cost-optimization
16 posts
When a coding agent underperforms, the reflex is a stronger model. On bounded tasks the harness moves the score at least as much; a rule for which lever to pull.
ai-agents · ai-tools · llm +3
A technical guide to production-grade prompt engineering: systematic design, security, observability, and cost optimization for enterprise LLM apps.
prompt-engineering · llm · ai-tools +6
A technical guide to choosing and implementing AWS edge computing for global apps, with practical examples and cost optimization strategies.
aws · cloudfront · lambda +6
The order that makes AWS cost work stick: visibility with Cost Explorer and Budgets, right-sizing with Compute Optimizer, then commitments.
aws · cost-optimization · aws-cdk +1
Prompt caching, model routing, token budgets, and semantic caching: how to keep production LLM spend predictable without giving up answer quality.
aws · cost-optimization · llm +3
Lessons from running LangChain in production: the anti-patterns that cause failures, the patterns that work, with code examples and cost optimization strategies.
langchain · llm · production +5
A guide to Aurora architecture, I/O cost analysis, and when to choose it over RDS, with migration strategies and real-world decision frameworks.
aws · data-storage-orm · postgresql +3
A year-one ROI model for AI developer tools: the cost categories vendors leave out, a go/no-go framework, and the conditions that should change the decision.
ai-adoption-strategy · cost-optimization · industry-trends +3
A practical guide to deploying Next.js beyond Vercel, covering the cost profile, implementation details, and migration path for each target platform.
nextjs · deployment · aws +4
How to model GitHub Copilot ROI at enterprise scale: the license and review cost lines, the metrics that matter, payback shape by team size, and rollout anti-patterns.
github-copilot · ai-tools · productivity +7
Systematic profiling for PostgreSQL and MongoDB: how to find the queries driving latency and infrastructure cost, and which fixes actually move them.
data-storage-orm · postgresql · performance +4
Multi-environment deployment, performance optimization at scale, cost management, and monitoring with solid incident response patterns.
aws-cdk · lambda · dynamodb +6
Advanced Fargate patterns learned from running production workloads. From cost optimization to stateful containers, here's what the docs won't tell you.
aws · fargate · ecs +4
Tune AWS Lambda performance: the memory-to-CPU model, benchmarking with Power Tuning, cost analysis, and adaptive allocation patterns.
lambda · serverless · performance +2
Advanced AWS Lambda patterns and cost optimization: Lambda Layers, VPC configuration, cross-account execution, and architectural decisions.
lambda · serverless · cost-optimization +5
Moving from Express.js to Lambda: the common mistakes teams make along the way, and the TypeScript patterns that reduce AWS bills at scale.
api-gateway · cost-optimization · lambda +2