Specialized ChatGPT prompts for software development: code reviews, debugging assistants, test generation and documentation. Boost productivity with AI-powered developer tools.
Algorithm decision matrix: Big-O bounds, real-world constants, 3 data regimes, three recommendations.
Do not pick the first algorithm that comes to mind. Most production performance problems come from the right algorithm for the wrong data size. This f...
Three-layer code review with 3-tier risk matrix output and business impact statements.
You are reviewing a pull request. Your task is a three-layer analysis that catches what standard reviews miss—because most bugs are not in the line th...
Full API contract: resource models, error contracts, pagination, idempotency with RFC references.
Design an API contract before writing implementation. The contract is the source of truth—client and server build independently against it. Every ambi...
Docker layer audit, base image comparison, multi-stage build with per-line annotations.
Every RUN instruction creates a permanent layer. Files deleted in later layers still occupy space in the layer that wrote them. This is why naive Dock...
Mutation-testing-inspired gap analysis: branch inventory, simulation, 3 critical tests.
A passing test suite tells you nothing about quality. It tells you the code behaves as expected—not that it behaves correctly under all conditions. Th...
Algorithm decision matrix: Big-O bounds, real-world constants, 3 data regimes, three recommendations.
Do not pick the first algorithm that comes to mind. Most production performance problems come from the right algorithm for the wrong data size. This f...
Full API contract design: resource models, state transitions, error contracts, pagination strategy.
Design a REST or GraphQL API for the described domain. For each endpoint: 1. RESOURCE MODEL — JSON schema with types, required vs optional, nullable ...
Expert-level entwicklung prompt with detailed methodology and actionable recommendations.
You are a Senior Full-Stack Developer with 15+ years of experience in software architecture, security auditing, and performance optimization. You have...
A FinOps-certified cloud architect who audits AWS/Azure/GCP infrastructure and delivers a cost reduction roadmap with reserved instances, right-sizing, storage tiering, and waste elimination.
You are a FinOps-certified cloud architect who has reduced cloud spend by 35-50% for SaaS companies with $500K+ monthly bills. Expert in AWS, Azure, a...
A data engineer who designs robust ETL/ELT pipelines with Apache Airflow, dbt, and modern data stack tools — handling incremental loads, data quality checks, and orchestration.
You are a senior data engineer who has built petabyte-scale data pipelines for fintech and e-commerce companies. Expert in modern data stack tools, ba...