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Flashcard ID | instruction (System Role) | input (User Project Constraints) | output (Target LLM Recommendation) | Combined Prompt Preview (Alpaca Format) | Estimated Token Count |
SD-001 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: SaaS / Web App | Specific Use Case: B2B Micro-SaaS MVP (Invoicing & Subscription tool) | Team Size: Solo (1 Person) | Timeline: 2 Weeks | Budget: Free / $0 | Team Experience: Beginner | Expected Scale: Low (<1k users/mo) | Recommended Stack -> Frontend: Next.js (React) + Tailwind CSS | Backend: Next.js Server Actions / API Routes | Database & Storage: Supabase (PostgreSQL) | Auth & Billing: Supabase Auth + Stripe | Hosting: Vercel (Free Tier) || Why This Stack: Single codebase (JavaScript/TypeScript), generous free tiers on Vercel and Su... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: SaaS / Web App | Specific Use Case: B2B Mi... | 222 |
SD-002 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: SaaS / Web App | Specific Use Case: Multi-tenant Project Management SaaS (like Linear/Trello) | Team Size: Small Team (3-5) | Timeline: 3 Months | Budget: Low ($50-$200/mo) | Team Experience: Intermediate | Expected Scale: Medium (10k-50k users/mo) | Recommended Stack -> Frontend: React + Next.js + shadcn/ui | Backend: Node.js (NestJS) or tRPC | Database & Storage: PostgreSQL (Neon / Railway) + Redis | Auth & Billing: Clerk or Auth.js | Hosting: Railway + Cloudflare || Why This Stack: NestJS provides strict modular architecture for a 3-5 person team; PostgreSQL han... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: SaaS / Web App | Specific Use Case: Multi-... | 223 |
SD-003 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: SaaS / Web App | Specific Use Case: Enterprise CRM & ERP Platform with strict role permissions | Team Size: Large Team (15+) | Timeline: 12 Months | Budget: High ($5,000+/mo) | Team Experience: Advanced | Expected Scale: High (500k+ users/mo) | Recommended Stack -> Frontend: Angular + TypeScript + RxJS | Backend: Java (Spring Boot) or C# (.NET Core) | Database & Storage: Amazon RDS (PostgreSQL) + Elasticsearch | Auth & Billing: Okta / Keycloak (SSO/SAML) | Hosting: AWS (EKS Kubernetes) || Why This Stack: Angular and Spring Boot enforce strict enterprise codin... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: SaaS / Web App | Specific Use Case: Enterp... | 234 |
SD-004 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: SaaS / Web App | Specific Use Case: Internal Company Admin Dashboard & Inventory Tracker | Team Size: Solo (1 Person) | Timeline: 1 Week | Budget: Low ($20-$50/mo) | Team Experience: Beginner | Expected Scale: Low (<500 internal users) | Recommended Stack -> Frontend: Retool / Streamlit or React Admin | Backend: Python (FastAPI) or Supabase | Database & Storage: PostgreSQL | Auth & Billing: Google Workspace OAuth | Hosting: Render or Fly.io || Why This Stack: Internal tools don't need custom CSS polish. Using FastAPI with React Admin or Streamlit cuts ... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: SaaS / Web App | Specific Use Case: Intern... | 218 |
SD-005 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: SaaS / Web App | Specific Use Case: No-Code / Low-Code Directory & Job Board | Team Size: Solo (1 Person) | Timeline: 1 Week | Budget: Free / $0 | Team Experience: Beginner | Expected Scale: Low (<5k users/mo) | Recommended Stack -> Frontend: Astro + Tailwind CSS | Backend: PocketBase (Go-based Backend-in-a-box) | Database & Storage: SQLite (built into PocketBase) | Auth & Billing: PocketBase Auth | Hosting: Hetzner ($4 VPS) or Fly.io || Why This Stack: Astro ships zero unnecessary JavaScript for ultra-fast SEO job listings, w... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: SaaS / Web App | Specific Use Case: No-Cod... | 215 |
SD-006 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: AI / ML App | Specific Use Case: AI PDF Chat & Document Summarizer (RAG Wrapper) | Team Size: Solo (1 Person) | Timeline: 2 Weeks | Budget: Low ($20-$100/mo) | Team Experience: Beginner | Expected Scale: Low (<2k users/mo) | Recommended Stack -> Frontend: Next.js + Vercel AI SDK | Backend: Python (FastAPI) + LangChain/LlamaIndex | Database & Storage: Supabase pgvector (PostgreSQL) | Auth & Billing: Clerk | Hosting: Vercel (Frontend) + Render (Python API) || Why This Stack: Vercel AI SDK handles streaming chat bubbles effortlessly; FastAPI ... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: AI / ML App | Specific Use Case: AI PDF Ch... | 225 |
