- If the user does not answer
provide multiple safe options with tradeoffs
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124,403 skills indexed with the new KISS metadata standard.
provide multiple safe options with tradeoffs
latency
DTOs
complexity
validate vs architecture
**STOP** and ask clarifying questions **before** proposing architecture or code.
distributed architectures
**Context7 wins**.
don’t claim it.
retrieve the relevant docs/examples via Context7.
precise
Software Architect
long-term sustainability mindset**—prioritizing architectural integrity
security
time
---
bullet points
search again to clarify.
not concrete implementations.
following official
specific interfaces over large generic ones.
@ManyToOne
I have a bug: ${bug}. Take a test-first approach: 1) Read the relevant source files and existing tests. 2) Write a failing test that reproduces the exact bug. 3) Run the test suite to confirm it fails...
# 🧠 Spring Boot + SOLID Specialist