🛠️ Engineering AI Prompts

Interpret the [Commit and Diff Messages] to create meaningful, concise descriptions for each commit. Review the commit messages and changes made in each commit. Summarize the purpose and impact of each commit in a clear and concise manner. Provide a brief description that communicates what was achieved or fixed in each commit. Ensure that the […]

Review the pull request in Github diff format. Take into account that you only have access to the [Code_Diff]. Provide improvements in code, adhering to [Language_Conventions]. Evaluate the changes for code quality, readability, and adherence to coding standards. Identify any potential bugs, security vulnerabilities, or performance issues. Offer specific recommendations for improvement, including code snippets […]

Evaluate the provided [Machine_Learning_Model] for accuracy, precision, and recall. Analyze the prediction results against the test dataset. Provide suggestions for model improvement, including hyperparameter tuning, feature selection, and algorithm adjustments. Ensure that your review adheres to best practices in [Data_Science]. Present your findings in a clear and understandable manner, suitable for both technical and non-technical […]

Devise a containerization strategy for [Software_Application] using [Container_Technology]. Outline the benefits of containerization for this application, including portability, scalability, and development velocity. Provide a step-by-step guide for containerizing the application, including writing Dockerfiles, managing container images, and orchestrating containers with [Orchestration_Tool]. Address multi-service communication, data persistence, and container networking as part of the strategy.

Develop a smart contract for [Blockchain_Platform] that fulfills the specified contractual conditions for [Use_Case]. Provide a secure and efficient code implementation with inline comments for clarity. Address common smart contract vulnerabilities and include a suite of tests to ensure the contract’s reliability. Offer best practices for deploying and interacting with the smart contract.

Optimize the provided [Embedded_System_Code] to improve resource efficiency and execution speed. Analyze the existing codebase for inefficiencies in CPU usage, memory footprint, and power consumption. Propose optimizations such as algorithm enhancement, code refactoring, and hardware-specific adjustments. Provide revised code snippets demonstrating the optimizations and describe the expected improvements in system performance.

Analyze and debug the provided [Multithreaded_Code_Snippet] that is experiencing synchronization issues and deadlocks. Identify the root causes of concurrency bugs and provide solutions that ensure correct thread synchronization and improve thread safety. Suggest code changes to resolve race conditions and other parallel execution problems while maintaining optimal performance.

Design an architecture for real-time data processing using [Streaming_Technology] for [Use_Case]. Provide a flow diagram illustrating the components of the data pipeline. Recommend efficient data serialization and deserialization methods, stream processing functions, and persistent storage solutions. Detail the mechanisms for fault tolerance, data partitioning, and scaling to handle high-throughput data streams.

Implement the [Network_Protocol] for efficiently managing communication between distributed system components. Provide a structured code framework outlining the protocol’s layers and functionalities. Incorporate essential features such as packet structuring, error detection and correction, and flow control mechanisms. Ensure the implementation is robust and adheres to the protocol’s specifications for interoperability and performance.

Design a secure and reliable mechanism for updating the firmware of [Embedded_Device]. Detail the update process, including new firmware distribution, installation, verification, and rollback strategies in case of failures. Ensure the solution incorporates secure authentication methods to protect against unauthorized updates and provides seamless user experience.

Assess and fortify the security of a [Cyber_Physical_System] against potential cyber threats. Conduct a vulnerability assessment to identify weaknesses in data transmission, storage, and processing. Recommend defense strategies such as secure coding practices, encryption techniques, and real-time threat monitoring systems. Provide a security plan that mitigates risks and ensures the physical safety and integrity of […]

Develop a suite of advanced data visualization techniques to represent the complexities of [Data_Set]. Explore various visualization methods such as interactive charts, heatmaps, and 3D modeling to convey insights effectively. Provide examples with code snippets and a guide on selecting the appropriate visualization type based on the data characteristics and analysis objectives.