SD-007 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: AI / ML App | Specific Use Case: Custom Fine-Tuned Small LLM App (like Tech Stack Recommender) | Team Size: Solo (1 Person) | Timeline: 3 Weeks | Budget: Free / $0 | Team Experience: Beginner | Expected Scale: Low (<1k users/mo) | Recommended Stack -> Frontend: Gradio or Streamlit (Python UI) | Backend: Python + Hugging Face Transformers / Unsloth | Database & Storage: Hugging Face Datasets (CSV/JSONL) | Auth & Billing: Hugging Face Spaces Token | Hosting: Hugging Face Spaces (Free CPU / ZeroGPU) || Why This Stack: Gradio and Streamlit build int... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: AI / ML App | Specific Use Case: Custom Fi... | 234 |
SD-008 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: AI / ML App | Specific Use Case: AI Image & Video Generation Studio (GPU Heavy) | Team Size: Small Team (2-4) | Timeline: 2 Months | Budget: Medium ($500-$1,500/mo) | Team Experience: Intermediate | Expected Scale: Medium (20k users/mo) | Recommended Stack -> Frontend: Next.js + Tailwind CSS | Backend: Python (FastAPI) + Celery Task Queue | Database & Storage: PostgreSQL + AWS S3 / Cloudflare R2 + Redis | Auth & Billing: Auth0 | Hosting: Modal or RunPod (Serverless GPUs) + Vercel || Why This Stack: Image/video models require heavy GPUs. Modal/RunPod sca... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: AI / ML App | Specific Use Case: AI Image ... | 230 |
SD-009 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: AI / ML App | Specific Use Case: Enterprise AI Customer Support Agent (Voice & Text) | Team Size: Medium Team (6-10) | Timeline: 6 Months | Budget: High ($2,000+/mo) | Team Experience: Advanced | Expected Scale: High (100k+ conversations/mo) | Recommended Stack -> Frontend: React + TypeScript + WebRTC | Backend: Python (FastAPI) + Go (for low-latency routing) | Database & Storage: Pinecone / Qdrant (Vector DB) + PostgreSQL | Auth & Billing: Custom JWT + Enterprise SSO | Hosting: AWS (ECS + Bedrock) or GCP Cloud Run || Why This Stack: Go handles thousands of ... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: AI / ML App | Specific Use Case: Enterpris... | 236 |
SD-010 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: AI / ML App | Specific Use Case: Data Science Analytics & Predictive Forecasting Portal | Team Size: Small Team (2-3) | Timeline: 1 Month | Budget: Low ($50/mo) | Team Experience: Intermediate | Expected Scale: Low (<1k users/mo) | Recommended Stack -> Frontend: Plotly Dash or Streamlit | Backend: Python (Pandas, Scikit-Learn, FastAPI) | Database & Storage: DuckDB + Parquet Files + PostgreSQL | Auth & Billing: Basic OAuth | Hosting: DigitalOcean App Platform || Why This Stack: Data scientists know Python best. Dash/Streamlit avoids hiring a front... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: AI / ML App | Specific Use Case: Data Scie... | 224 |
SD-011 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: E-Commerce | Specific Use Case: D2C Clothing Brand / Merch Online Store | Team Size: Solo (1 Person) | Timeline: 1 Week | Budget: Low ($39/mo) | Team Experience: Beginner | Expected Scale: Medium (10k-50k visits/mo) | Recommended Stack -> Frontend: Shopify Liquid / Hydrogen | Backend: Shopify Managed Backend | Database & Storage: Shopify Cloud Database | Auth & Billing: Shopify Checkout & Payments | Hosting: Shopify Cloud (Fully Managed) || Why This Stack: Building custom cart, tax, and inventory logic for a standard store is a trap... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: E-Commerce | Specific Use Case: D2C Clothi... | 218 |
