Memory SystemsAI SupportProduction Architecture
Building Customer-Support Memory That Survives an Audit
Not another memory agent. An accountable one. Architecture, three bugs, and what production would actually take.
Jul 1, 2026
CONTENT HUB
AI-Safe Development: Using AI Coding Tools Without Destroying Production
AI coding tools move fast but do not understand your codebase intent. One bad suggestion can silently destroy production. This hub collects everything I have written about using AI coding tools safely — the 5-layer safety framework, pattern memory, trust scores, enterprise governance, and real-world post-mortems.
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EnterpriseAI SafetyDeveloper Tools
Enterprise AI Development Best Practices 2026: What Fortune 50 Teams Are Actually Doing
Inside the AI coding governance frameworks that enterprise engineering teams are deploying in 2026 — from someone who led AI adoption at a Fortune 50 healthcare company.
Mar 25, 2026
AI SafetyCursorCopilot
How to Prevent AI Coding Mistakes in Production (2026 Guide)
7 concrete practices to stop Cursor, Copilot, and Claude from silently breaking your production codebase — from an engineer who learned the hard way.
Mar 15, 2026
AI SafetyDeveloper WorkflowProduction
The AI-Safe Development Guide: How to Use AI Coding Tools Without Destroying Production
A complete guide to using Cursor, Copilot, and Claude safely in production codebases — built from a $12,000 real-world incident and enterprise-grade AI deployment experience.
Mar 10, 2026
IntelligenceAI CodingPattern Memory
Pattern Memory: The Missing Layer in AI Coding
Your AI coding assistant forgets everything between sessions. Pattern Memory changes that—learning from every edit to make your codebase smarter over time.
Feb 11, 2026
ArchitectureMCPPerformance
The SOPR Pattern: How We Cut Tool Count by 71% and Tokens by 65%
Service-Oriented Protocol Router (SOPR) is a token-efficient alternative to multi-agent architectures for AI tooling. Here's how we validated it in production at Vreko.
Jan 30, 2026
Trust ScoreCode QualityAI Metrics
Trust Scores: How to Measure AI Code Quality Automatically
Your AI generates code fast, but how do you know if it's good? Trust Scores provide a 0-100 metric for AI code quality based on pattern adherence and violation history.
Jan 22, 2026
StoryAI SafetyPost-Mortem
The $12k AI Disaster
How one AI mistake cost us $12k and led to build Vreko. A post-mortem on why speed without safety is a liability.
Dec 8, 2025
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