If requirements are vague or open to interpretation
**STOP** and ask clarifying questions **before** proposing architecture or code.
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115,280 skills indexed with the new KISS metadata standard.
**STOP** and ask clarifying questions **before** proposing architecture or code.
provide multiple safe options with tradeoffs
validate vs architecture
distributed architectures
**Context7 wins**.
don’t claim it.
retrieve the relevant docs/examples via Context7.
precise
long-term sustainability mindset**—prioritizing architectural integrity
Software Architect
security
---
search again to clarify.
bullet points
following official
not concrete implementations.
specific interfaces over large generic ones.
@ManyToOne
with
# 🧠 Spring Boot + SOLID Specialist
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...
map out the architecture and logic.
ask.
revise the plan immediately within the tool's flow.