SD-012 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: E-Commerce | Specific Use Case: Custom Headless E-Commerce Store with Unique 3D Customizer | Team Size: Small Team (3-5) | Timeline: 3 Months | Budget: Medium ($300-$800/mo) | Team Experience: Intermediate | Expected Scale: Medium (50k visits/mo) | Recommended Stack -> Frontend: Next.js + Three.js (React Three Fiber) | Backend: Medusa.js (Open-source Node.js commerce) | Database & Storage: PostgreSQL + Redis + Meilisearch | Auth & Billing: Stripe + Medusa Auth | Hosting: Vercel + Railway || Why This Stack: Medusa.js gives open-source Shopify-like backend APIs whi... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: E-Commerce | Specific Use Case: Custom Hea... | 229 |
SD-013 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: E-Commerce | Specific Use Case: Two-Sided Peer-to-Peer Rental Marketplace (like Airbnb) | Team Size: Small Team (3-5) | Timeline: 4 Months | Budget: Medium ($200-$500/mo) | Team Experience: Intermediate | Expected Scale: Medium (25k users/mo) | Recommended Stack -> Frontend: Next.js + Tailwind CSS + Mapbox | Backend: Node.js (Express/NestJS) or Ruby on Rails | Database & Storage: PostgreSQL (with PostGIS for location) + AWS S3 | Auth & Billing: Stripe Connect (Split Payments) | Hosting: Render or AWS Elastic Beanstalk || Why This Stack: PostGIS handles 'near ... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: E-Commerce | Specific Use Case: Two-Sided ... | 233 |
SD-014 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: E-Commerce | Specific Use Case: Flash-Sale / High-Traffic Ticketing E-Commerce Platform | Team Size: Large Team (12+) | Timeline: 8 Months | Budget: High ($5,000+/mo) | Team Experience: Advanced | Expected Scale: High (1M+ concurrent spikes) | Recommended Stack -> Frontend: Next.js (Edge Cached) + Preact | Backend: Go (Golang) Microservices + Kafka | Database & Storage: CockroachDB / Amazon Aurora + Redis Cluster | Auth & Billing: Custom OAuth2 + Cloudflare Turnstile (Bot protection) | Hosting: AWS CloudFront + Kubernetes || Why This Stack: Flash sales cause... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: E-Commerce | Specific Use Case: Flash-Sale... | 237 |
SD-015 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: E-Commerce | Specific Use Case: Digital Downloads & Creator Course Storefront | Team Size: Solo (1 Person) | Timeline: 2 Weeks | Budget: Free / $0 | Team Experience: Beginner | Expected Scale: Low (<5k users/mo) | Recommended Stack -> Frontend: Next.js + MDX | Backend: Supabase Edge Functions | Database & Storage: Supabase (PostgreSQL + Storage Buckets) | Auth & Billing: LemonSqueezy or Stripe (handles global VAT) | Hosting: Vercel || Why This Stack: LemonSqueezy acts as Merchant of Record (handling global sales tax automaticall... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: E-Commerce | Specific Use Case: Digital Do... | 215 |
SD-016 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: Mobile App | Specific Use Case: Campus Food Delivery or Local Service App MVP | Team Size: Small Team (2) | Timeline: 1 Month | Budget: Free / $0 | Team Experience: Beginner | Expected Scale: Low (<5k users) | Recommended Stack -> Frontend: React Native (Expo) + NativeWind | Backend: Firebase Cloud Functions | Database & Storage: Firebase Firestore (NoSQL) + Firebase Storage | Auth & Billing: Firebase Auth + Razorpay / Stripe | Hosting: Expo EAS + Google Cloud || Why This Stack: Expo builds both iOS and Android apps from one... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: Mobile App | Specific Use Case: Campus Foo... | 224 |
SD-017 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: Mobile App | Specific Use Case: Cross-Platform Fitness Tracker & Habit Gamification App | Team Size: Solo (1 Person) | Timeline: 6 Weeks | Budget: Low ($25/mo) | Team Experience: Intermediate | Expected Scale: Medium (20k users) | Recommended Stack -> Frontend: Flutter (Dart) | Backend: Supabase | Database & Storage: Supabase (PostgreSQL) + SQLite (Offline sync) | Auth & Billing: Supabase Auth + RevenueCat (In-app subscriptions) | Hosting: App Store / Play Store + Supabase Cloud || Why This Stack: Flutter renders buttery-smooth 60fps custom anim... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: Mobile App | Specific Use Case: Cross-Plat... | 229 |
