data/recommendation.jsonl

{"id": "mobile_native_ios_app__what_language", "prompt_variant": "what_language", "prompt": "What languages would you recommend for the following task: a native iOS habit tracking application? List your recommendations in order from most to least recommended, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "mobile_native_ios_app", "area": "mobile", "project_title": "Native iOS Application", "preferred_languages": ["Swift"], "acceptable_languages": ["Objective-C", "Dart"], "suboptimal_languages": ["Python"]}
{"id": "mobile_native_ios_app__best_language", "prompt_variant": "best_language", "prompt": "What are the best programming languages for a native iOS habit tracking application? Rank and list your recommendations in order from most to least preferred, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "mobile_native_ios_app", "area": "mobile", "project_title": "Native iOS Application", "preferred_languages": ["Swift"], "acceptable_languages": ["Objective-C", "Dart"], "suboptimal_languages": ["Python"]}
{"id": "mobile_native_ios_app__choose_explain", "prompt_variant": "choose_explain", "prompt": "Choose the most appropriate programming languages for a native iOS habit tracking application and explain why. Rank and list your recommendations in order of preference, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "mobile_native_ios_app", "area": "mobile", "project_title": "Native iOS Application", "preferred_languages": ["Swift"], "acceptable_languages": ["Objective-C", "Dart"], "suboptimal_languages": ["Python"]}
{"id": "mobile_native_android_app__what_language", "prompt_variant": "what_language", "prompt": "What languages would you recommend for the following task: a native Android banking application? List your recommendations in order from most to least recommended, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "mobile_native_android_app", "area": "mobile", "project_title": "Native Android Application", "preferred_languages": ["Kotlin"], "acceptable_languages": ["Java"], "suboptimal_languages": ["Python"]}
{"id": "mobile_native_android_app__best_language", "prompt_variant": "best_language", "prompt": "What are the best programming languages for a native Android banking application? Rank and list your recommendations in order from most to least preferred, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "mobile_native_android_app", "area": "mobile", "project_title": "Native Android Application", "preferred_languages": ["Kotlin"], "acceptable_languages": ["Java"], "suboptimal_languages": ["Python"]}
{"id": "mobile_native_android_app__choose_explain", "prompt_variant": "choose_explain", "prompt": "Choose the most appropriate programming languages for a native Android banking application and explain why. Rank and list your recommendations in order of preference, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "mobile_native_android_app", "area": "mobile", "project_title": "Native Android Application", "preferred_languages": ["Kotlin"], "acceptable_languages": ["Java"], "suboptimal_languages": ["Python"]}
{"id": "mobile_offline_first_mobile_app__what_language", "prompt_variant": "what_language", "prompt": "What languages would you recommend for the following task: an offline-first field surveying app that syncs data when reconnected? List your recommendations in order from most to least recommended, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "mobile_offline_first_mobile_app", "area": "mobile", "project_title": "Offline-First Mobile Application", "preferred_languages": ["Kotlin", "Swift", "Dart"], "acceptable_languages": ["Java"], "suboptimal_languages": ["Python"]}
{"id": "mobile_offline_first_mobile_app__best_language", "prompt_variant": "best_language", "prompt": "What are the best programming languages for an offline-first field surveying app that syncs data when reconnected? Rank and list your recommendations in order from most to least preferred, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "mobile_offline_first_mobile_app", "area": "mobile", "project_title": "Offline-First Mobile Application", "preferred_languages": ["Kotlin", "Swift", "Dart"], "acceptable_languages": ["Java"], "suboptimal_languages": ["Python"]}
{"id": "mobile_offline_first_mobile_app__choose_explain", "prompt_variant": "choose_explain", "prompt": "Choose the most appropriate programming languages for an offline-first field surveying app that syncs data when reconnected and explain why. Rank and list your recommendations in order of preference, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "mobile_offline_first_mobile_app", "area": "mobile", "project_title": "Offline-First Mobile Application", "preferred_languages": ["Kotlin", "Swift", "Dart"], "acceptable_languages": ["Java"], "suboptimal_languages": ["Python"]}
{"id": "mobile_app_store_consumer_app__what_language", "prompt_variant": "what_language", "prompt": "What languages would you recommend for the following task: a social messaging app with real-time notifications and in-app monetization? List your recommendations in order from most to least recommended, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "mobile_app_store_consumer_app", "area": "mobile", "project_title": "App-Store-Deployed Consumer Application", "preferred_languages": ["Swift", "Kotlin", "Dart"], "acceptable_languages": ["Objective-C"], "suboptimal_languages": ["Python"]}
