Insights
Field notes for teams operating cloud and AI systems.
Practical engineering decisions, lessons from hands-on experiments, and clear ways to reduce risk without adding unnecessary complexity.

AI engineering · 8 min read
What self-hosting an AI assistant taught us about production systems
A practical account of model choices, infrastructure constraints, privacy tradeoffs, and the point where building becomes more expensive than buying.
Read insight
AI operations · 7 min read
Should AI be allowed in production terminals? Only with deliberate guardrails
AI can help operators investigate incidents and prepare commands, but convenience cannot replace review, access boundaries, and reversible execution.
Read insight
Cloud security · 7 min read
AI crawlers are a cloud cost problem, not only a content policy problem
Why crawler governance belongs in infrastructure planning, and how to reduce origin pressure without blocking useful traffic blindly.
Read insight
Cloud reliability · 7 min read
When a CDN fails, switching providers is not a resilience strategy
What lean teams should plan before an edge provider incident: origin readiness, DNS control, observability, and realistic failover.
Read insight
Cloud security · 6 min read
AWS WAF rules for application bot traffic
A practical starting point for reducing noisy automated traffic without blocking real users.
Read insight
Cloud performance · 7 min read
CloudFront vs Fastly: what to measure
How to compare CDN behavior around cache hit rate, invalidation, origin pressure, and operational fit.
Read insight
Cloud operations · 5 min read
Redis session locking symptoms in cloud applications
Common signs that session behavior is contributing to slow or stuck application requests.
Read insight
AI strategy · 6 min read
How to choose your first AI use case
A grounded filter for picking an AI project that can actually ship.
Read insight
Cloud reliability · 8 min read
Cloud reliability audit checklist
A compact checklist for reviewing cloud systems before the next incident finds the gaps for you.
Read insight