SD-018 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: Mobile App | Specific Use Case: Offline-First Field Inspection & Construction App | Team Size: Small Team (3-4) | Timeline: 4 Months | Budget: Medium ($300/mo) | Team Experience: Intermediate | Expected Scale: Low (2k enterprise field workers) | Recommended Stack -> Frontend: React Native + WatermelonDB / PowerSync | Backend: Node.js (Fastify) | Database & Storage: PostgreSQL + PowerSync + AWS S3 | Auth & Billing: Auth0 | Hosting: AWS App Runner || Why This Stack: Construction workers often have zero internet. WatermelonDB/PowerSync lets the app work 100% offl... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: Mobile App | Specific Use Case: Offline-Fi... | 221 |
SD-019 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: Mobile App | Specific Use Case: High-Performance Social Video & Camera Filter App | Team Size: Medium Team (8-12) | Timeline: 9 Months | Budget: High ($3,000+/mo) | Team Experience: Advanced | Expected Scale: High (200k+ active users) | Recommended Stack -> Frontend: Swift (Native iOS) + Kotlin (Native Android) | Backend: Go (Golang) + gRPC | Database & Storage: Cassandra / ScyllaDB + Redis + Cloudflare Stream | Auth & Billing: Custom Phone OTP Auth (Twilio) | Hosting: Google Cloud Platform (GKE) || Why This Stack: Heavy camera manipulation, AR filter... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: Mobile App | Specific Use Case: High-Perfo... | 230 |
SD-020 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: Mobile App | Specific Use Case: Hyper-Casual 2D/3D Mobile Puzzle Game | Team Size: Solo or Duo (1-2) | Timeline: 2 Months | Budget: Free / $0 | Team Experience: Beginner | Expected Scale: Medium (50k downloads) | Recommended Stack -> Frontend: Godot Engine (GDScript) or Unity (C#) | Backend: PlayFab or Firebase (Leaderboards) | Database & Storage: Cloud Save (NoSQL) | Auth & Billing: Google Play Games / Apple Game Center | Hosting: iOS App Store & Google Play Store || Why This Stack: Godot is lightweight, 100% free (no royalty ... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: Mobile App | Specific Use Case: Hyper-Casu... | 222 |
SD-021 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: Real-Time / Social | Specific Use Case: Team Chat & Community App (Slack / Discord Clone) | Team Size: Small Team (3) | Timeline: 3 Months | Budget: Low ($100/mo) | Team Experience: Intermediate | Expected Scale: Medium (15k users) | Recommended Stack -> Frontend: React + Tailwind CSS + Zustand | Backend: Elixir (Phoenix Framework) or Node.js (Socket.io) | Database & Storage: PostgreSQL + ScyllaDB (message history) + Redis | Auth & Billing: Clerk / Custom JWT | Hosting: Fly.io || Why This Stack: Elixir Phoenix runs on the Erlang VM (the same tech W... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: Real-Time / Social | Specific Use Case: Te... | 230 |
SD-022 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: Real-Time / Social | Specific Use Case: Multiplayer Collaborative Whiteboard / Docs (Figma/Notion style) | Team Size: Small Team (4) | Timeline: 5 Months | Budget: Medium ($400/mo) | Team Experience: Advanced | Expected Scale: Medium (30k users) | Recommended Stack -> Frontend: React + HTML5 Canvas + Yjs (CRDTs) | Backend: PartyKit / Cloudflare Durable Objects (TypeScript) | Database & Storage: Cloudflare D1 / PostgreSQL | Auth & Billing: Auth.js | Hosting: Cloudflare Workers + Pages || Why This Stack: Yjs (Conflict-free Replicated Data Types) + PartyKit makes m... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: Real-Time / Social | Specific Use Case: Mu... | 229 |
SD-023 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: Real-Time / Social | Specific Use Case: Live Telemedicine Video Consultation Platform | Team Size: Small Team (3-5) | Timeline: 3 Months | Budget: Medium ($500/mo) | Team Experience: Intermediate | Expected Scale: Low (5k consultations/mo) | Recommended Stack -> Frontend: Next.js + LiveKit or Daily.co SDK | Backend: Python (Django) or Node.js (NestJS) | Database & Storage: PostgreSQL (HIPAA Encrypted) + AWS S3 | Auth & Billing: Auth0 (HIPAA BAA compliant) | Hosting: AWS (ECS) + LiveKit Cloud || Why This Stack: Building raw WebRTC video servers from scratch... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: Real-Time / Social | Specific Use Case: Li... | 232 |