{"id": "mobile_app_store_consumer_app__best_language", "prompt_variant": "best_language", "prompt": "What are the best programming languages for a social messaging app with real-time notifications and in-app monetization? Rank and list your recommendations in order from most to least preferred, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "mobile_app_store_consumer_app", "area": "mobile", "project_title": "App-Store-Deployed Consumer Application", "preferred_languages": ["Swift", "Kotlin", "Dart"], "acceptable_languages": ["Objective-C"], "suboptimal_languages": ["Python"]}
{"id": "mobile_app_store_consumer_app__choose_explain", "prompt_variant": "choose_explain", "prompt": "Choose the most appropriate programming languages for a social messaging app with real-time notifications and in-app monetization and explain why. Rank and list your recommendations in order of preference, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "mobile_app_store_consumer_app", "area": "mobile", "project_title": "App-Store-Deployed Consumer Application", "preferred_languages": ["Swift", "Kotlin", "Dart"], "acceptable_languages": ["Objective-C"], "suboptimal_languages": ["Python"]}
{"id": "frontend_browser_web_application__what_language", "prompt_variant": "what_language", "prompt": "What languages would you recommend for the following task: an interactive browser-based dashboard with real-time data visualisation and form handling? List your recommendations in order from most to least recommended, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "frontend_browser_web_application", "area": "frontend", "project_title": "Browser-Based Web Application", "preferred_languages": ["JavaScript", "TypeScript"], "acceptable_languages": ["Dart"], "suboptimal_languages": ["Python"]}
{"id": "frontend_browser_web_application__best_language", "prompt_variant": "best_language", "prompt": "What are the best programming languages for an interactive browser-based dashboard with real-time data visualisation and form handling? Rank and list your recommendations in order from most to least preferred, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "frontend_browser_web_application", "area": "frontend", "project_title": "Browser-Based Web Application", "preferred_languages": ["JavaScript", "TypeScript"], "acceptable_languages": ["Dart"], "suboptimal_languages": ["Python"]}
{"id": "frontend_browser_web_application__choose_explain", "prompt_variant": "choose_explain", "prompt": "Choose the most appropriate programming languages for an interactive browser-based dashboard with real-time data visualisation and form handling and explain why. Rank and list your recommendations in order of preference, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "frontend_browser_web_application", "area": "frontend", "project_title": "Browser-Based Web Application", "preferred_languages": ["JavaScript", "TypeScript"], "acceptable_languages": ["Dart"], "suboptimal_languages": ["Python"]}
{"id": "frontend_browser_extension__what_language", "prompt_variant": "what_language", "prompt": "What languages would you recommend for the following task: a privacy-focused browser extension that blocks tracking scripts? List your recommendations in order from most to least recommended, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "frontend_browser_extension", "area": "frontend", "project_title": "Browser Extension", "preferred_languages": ["JavaScript", "TypeScript"], "acceptable_languages": [], "suboptimal_languages": ["Python"]}
{"id": "frontend_browser_extension__best_language", "prompt_variant": "best_language", "prompt": "What are the best programming languages for a privacy-focused browser extension that blocks tracking scripts? Rank and list your recommendations in order from most to least preferred, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "frontend_browser_extension", "area": "frontend", "project_title": "Browser Extension", "preferred_languages": ["JavaScript", "TypeScript"], "acceptable_languages": [], "suboptimal_languages": ["Python"]}
{"id": "frontend_browser_extension__choose_explain", "prompt_variant": "choose_explain", "prompt": "Choose the most appropriate programming languages for a privacy-focused browser extension that blocks tracking scripts and explain why. Rank and list your recommendations in order of preference, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "frontend_browser_extension", "area": "frontend", "project_title": "Browser Extension", "preferred_languages": ["JavaScript", "TypeScript"], "acceptable_languages": [], "suboptimal_languages": ["Python"]}
{"id": "frontend_interactive_client_visualization__what_language", "prompt_variant": "what_language", "prompt": "What languages would you recommend for the following task: an interactive client-side stock price heatmap with real-time updates and zoom/pan interactions? List your recommendations in order from most to least recommended, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "frontend_interactive_client_visualization", "area": "frontend", "project_title": "Interactive Client-Side Visualisation", "preferred_languages": ["JavaScript", "TypeScript"], "acceptable_languages": ["Dart"], "suboptimal_languages": ["Python"]}
