate code reviews, and the future of AI-native enterprise codebases.

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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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The Read Replica

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Data at Scale

After pgBackRest's Close Call, Postgres Shops Are Drafting New Runbooks For Continuity

The Read Replica

TRR Team

The Read Replica

Data at Scale

pgBackRest Is Back, But Open Source Has a Stewardship Problem It Can't Keep Ignoring

The Read Replica

TRR Team

The Read Replica

Data at Scale

AI-Generated Pull Requests Are Crashing Postgres Instances Daily, And the Only Way Through Is Architectural

The Read Replica

TRR Team

The Read Replica

Security, Governance, & Deployment

Decoding 'Architecture As An Algorithm' and Production AI Explainability In Regulated Industries

The Read Replica

TRR Team

The Read Replica

The signal, once a week

Reporting, contributor perspectives and sharp notes from the people building with Supabase in the real world. No noise, no spam.

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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.

To Stop AI Amplifying Security Issues, Some Experts Are Grounding Security In Hardware

How a Laid-Off Atlassian Engineer's Sovereign Breakdown Started a Timer On Every Vibe-Coded Codebase

Authorization Has Always Been Hard, and a New Generation of Builders Is Discovering Why

What Does a Compiler Look Like When Its Audience Isn't Human? Vercel's Zero Just Soft-Launched the Answer

After pgBackRest's Close Call, Postgres Shops Are Drafting New Runbooks For Continuity

pgBackRest Is Back, But Open Source Has a Stewardship Problem It Can't Keep Ignoring

AI-Generated Pull Requests Are Crashing Postgres Instances Daily, And the Only Way Through Is Architectural

Decoding 'Architecture As An Algorithm' and Production AI Explainability In Regulated Industries

The Case Of 'A Billion APIs': Overcoming AI-Induced Monolithic Tech Debt No One Can Maintain

Tell One AI Model Another Will Review Its Work, and Output Quality Jumps 1.5x

Old-School Speccing Makes a Comeback As Devs Find The Limits of Natural Language LLM Interactions

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

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

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

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

Grainger's MarTech Lead On How Disciplined AI Governance Prevents Expensive Shelfware

You Can't 'Write Off' AI QA Tax at the Read/Write Layer, You Can Only Move When The Bill Comes Due

What Happens When Read-Only Access is the Only AI Guardrail That Actually Holds?

When AI Agents Go 'God Mode,' the Security Perimeter Must Move to the Database

One Layer Away, Always: A Framework for AI in Production Data Systems

You Can't Vibe Code A Payments Platform, But Even Regulated Industries Are Rethinking Writing By Hand

AI Readiness Starts With the Queries Nobody Bothered to Optimize

Agents Collapsed The Wall Between Analytics And Operations, And Postgres Is What's On The Other Side

A Financial Service Engineer's Search For Provability Amid The MCPification Of Everything

You Can't Outrun Governance, but Reducing Hurdles to Production-Readiness Starts With Condensing AI Pipelines

Let The Agents Cook. But First, Secure The Infrastructure.

The Traditional OLTP Playbook Breaks RAG. Here's What Replaces It.

Same IDE, Two Developers: One Shipped A Month Of Front-End In An Afternoon. The Other Wiped The Drive.

Six Agents, One Pull Request, and the Emerging Art of 'Skills-as-Infrastructure'

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The Read Replica

Article by

The Read Replica

Same IDE, Two Developers: One Shipped A Month Of Front-End In An Afternoon. The Other Wiped The Drive.

Six Agents, One Pull Request, and the Emerging Art of 'Skills-as-Infrastructure'

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.

More on Topics

The Read Replica

Writes About

After pgBackRest's Close Call, Postgres Shops Are Drafting New Runbooks For Continuity

pgBackRest Is Back, But Open Source Has a Stewardship Problem It Can't Keep Ignoring

AI-Generated Pull Requests Are Crashing Postgres Instances Daily, And the Only Way Through Is Architectural

Decoding 'Architecture As An Algorithm' and Production AI Explainability In Regulated Industries

The signal, once a week