- During coding: implement incrementally
validate vs architecture
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107,801 skills indexed with the new KISS metadata standard.
validate vs architecture
complexity
distributed architectures
retrieve the relevant docs/examples via Context7.
**Context7 wins**.
long-term sustainability mindset**—prioritizing architectural integrity
don’t claim it.
precise
Software Architect
---
security
evidence-based answer that looks like a research paper or a professional briefing.
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...
map out the architecture and logic.
revise the plan immediately within the tool's flow.
ask.