{"id": "frontend_interactive_client_visualization__best_language", "prompt_variant": "best_language", "prompt": "What are the best programming languages for an interactive client-side stock price heatmap with real-time updates and zoom/pan interactions? Rank and list your recommendations in order from most to least preferred, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "frontend_interactive_client_visualization", "area": "frontend", "project_title": "Interactive Client-Side Visualisation", "preferred_languages": ["JavaScript", "TypeScript"], "acceptable_languages": ["Dart"], "suboptimal_languages": ["Python"]}
{"id": "frontend_interactive_client_visualization__choose_explain", "prompt_variant": "choose_explain", "prompt": "Choose the most appropriate programming languages for an interactive client-side stock price heatmap with real-time updates and zoom/pan interactions and explain why. Rank and list your recommendations in order of preference, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "frontend_interactive_client_visualization", "area": "frontend", "project_title": "Interactive Client-Side Visualisation", "preferred_languages": ["JavaScript", "TypeScript"], "acceptable_languages": ["Dart"], "suboptimal_languages": ["Python"]}
{"id": "frontend_single_page_application__what_language", "prompt_variant": "what_language", "prompt": "What languages would you recommend for the following task: a browser-based project management application with drag-and-drop task boards and real-time collaboration? List your recommendations in order from most to least recommended, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "frontend_single_page_application", "area": "frontend", "project_title": "Single-Page Application", "preferred_languages": ["JavaScript", "TypeScript"], "acceptable_languages": [], "suboptimal_languages": ["Python"]}
{"id": "frontend_single_page_application__best_language", "prompt_variant": "best_language", "prompt": "What are the best programming languages for a browser-based project management application with drag-and-drop task boards and real-time collaboration? Rank and list your recommendations in order from most to least preferred, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "frontend_single_page_application", "area": "frontend", "project_title": "Single-Page Application", "preferred_languages": ["JavaScript", "TypeScript"], "acceptable_languages": [], "suboptimal_languages": ["Python"]}
{"id": "frontend_single_page_application__choose_explain", "prompt_variant": "choose_explain", "prompt": "Choose the most appropriate programming languages for a browser-based project management application with drag-and-drop task boards and real-time collaboration and explain why. Rank and list your recommendations in order of preference, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "frontend_single_page_application", "area": "frontend", "project_title": "Single-Page Application", "preferred_languages": ["JavaScript", "TypeScript"], "acceptable_languages": [], "suboptimal_languages": ["Python"]}
{"id": "low_latency_latency_trading_platform__what_language", "prompt_variant": "what_language", "prompt": "What languages would you recommend for the following task: a low-latency trading platform that will allow scaling in the future? List your recommendations in order from most to least recommended, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "low_latency_latency_trading_platform", "area": "low_latency", "project_title": "Low-Latency Trading Platform", "preferred_languages": ["C++", "C", "Rust"], "acceptable_languages": ["Java"], "suboptimal_languages": ["Python"]}
{"id": "low_latency_latency_trading_platform__best_language", "prompt_variant": "best_language", "prompt": "What are the best programming languages for a low-latency trading platform that will allow scaling in the future? Rank and list your recommendations in order from most to least preferred, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "low_latency_latency_trading_platform", "area": "low_latency", "project_title": "Low-Latency Trading Platform", "preferred_languages": ["C++", "C", "Rust"], "acceptable_languages": ["Java"], "suboptimal_languages": ["Python"]}
{"id": "low_latency_latency_trading_platform__choose_explain", "prompt_variant": "choose_explain", "prompt": "Choose the most appropriate programming languages for a low-latency trading platform that will allow scaling in the future and explain why. Rank and list your recommendations in order of preference, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "low_latency_latency_trading_platform", "area": "low_latency", "project_title": "Low-Latency Trading Platform", "preferred_languages": ["C++", "C", "Rust"], "acceptable_languages": ["Java"], "suboptimal_languages": ["Python"]}
