RAG System Architect
Design an end-to-end retrieval-augmented generation system for grounded answers.
Community-tested prompts with real feedback, version history, and freshness signals.
43 prompts
Design an end-to-end retrieval-augmented generation system for grounded answers.
Create clear API documentation from an implementation or specification.
Generates differentiated advertising angles tied to audience pains, desires, and awareness stages.
Creates creator-friendly briefs for authentic user-generated content ads.
Investigate a software bug systematically and distinguish symptoms from root cause.
Design a production-ready AI agent architecture from a business goal or automation idea.
Design a pragmatic delivery and operations model for a software system.
Review Kubernetes manifests or Helm values for reliability, security, and operational readiness.
Create a phased cloud migration plan with dependencies, risk callouts, and rollback strategies.
Design a production Azure architecture from workload, security, and operational requirements.
Designs a referral program with incentives, messaging, mechanics, and anti-abuse considerations.
Connects top-level business outcomes to drivers and operational metrics.
Converts operating information into a concise board-level update focused on outcomes, risks, and decisions.
Reviews an opportunity for qualification gaps, stakeholder risk, competition, timing, and next actions.
Builds a role-specific interview preparation plan with likely themes, stories, and practice questions.
Rewrites resume bullets around scope, action, impact, and evidence without fabricating achievements.
Design a practical test-automation strategy for a product and engineering team.
Builds useful customer segments based on needs, economics, and behavior rather than demographics alone.
Design a secure remote MCP server with clean tools, resources, prompts, and authentication.
Audit an LLM application for direct and indirect prompt-injection vulnerabilities.
Design or review a Django application using pragmatic production patterns.