MLOps
The Hidden Cost of Quiet Prompt Changes: How Small Adjustments Trigger Big LLM Spend
A senior engineer's guide to tracking subtle prompt tweaks that inflate cloud costs and break production systems without raising alarms
Blog
Thoughts on AI engineering, backend, frontend, and building modern software.
Cloud & Infrastructure
Deployment Boundaries for AI Services: Avoiding Hidden Infrastructure Costs
AI applications often hide infrastructure costs in deployment boundaries. Learn how to manage GPU, storage, and networking costs with practical strategies for production systems.
MLOps
Cost Spikes from Quiet Prompt Changes: Monitoring LLM Features in Production
After deploying an LLM feature, monitoring for cost spikes from subtle prompt changes is critical. Learn how to detect and mitigate these risks in production systems.