Engineering & Architecture
Systems design, team structure, and platform engineering for cost-aware organizations.
6 articles
S3 Isn't Just Storage Anymore - And Your Cost Model Needs to Catch Up
AWS S3 Files turns object storage into a filesystem. Combined with Tables and Vectors, S3 is becoming a universal data platform - and that changes how FinOps teams should model cloud costs.
FinOps Isn't Finance. It's Architecture.
Every architectural decision is a cost decision. Here's why engineering leaders must treat cloud spend as a first-class design constraint, not a finance report.
Jevons Paradox and AI: Why Efficiency Won't Lower Your Bill
A 160-year-old economic law explains why AI costs keep rising despite dramatic efficiency gains. What engineering leaders should understand - and do about it.
How AI Is Rewriting Tourism in Southeast Asia
Southeast Asia crossed 120 million visitors in 2025, with Vietnam up 21% and Malaysia overtaking Thailand as the region's top destination. Now ASEAN governments are betting on AI to reshape what tourism looks like - shifting from volume to value, from overcrowded hotspots to distributed discovery.
The Cooperative of Talent: A New Model for Software Development in the AI Era
AI is reshaping how software gets built. The old models - staffing firms, freelance marketplaces, rigid consultancies - weren't designed for this. The cooperative of talent offers a structural advantage: shared infrastructure, collective intelligence, and individual mastery working in concert.
The AI Team Is an Anti-Pattern
Centralized AI teams create the same bottleneck Team Topologies warns against. Here's how AI capabilities should map to your team structure.
Common Questions
View all →What should a cloud architecture review focus on?
A useful architecture review evaluates three dimensions: cost efficiency, operational resilience, and scalability headroom. For cost, look at resource…
How do platform engineering teams help reduce cloud costs?
Platform teams reduce costs by making the right thing the easy thing. When developers provision infrastructure through a well-designed internal platfo…
What are MCP servers and how can they help manage cloud costs?
MCP (Model Context Protocol) servers let AI assistants interact with external tools and data sources. For cloud cost management, an AWS MCP server giv…
How should we structure teams working on AI projects?
Avoid the common anti-pattern of a centralized 'AI team' that serves the whole organization. This creates bottlenecks and disconnects AI development f…