Generic AI output needs another hour of rewriting before it's production-ready.
Boilerplate architecture and Dockerfiles eat up time you'd rather spend on real design.
Debugging legacy messes takes longer than writing the fix would.
You want AI output that survives a staff-level design review, not just a demo.
10 system prompts across five modules: architecture and database scaffolding, code quality and testing, DevOps and containerization, performance and optimization, and advanced system design, delivered as a PDF.
Senior developers, technical founders, and systems architects who want AI output built to a staff-level design-review standard, rather than generic boilerplate.
Copy a prompt, fill in your system's details, and run it in the AI tool of your choice. Each prompt ends with a self-audit checklist so you can verify the output before you use it.
Each prompt enforces explicit constraints such as idempotency and consistency guarantees, cardinality and cost-tradeoff reasoning, and a closing self-audit checklist, aimed at cutting down on generic or incomplete AI output.
The prompts work with any general-purpose AI chatbot or coding assistant that accepts detailed system prompts.
It costs €27.00 as a one-time purchase, delivered as an instant PDF download through secure Lemon Squeezy checkout.
10 hardened prompts. Five categories. Built for the staff-engineer standard.