Apply cost-reduction patterns to cloud-native apps and serverless functions.
npx skills add https://github.com/Yoraexe/ceobe --skill cost-reducer
Please help me install this Agent Skill. Skill: cost-reducer Source: https://github.com/Yoraexe/ceobe/tree/main/skills/cost-reducer Command: npx skills add https://github.com/Yoraexe/ceobe --skill cost-reducer
Principles and patterns for writing software that is economical to run, scale, and maintain. It covers dependency hygiene, compute optimization, and LLM token efficiency.
Audit your project for heavy dependencies and apply the cost-reduction patterns to shrink runtime and cloud spend.
High-intent search queries and answers about installing and using this skill.
Reduce cloud costs by applying dependency hygiene, multi-stage Docker builds, and caching strategies to minimize compute spend. This approach prunes unused libraries and optimizes build graphs to shrink runtime resources for serverless functions and cloud-native apps.
Dependency hygiene is the practice of pruning unused dependencies and preferring lean libraries to optimize build graphs. It lowers software maintenance costs by reducing the application footprint, which directly decreases runtime overhead and cloud spend.
Optimize LLM token usage by using the cheapest viable models, caching responses, truncating context, and favoring structured outputs. These token efficiency patterns directly reduce API expenses for LLM-enabled services without altering core functionality.
Yes, multi-stage Docker builds help with cost reduction by using minimal base images and caching strategies to shrink deployment size. This decreases container storage and compute overhead for cloud-native apps.
Yes, you can apply cost-reduction patterns to existing projects by auditing for heavy dependencies and selectively transferring data. Pruning unused libraries and optimizing critical paths minimizes spend without requiring a full rewrite.
Avoid lean engineering patterns when critical paths require maximum performance safeguards rather than minimized spend, or when dependency pruning risks breaking complex build graphs. Monitor resource usage to ensure optimization does not compromise stability.
lloydchangAnalyze cloud costs and generate prioritized optimization recommendations across AWS, Azure, and GCP.
runkidsAudit web performance with Lighthouse and apply targeted optimizations.
JOndarzaOptimize Dockerfiles, harden container security, and orchestrate with Docker Compose.
m0atAnalyze CUDA kernel performance bottlenecks with Nsight Systems and Nsight Compute.
