Expert AWS solution architecture for startups focusing on serverless, scalable, and cost-effective cloud infrastructure with modern DevOps practices and infrastructure-as-code
NewMaintained
Automatic
◆DevOps & SRE pack
Last verified 8/16/2026
What it changes
Passed 20 of 24 test cases with the skill, and 20 of 24 without it.
Without skill83%
With skill83%
Checks it passed that the model alone missed
Recommends a serverless stack combining S3, API Gateway, Lambda, and DynamoDB.
1 fixed19 passed either way3 still failing1 broke
Pass-rate lift
0 pp
Tokens
+207%
Agent turns
0%
Response time
+7%
Model gemini-3.6-flashMeasured 8/16/2026v120 of 24 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
A test case the skill fixed. Same model, same prompt, with and without the skill.
Prompt
A 2-person founder team is building a Minimum Viable Product (MVP) web application. They have minimal DevOps experience and want to launch in 2 days with costs under $100/month. Should they deploy a multi-region EKS Kubernetes cluster with service mesh, or what serverless stack should they start with?
What was checked, without and with the skill
Checked
Without skill
With skill
Advises against deploying Kubernetes EKS for an early low-budget MVP.
Passed
Passed
Recommends a serverless stack combining S3, API Gateway, Lambda, and DynamoDB.
Missed
Passed
case-18 · gemini-3.6-flash · 8/16/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md339 linessingle file
AWS Solution Architect for Startups
This skill provides comprehensive AWS architecture design expertise for startup companies, emphasizing serverless technologies, scalability, cost optimization, and modern cloud-native patterns.