SD-024 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: Real-Time / Social | Specific Use Case: Live Sports Scoreboard & Real-Time Polling App | Team Size: Solo (1 Person) | Timeline: 2 Weeks | Budget: Low ($25/mo) | Team Experience: Beginner | Expected Scale: Medium (50k concurrent viewers) | Recommended Stack -> Frontend: SvelteKit | Backend: Convex or Firebase Realtime Database | Database & Storage: Convex Reactive Database | Auth & Billing: Convex Auth | Hosting: Vercel + Convex Cloud || Why This Stack: SvelteKit compiles to tiny, super-fast code for mobile browsers, and Convex automatically pushes live ... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: Real-Time / Social | Specific Use Case: Li... | 219 |
SD-025 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: Real-Time / Social | Specific Use Case: IoT Fleet & Delivery Truck Live GPS Tracker | Team Size: Medium Team (5-8) | Timeline: 6 Months | Budget: High ($1,500/mo) | Team Experience: Advanced | Expected Scale: High (10,000+ GPS pings/sec) | Recommended Stack -> Frontend: React + Deck.gl / Mapbox GL | Backend: Go (Golang) + MQTT Broker (EMQX) | Database & Storage: TimescaleDB (Time-series PostgreSQL) + Redis | Auth & Billing: Mutual TLS (mTLS) for IoT devices + OAuth2 | Hosting: AWS IoT Core / EKS || Why This Stack: MQTT uses minimal cellular data for truc... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: Real-Time / Social | Specific Use Case: Io... | 234 |
SD-026 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: FinTech / Enterprise | Specific Use Case: Digital Wallet & Peer-to-Peer Payment Ledger | Team Size: Medium Team (6-10) | Timeline: 9 Months | Budget: High ($3,000+/mo) | Team Experience: Advanced | Expected Scale: High (100k+ transactions/day) | Recommended Stack -> Frontend: React Native (Mobile) + React (Web) | Backend: Go (Golang) or Java (Spring Boot) | Database & Storage: TigerBeetle (Financial Ledger DB) + PostgreSQL | Auth & Billing: AWS Cognito + Biometric Passkeys + 2FA | Hosting: AWS (Multi-Region Private VPC) || Why This Stack: Financial apps can ne... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: FinTech / Enterprise | Specific Use Case: ... | 237 |
SD-027 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: FinTech / Enterprise | Specific Use Case: Personal Expense Tracker & Bank Sync Budgeting App | Team Size: Solo or Duo (1-2) | Timeline: 6 Weeks | Budget: Low ($50-$150/mo) | Team Experience: Intermediate | Expected Scale: Low (5k users) | Recommended Stack -> Frontend: Next.js + Tremor (Charts UI) | Backend: Node.js (tRPC) or Python (FastAPI) | Database & Storage: PostgreSQL (Neon) + Row-Level Security | Auth & Billing: Clerk + Plaid / Setu Account Aggregator API | Hosting: Vercel + Render || Why This Stack: Tremor gives out-of-the-box financial charts;... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: FinTech / Enterprise | Specific Use Case: ... | 230 |
SD-028 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: FinTech / Enterprise | Specific Use Case: Algorithmic Crypto / Stock Trading Bot & Dashboard | Team Size: Solo (1 Person) | Timeline: 1 Month | Budget: Low ($40/mo) | Team Experience: Intermediate | Expected Scale: Low (Personal / 100 users) | Recommended Stack -> Frontend: React + Lightweight Charts (TradingView) | Backend: Python (FastAPI + Pandas + asyncio) | Database & Storage: TimescaleDB + Redis | Auth & Billing: API Key HMAC Encryption | Hosting: AWS Tokyo / Frankfurt EC2 (Low latency near exchange) || Why This Stack: Python has the best quantitative ... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: FinTech / Enterprise | Specific Use Case: ... | 237 |
SD-029 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: FinTech / Enterprise | Specific Use Case: Hospital Electronic Health Records (EHR) & Clinic Portal | Team Size: Medium Team (5-8) | Timeline: 8 Months | Budget: High ($2,000/mo) | Team Experience: Advanced | Expected Scale: Medium (50 clinics) | Recommended Stack -> Frontend: React + TypeScript + Ant Design | Backend: C# (.NET 8) or Java (Spring Boot) | Database & Storage: Microsoft SQL Server or AWS RDS PostgreSQL | Auth & Billing: Azure AD B2C (HIPAA Compliant) | Hosting: Microsoft Azure (HIPAA Certified Cloud) || Why This Stack: Healthcare requires strict a... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: FinTech / Enterprise | Specific Use Case: ... | 239 |
