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Design Azure architectures for startups and enterprises.
Passed 21 of 22 test cases with the skill, and 20 of 22 without it.
1 fixed20 passed either way1 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
A test case the skill fixed. Same model, same prompt, with and without the skill.
We need to design an asynchronous order processing backend on Azure that handles bursts of incoming messages cheaply without running continuous idle infrastructure. Which combination of serverless services best satisfies this pattern?
| Checked | Without skill | With skill |
|---|---|---|
| Recommends Azure Functions paired with Event Grid or Service Bus. | Missed | Passed |
The instructions your model reads when the skill loads.
Design scalable, cost-effective Azure architectures for startups and enterprises with Bicep infrastructure-as-code templates.
Collect application specifications:
- Application type (web app, mobile backend, data pipeline, SaaS, microservices)
- Expected users and requests per second
- Budget constraints (monthly spend limit)
- Team size and Azure experience level
- Compliance requirements (GDPR, HIPAA, SOC 2, ISO 27001)
- Availability requirements (SLA, RPO/RTO)
- Region preferences (data residency, latency)
Run the architecture designer to get pattern recommendations:
python scripts/architecture_designer.py \
--app-type web_app \
--users 10000 \
--requirements '{"budget_monthly_usd": 500, "compliance": ["SOC2"]}'
Example output:
{
"recommended_pattern": "app_service_web",
"service_stack": ["App Service", "Azure SQL", "Front Door", "Key Vault", "Entra ID"],
"estimated_monthly_cost_usd": 280,
test cases passed, vs 20 / 22 without
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