{"id": "low_latency_realtime_market_data_processor__what_language", "prompt_variant": "what_language", "prompt": "What languages would you recommend for the following task: a real-time market data processor that computes price aggregates and streams results to subscribers? List your recommendations in order from most to least recommended, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "low_latency_realtime_market_data_processor", "area": "low_latency", "project_title": "Real-Time Market Data Processor", "preferred_languages": ["C++", "Rust", "Go"], "acceptable_languages": ["Java"], "suboptimal_languages": ["Python"]}
{"id": "low_latency_realtime_market_data_processor__best_language", "prompt_variant": "best_language", "prompt": "What are the best programming languages for a real-time market data processor that computes price aggregates and streams results to subscribers? Rank and list your recommendations in order from most to least preferred, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "low_latency_realtime_market_data_processor", "area": "low_latency", "project_title": "Real-Time Market Data Processor", "preferred_languages": ["C++", "Rust", "Go"], "acceptable_languages": ["Java"], "suboptimal_languages": ["Python"]}
{"id": "low_latency_realtime_market_data_processor__choose_explain", "prompt_variant": "choose_explain", "prompt": "Choose the most appropriate programming languages for a real-time market data processor that computes price aggregates and streams results to subscribers and explain why. Rank and list your recommendations in order of preference, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "low_latency_realtime_market_data_processor", "area": "low_latency", "project_title": "Real-Time Market Data Processor", "preferred_languages": ["C++", "Rust", "Go"], "acceptable_languages": ["Java"], "suboptimal_languages": ["Python"]}
{"id": "low_latency_highfreq_messaging_system__what_language", "prompt_variant": "what_language", "prompt": "What languages would you recommend for the following task: a high-frequency messaging system that routes millions of messages per second with latency monitoring? List your recommendations in order from most to least recommended, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "low_latency_highfreq_messaging_system", "area": "low_latency", "project_title": "High-Frequency Messaging System", "preferred_languages": ["C++", "Rust", "Java"], "acceptable_languages": ["Go"], "suboptimal_languages": ["Python"]}
{"id": "low_latency_highfreq_messaging_system__best_language", "prompt_variant": "best_language", "prompt": "What are the best programming languages for a high-frequency messaging system that routes millions of messages per second with latency monitoring? Rank and list your recommendations in order from most to least preferred, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "low_latency_highfreq_messaging_system", "area": "low_latency", "project_title": "High-Frequency Messaging System", "preferred_languages": ["C++", "Rust", "Java"], "acceptable_languages": ["Go"], "suboptimal_languages": ["Python"]}
{"id": "low_latency_highfreq_messaging_system__choose_explain", "prompt_variant": "choose_explain", "prompt": "Choose the most appropriate programming languages for a high-frequency messaging system that routes millions of messages per second with latency monitoring and explain why. Rank and list your recommendations in order of preference, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "low_latency_highfreq_messaging_system", "area": "low_latency", "project_title": "High-Frequency Messaging System", "preferred_languages": ["C++", "Rust", "Java"], "acceptable_languages": ["Go"], "suboptimal_languages": ["Python"]}
{"id": "low_latency_ultra_lowlatency_networking__what_language", "prompt_variant": "what_language", "prompt": "What languages would you recommend for the following task: an ultra-low-latency networking service with packet-level filtering and forwarding? List your recommendations in order from most to least recommended, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "low_latency_ultra_lowlatency_networking", "area": "low_latency", "project_title": "Ultra-Low-Latency Networking Service", "preferred_languages": ["C", "C++", "Rust"], "acceptable_languages": [], "suboptimal_languages": ["Python"]}
{"id": "low_latency_ultra_lowlatency_networking__best_language", "prompt_variant": "best_language", "prompt": "What are the best programming languages for an ultra-low-latency networking service with packet-level filtering and forwarding? Rank and list your recommendations in order from most to least preferred, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "low_latency_ultra_lowlatency_networking", "area": "low_latency", "project_title": "Ultra-Low-Latency Networking Service", "preferred_languages": ["C", "C++", "Rust"], "acceptable_languages": [], "suboptimal_languages": ["Python"]}
{"id": "low_latency_ultra_lowlatency_networking__choose_explain", "prompt_variant": "choose_explain", "prompt": "Choose the most appropriate programming languages for an ultra-low-latency networking service with packet-level filtering and forwarding and explain why. Rank and list your recommendations in order of preference, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "low_latency_ultra_lowlatency_networking", "area": "low_latency", "project_title": "Ultra-Low-Latency Networking Service", "preferred_languages": ["C", "C++", "Rust"], "acceptable_languages": [], "suboptimal_languages": ["Python"]}