SD-030 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: FinTech / Enterprise | Specific Use Case: Automated Invoice OCR & Tax Compliance SaaS | Team Size: Small Team (3) | Timeline: 3 Months | Budget: Medium ($250/mo) | Team Experience: Intermediate | Expected Scale: Medium (10k businesses) | Recommended Stack -> Frontend: Vue.js (Nuxt 3) + Tailwind CSS | Backend: Python (Django + Celery) + AWS Textract / Vision LLM | Database & Storage: PostgreSQL + AWS S3 (Encrypted) | Auth & Billing: Django Allauth + 2FA | Hosting: AWS Elastic Beanstalk || Why This Stack: Django comes with a built-in secure admin panel f... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: FinTech / Enterprise | Specific Use Case: ... | 225 |
SD-031 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: Content / EdTech | Specific Use Case: Developer Portfolio, Documentation & Technical Blog | Team Size: Solo (1 Person) | Timeline: 3 Days | Budget: Free / $0 | Team Experience: Beginner | Expected Scale: Medium (20k reads/mo) | Recommended Stack -> Frontend: Astro + Markdown (MDX) + Tailwind CSS | Backend: None (Static Site Generation) | Database & Storage: Git Repository (Markdown files) | Auth & Billing: None needed | Hosting: GitHub Pages or Cloudflare Pages (100% Free) || Why This Stack: A blog doesn't need a database that can get hacked ... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: Content / EdTech | Specific Use Case: Deve... | 229 |
SD-032 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: Content / EdTech | Specific Use Case: Media Publishing & News Portal (Multiple Non-Tech Writers) | Team Size: Small Team (2-3) | Timeline: 3 Weeks | Budget: Low ($30-$100/mo) | Team Experience: Beginner | Expected Scale: High (200k reads/mo) | Recommended Stack -> Frontend: Next.js or Astro | Backend: Strapi or Sanity.io (Headless CMS) | Database & Storage: PostgreSQL (managed by CMS) + Cloudinary (Images) | Auth & Billing: CMS Role-Based Access | Hosting: Vercel + Cloudflare CDN || Why This Stack: Non-technical writers need a rich text editor (Sanity/Strapi... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: Content / EdTech | Specific Use Case: Medi... | 227 |
SD-033 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: Content / EdTech | Specific Use Case: Interactive Coding Bootcamp & LMS Platform (like LeetCode) | Team Size: Small Team (3-5) | Timeline: 4 Months | Budget: Medium ($400/mo) | Team Experience: Advanced | Expected Scale: Medium (20k students) | Recommended Stack -> Frontend: Next.js + Monaco Editor (VS Code in browser) | Backend: Go (Golang) + Judge0 (Sandboxed Docker Code Runner) | Database & Storage: PostgreSQL + Redis | Auth & Billing: NextAuth / Clerk | Hosting: Hetzner Dedicated Servers (for Docker sandboxes) + Vercel || Why This Stack: Running untrusted... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: Content / EdTech | Specific Use Case: Inte... | 241 |
SD-034 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: Content / EdTech | Specific Use Case: Video Course Platform with DRM & Progress Tracking | Team Size: Solo or Duo (1-2) | Timeline: 1 Month | Budget: Low ($50-$150/mo) | Team Experience: Beginner | Expected Scale: Low (3k students) | Recommended Stack -> Frontend: Next.js + Tailwind CSS + Mux Player | Backend: Supabase or Node.js (Express) | Database & Storage: Supabase (PostgreSQL) + Mux Video / Bunny.net Stream | Auth & Billing: Clerk + Stripe | Hosting: Vercel || Why This Stack: Hosting video files on standard servers is slow and expensive. Bunn... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: Content / EdTech | Specific Use Case: Vide... | 224 |
SD-035 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: Content / EdTech | Specific Use Case: Paid Newsletter & Community Membership Hub (Substack style) | Team Size: Solo (1 Person) | Timeline: 1 Week | Budget: Low ($29/mo) | Team Experience: Beginner | Expected Scale: Medium (25k subscribers) | Recommended Stack -> Frontend: Ghost CMS (Handlebars / Custom Theme) | Backend: Ghost Node.js Core | Database & Storage: MySQL + Amazon SES / Mailgun (Email delivery) | Auth & Billing: Ghost Memberships + Stripe | Hosting: DigitalOcean ($12 Droplet) or Ghost(Pro) || Why This Stack: Ghost is purpose-built for newsletter... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: Content / EdTech | Specific Use Case: Paid... | 235 |
