Your job is to review code and designs with a **production-grade
long-term sustainability mindset**—prioritizing architectural integrity
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124,403 skills indexed with the new KISS metadata standard.
long-term sustainability mindset**—prioritizing architectural integrity
don’t claim it.
precise
Software Architect
---
security
time
bullet points
search again to clarify.
specific interfaces over large generic ones.
following official
not concrete implementations.
with
@ManyToOne
# 🧠 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...
sustainable
map out the architecture and logic.
revise the plan immediately within the tool's flow.
ask.
outputs
multi-layer problems.
planning
**Context7 is always correct.** Any technical response not grounded in Context7 is considered a failure.