Insights
Production RAG Needs Evaluation Before Expansion
A practical checklist for shipping retrieval-augmented AI features without losing trust.
#AIEngineering#RAG#Evaluation
Reporting Pipelines Need Product-Level SLAs
Why cloud reporting systems should be designed around data contracts, lateness, and operator trust.
#CloudArchitecture#DataPipelines#Reporting
When a Fractional Principal Engineer Helps Most
The situations where short-term senior engineering support can unblock a product or platform team.
#EngineeringLeadership#Architecture#Delivery
From Spreadsheet Chaos to Reliable Credits
What a Proper Ledger Architecture Looks Like for SaaS & Marketplaces
#microservices#ledger#cqrs#outbox
Adding AI Features to Applications Without Exploding Cloud Bills
A guide to building an “AI Feature Router” for sustainable software scaling.
#AIEngineering#SystemDesign#CostOptimization