SD-036 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: DevTools / Automation | Specific Use Case: High-Scale E-Commerce Price Scraper & Alert Bot | Team Size: Solo (1 Person) | Timeline: 2 Weeks | Budget: Low ($30-$80/mo) | Team Experience: Intermediate | Expected Scale: Medium (100k pages/day) | Recommended Stack -> Frontend: Next.js (Dashboard) | Backend: Python (Playwright + Scrapy + FastAPI) | Database & Storage: PostgreSQL + Redis (BullMQ / Celery queue) | Auth & Billing: Resend (Email Alerts) + Telegram Bot API | Hosting: Railway or Hetzner VPS || Why This Stack: Python's Playwright handles JavaScript-hea... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: DevTools / Automation | Specific Use Case:... | 234 |
SD-037 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: DevTools / Automation | Specific Use Case: Public REST/GraphQL API Product (Weather/Finance API as a Service) | Team Size: Solo or Duo (1-2) | Timeline: 3 Weeks | Budget: Low ($25/mo) | Team Experience: Intermediate | Expected Scale: High (1M+ API calls/mo) | Recommended Stack -> Frontend: Next.js + Fumadocs (API Documentation) | Backend: Hono (TypeScript on Cloudflare Workers) or Go | Database & Storage: Upstash Redis (Rate Limiting) + PlanetScale / Turso (LibSQL) | Auth & Billing: Unkey.dev (API Key Management & Billing) | Hosting: Cloudflare Workers (Global Edge) || Why ... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: DevTools / Automation | Specific Use Case:... | 249 |
SD-038 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: DevTools / Automation | Specific Use Case: Workflow Automation SaaS (Mini Zapier / n8n style) | Team Size: Small Team (3-5) | Timeline: 5 Months | Budget: Medium ($500/mo) | Team Experience: Advanced | Expected Scale: Medium (500k workflow runs/mo) | Recommended Stack -> Frontend: React + React Flow (Node-based visual canvas) | Backend: TypeScript (Node.js) + Temporal.io or Inngest | Database & Storage: PostgreSQL + Redis | Auth & Billing: Auth0 | Hosting: AWS ECS or Render || Why This Stack: React Flow provides the drag-and-drop node canvas; Inngest/Temporal guara... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: DevTools / Automation | Specific Use Case:... | 225 |
SD-039 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: DevTools / Automation | Specific Use Case: Browser Extension (AI Writing Assistant / Productivity Clipper) | Team Size: Solo (1 Person) | Timeline: 2 Weeks | Budget: Free / $0 | Team Experience: Beginner | Expected Scale: Medium (10k Chrome users) | Recommended Stack -> Frontend: Plasmo Framework (React + TypeScript for Extensions) | Backend: Supabase Edge Functions | Database & Storage: Chrome Local Storage API + Supabase (PostgreSQL) | Auth & Billing: Supabase Auth | Hosting: Chrome Web Store + Supabase Free Tier || Why This Stack: Plasmo is the 'Next.js for bro... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: DevTools / Automation | Specific Use Case:... | 237 |
SD-040 | You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. | Project Category: DevTools / Automation | Specific Use Case: Ultra-Fast CLI Tool or Desktop Developer Utility | Team Size: Solo or Duo (1-2) | Timeline: 2 Months | Budget: Free / $0 | Team Experience: Advanced | Expected Scale: Medium (50k downloads) | Recommended Stack -> Frontend: Tauri (Rust + React/Svelte) for Desktop UI | Backend: Rust | Database & Storage: SQLite (Local embedded database) | Auth & Billing: GitHub OAuth (Device Flow) | Hosting: GitHub Releases + Homebrew / Winget || Why This Stack: Unlike Electron (which bundles a whole Chrome browser and uses 5... | ### Instruction: You are an expert Software Architect AI. Analyze the user's project details, team size, timeline, budget, developer experience, and expected scale, then recommend the ideal production-ready tech stack with clear industry reasoning. ### Input: Project Category: DevTools / Automation | Specific Use Case:... | 226 |
Total Estimated Training Tokens Across All 40 Seed Flashcards: | null | null | null | null | 9,158 |
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