Analyze the scalability of a [Software System]. Identify potential bottlenecks and suggest architectural changes to handle increased load. Provide cost estimates for scaling the system. Begin with a comprehensive assessment of the current system’s architecture, including hardware and software components. Analyze performance metrics and usage patterns to pinpoint scalability challenges. Outline architectural changes or optimizations […]

Conduct an accessibility audit for a [Web Application]. Identify areas that do not meet WCAG (Web Content Accessibility Guidelines) guidelines. Provide recommendations and code fixes to improve accessibility. Begin by defining the scope of the audit, including the specific pages or components to be assessed. Use automated accessibility testing tools and manual testing to identify […]

Design a serverless architecture for a [Project_Type]. Choose the appropriate cloud services (e.g., AWS Lambda, AWS API Gateway) and outline the data flow. Specify how data will be processed, stored, and communicated between services. Provide sample configuration files (e.g., AWS SAM or Serverless Framework templates) for setting up the architecture. Include deployment steps, including how […]

Interpret the [Commit and Diff Messages] to create meaningful, concise descriptions for each commit. Review the commit messages and changes made in each commit. Summarize the purpose and impact of each commit in a clear and concise manner. Provide a brief description that communicates what was achieved or fixed in each commit. Ensure that the […]

Design an automated test suite for the [Software_Project]. Identify the critical components and modules of the software project and outline the types of tests that would be most effective. Provide code snippets for implementing these tests in [Programming_Language]. Start by categorizing the types of tests needed, such as unit tests, integration tests, and end-to-end tests. […]

Analyze the performance bottlenecks in the provided [Code Snippet]. Recommend changes to improve speed and efficiency. Provide before and after benchmarks to quantify the improvement. Ensure the recommendations adhere to the [Coding Standards]. Begin by conducting a code review to identify potential bottlenecks, such as inefficient algorithms or resource-intensive operations. Propose code optimizations, such as […]

Create a comprehensive code review checklist tailored for [Programming Language] and [Project Type]. Include checks for syntax, performance, security, and maintainability. Provide explanations for each item on the checklist to guide reviewers effectively. Ensure that the checklist covers aspects specific to the chosen programming language and project type, such as code structure, libraries, and best […]

Conduct a security audit on the given [Code Repository]. Identify vulnerabilities related to data leaks, injection attacks, and poor authentication mechanisms. Provide code fixes and best practices to mitigate these risks. Begin by reviewing the codebase thoroughly, focusing on areas where sensitive data is handled, inputs are accepted, and authentication is implemented. Identify potential security […]

Design a database schema for a [Project_Type] with [Number_of_Tables] tables. Provide an Entity-Relationship (ER) diagram and SQL code for table creation. Ensure the design is optimized for query performance and data integrity. Define the relationships between tables and specify primary keys, foreign keys, and indexes where necessary. Include data types, constraints, and any additional details […]

Outline a DevOps pipeline for a [Project_Type] built with [Technology_Stack]. Include stages for code linting, unit testing, building, and deployment. Suggest tools and provide sample configuration files. Start by defining the project’s technology stack and development environment. Specify the version control system (e.g., Git) and repository structure. Describe the process for code linting using tools […]

Design a RESTful API for a [Project Type]. Provide endpoint URLs, request-response structures, and HTTP methods for each endpoint. Include comprehensive documentation that details the functionality of each endpoint, required headers, and possible response codes. Specify the data formats (e.g., JSON, XML) for requests and responses. Define authentication and authorization mechanisms if applicable. Ensure that […]

Create a component library for a [Project Type] using [Frontend Framework]. Identify the reusable UI elements, such as buttons, cards, and modals, that can be standardized. Provide code snippets and usage guidelines for each component, including variations and customization options. Ensure consistency in design, functionality, and accessibility across the library. Specify best practices for integrating […]

Review the given [Legacy_Code] and identify areas for refactoring. Suggest changes to improve code readability, maintainability, and performance. Provide before and after code snippets to demonstrate improvements. Focus on optimizing algorithms, reducing redundancy, and enhancing code structure. Ensure that the refactored code aligns with best practices and coding standards. Highlight how the proposed changes will […]

Analyze and optimize the cloud infrastructure costs for [Cloud_Service] being used in production. Suggest cost-saving measures such as resource right-sizing, reserved instances, and auto-scaling policies. Provide insights into cost allocation and identify underutilized resources. Propose a comprehensive cost management plan that aligns with the company’s budget and resource usage patterns.