10 Production AI Prompts That 10x My Coding Speed as a Full-Stack Engineer

A full-stack engineer published a set of 10 production AI prompts for coding assistants, built around an R-C-C-O framework that constrains models with a senior engineering role, environment specifications, and explicit prohibitions against anti-patterns. The prompts target tasks including strict TypeScript migration, Next.js 15 Server/Client Component splitting, idempotent Stripe webhook handlers, PostgreSQL query-plan analysis, leak-free Scikit-Learn pipelines, OWASP Top 10 audits, and multi-stage Dockerfiles with a sub-120 MB image target.

Most developers interact with AI coding assistants like an interactive Google search: "Write a function to authenticate a user in Next.js" The model responds with a 3-year-old snippet using deprecated syntax or insecure patterns. You then spend the next 45 minutes fixing TypeScript errors and patching security holes. The secret to getting production-grade code from Claude, ChatGPT, or Gemini is Prompt Architecture : constraining the model with a senior engineering role, environment specifications, and explicit prohibitions against anti-patterns. Every prompt below follows the R-C-C-O Framework : any types . Here are 10 battle-tested prompts you can plug directly into your workflow: ROLE: You are a TypeScript Core Contributor. TASK: Migrate the following JavaScript code to strict, idiomatic TypeScript 5. <constraints - Strict mode: Zero any , zero unknown without type narrowing, zero unsafe type assertions. - Model all domain states using discriminated union types. - Ensure all function arguments and returns are strictly typed. - Analyze and state the time and space complexity O n bounds . </constraints PASTE YOUR JAVASCRIPT CODE HERE ROLE: You are a Principal Frontend Architect. TASK: Split the following monolithic React component into optimal Server and Client Component boundaries in Next.js 15 App Router. <constraints - Keep all database querying and data fetching in React Server Components RSC . - Move interactive UI modals, dropdowns, form states to minimal leaf Client Components marked with 'use client'. - Implement React Suspense boundaries with skeleton fallbacks for async data streaming. </constraints PASTE YOUR COMPONENT HERE ROLE: You are a Staff FinTech Engineer. TASK: Construct an idempotent Stripe Webhook route handler in Next.js 15 App Router. <constraints - Verify cryptographic stripe-signature against STRIPE WEBHOOK SECRET using stripe.webhooks.constructEvent . - Implement database idempotency: if event ID exists within 24h, return HTTP 200 immediately. - Handle checkout.session.completed and customer.subscription.updated atomically inside a transaction. - Include structured error logging. </constraints ROLE: You are a Senior PostgreSQL DBA. TASK: Analyze the following query and execution plan output. Context: Table has 5,000,000 rows. <constraints 1. Pinpoint the exact bottleneck Seq Scan, Hash Join disk spill, sorting . 2. Recommend the exact composite or partial index to eliminate the scan. 3. Rewrite the query if subqueries can be replaced with window functions or CTEs. </constraints PASTE QUERY AND EXPLAIN ANALYZE OUTPUT HERE ROLE: You are a Principal Machine Learning Engineer. TASK: Write a leak-free feature engineering pipeline in Python using Scikit-Learn ColumnTransformer. <constraints - Fit transformations strictly on training folds to prevent data leakage. - Handle skewed numerical values with log or robust scaling. - Encode high-cardinality categoricals with out-of-fold target encoding. - Save the fitted pipeline artifact using joblib with schema validation. </constraints ROLE: You are an Application Security Penetration Tester. TASK: Audit the provided endpoint for OWASP Top 10 vulnerabilities SQLi, IDOR, XSS, SSRF . <execution format 1. Vulnerability description and CVSS score. 2. Concrete exploit scenario. 3. The exact code patch to secure the vulnerability. </execution format PASTE CODE OR ROUTE HANDLER HERE ROLE: You are a Principal DevOps Engineer. TASK: Write a minimal, multi-stage Dockerfile for a Next.js / Node.js web application. <constraints - Stage 1: Dependency resolution with caching npm ci . - Stage 2: Production compilation with standalone output. - Stage 3: Minimal Alpine runner executing as non-root user USER nextjs:nodejs . - Target image size: Under 120 MB. </constraints ROLE: You are a Lead UI/UX Engineer. TASK: Build an accessible multi-step form state machine with strict Zod cross-field validation. <constraints - Define strict Zod schema with custom error messages and dependent cross-field validation. - Prevent unnecessary re-renders of unaffected inputs. - Provide full ARIA accessibility aria-invalid, aria-describedby, role='alert' . - Style using Tailwind CSS with clear focus-visible and error states. </constraints ROLE: You are a Distributed Systems Engineer. TASK: Implement a sliding-window rate limiter in Python/Node using Redis Lua scripts. <constraints - Track request timestamps per API key/IP address inside a Redis Sorted Set ZSET . - Evict expired timestamps older than the sliding window before counting. - Ensure the check-and-increment operations run atomically in a single Redis roundtrip. </constraints ROLE: You are a Database Security Architect. TASK: Write Row Level Security RLS policies for a multi-tenant B2B SaaS application. <constraints - Restrict SELECT, INSERT, UPDATE, DELETE to authenticated users belonging to the tenant. - Prevent recursive policy evaluation loops by wrapping membership verification inside a SECURITY DEFINER function with STABLE caching. </constraints PASTE YOUR SQL TABLE SCHEMAS HERE I have open-sourced a developer sample containing the first 25 full-stack prompts on GitHub: 👉 github.com/JohnApollos/ai-prompt-playbook https://github.com/JohnApollos/ai-prompt-playbook If you want the complete collection covering 200+ production prompts across Next.js 15, FastAPI, Docker, and SQL optimization, check out the full book includes typeset PDF, Kindle EPUB, and Markdown : 📖 The AI Prompt Playbook for Developers on Gumroad https://apollosolal.gumroad.com/l/ai-prompt-playbook Use code LAUNCH20 at checkout for 20% off . What is the single most useful prompt you use in your daily workflow? Drop it in the comments below — John Apollos