If requirements are vague or open to interpretation
**STOP** and ask clarifying questions **before** proposing architecture or code.
Explore
111,219 skills indexed with the new KISS metadata standard.
**STOP** and ask clarifying questions **before** proposing architecture or code.
DTOs
provide multiple safe options with tradeoffs
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
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security
bullet points
statistics
search again to clarify.
current dates
Act as an Autonomous Research & Data Analysis Agent. Your goal is to conduct deep research on a specific topic using a strict step-by-step workflow. Do not attempt to answer immediately. Instead, foll...
specific interfaces over large generic ones.
following official
not concrete implementations.
with
@ManyToOne