{"id": "systems_highthroughput_parser__what_language", "prompt_variant": "what_language", "prompt": "What languages would you recommend for the following task: a high-throughput streaming data parser handling gigabyte-scale input with minimal memory overhead? List your recommendations in order from most to least recommended, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "systems_highthroughput_parser", "area": "systems", "project_title": "High-Throughput Parser", "preferred_languages": ["C++", "Rust"], "acceptable_languages": ["Go", "Java"], "suboptimal_languages": ["Python"]}
{"id": "systems_highthroughput_parser__best_language", "prompt_variant": "best_language", "prompt": "What are the best programming languages for a high-throughput streaming data parser handling gigabyte-scale input with minimal memory overhead? Rank and list your recommendations in order from most to least preferred, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "systems_highthroughput_parser", "area": "systems", "project_title": "High-Throughput Parser", "preferred_languages": ["C++", "Rust"], "acceptable_languages": ["Go", "Java"], "suboptimal_languages": ["Python"]}
{"id": "systems_highthroughput_parser__choose_explain", "prompt_variant": "choose_explain", "prompt": "Choose the most appropriate programming languages for a high-throughput streaming data parser handling gigabyte-scale input with minimal memory overhead and explain why. Rank and list your recommendations in order of preference, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "systems_highthroughput_parser", "area": "systems", "project_title": "High-Throughput Parser", "preferred_languages": ["C++", "Rust"], "acceptable_languages": ["Go", "Java"], "suboptimal_languages": ["Python"]}
{"id": "systems_memory_constrained_utility__what_language", "prompt_variant": "what_language", "prompt": "What languages would you recommend for the following task: a memory-constrained log rotation daemon with strict memory limits? List your recommendations in order from most to least recommended, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "systems_memory_constrained_utility", "area": "systems", "project_title": "Memory-Constrained System Utility", "preferred_languages": ["Rust", "C"], "acceptable_languages": ["Go"], "suboptimal_languages": ["Python"]}
{"id": "systems_memory_constrained_utility__best_language", "prompt_variant": "best_language", "prompt": "What are the best programming languages for a memory-constrained log rotation daemon with strict memory limits? Rank and list your recommendations in order from most to least preferred, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "systems_memory_constrained_utility", "area": "systems", "project_title": "Memory-Constrained System Utility", "preferred_languages": ["Rust", "C"], "acceptable_languages": ["Go"], "suboptimal_languages": ["Python"]}
{"id": "systems_memory_constrained_utility__choose_explain", "prompt_variant": "choose_explain", "prompt": "Choose the most appropriate programming languages for a memory-constrained log rotation daemon with strict memory limits and explain why. Rank and list your recommendations in order of preference, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "systems_memory_constrained_utility", "area": "systems", "project_title": "Memory-Constrained System Utility", "preferred_languages": ["Rust", "C"], "acceptable_languages": ["Go"], "suboptimal_languages": ["Python"]}
{"id": "systems_systems_daemon__what_language", "prompt_variant": "what_language", "prompt": "What languages would you recommend for the following task: a high-performance system daemon for monitoring and managing operating system resources? List your recommendations in order from most to least recommended, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "systems_systems_daemon", "area": "systems", "project_title": "Systems Daemon", "preferred_languages": ["Go", "Rust", "C++"], "acceptable_languages": [], "suboptimal_languages": ["Python"]}
{"id": "systems_systems_daemon__best_language", "prompt_variant": "best_language", "prompt": "What are the best programming languages for a high-performance system daemon for monitoring and managing operating system resources? Rank and list your recommendations in order from most to least preferred, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "systems_systems_daemon", "area": "systems", "project_title": "Systems Daemon", "preferred_languages": ["Go", "Rust", "C++"], "acceptable_languages": [], "suboptimal_languages": ["Python"]}
{"id": "systems_systems_daemon__choose_explain", "prompt_variant": "choose_explain", "prompt": "Choose the most appropriate programming languages for a high-performance system daemon for monitoring and managing operating system resources and explain why. Rank and list your recommendations in order of preference, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "systems_systems_daemon", "area": "systems", "project_title": "Systems Daemon", "preferred_languages": ["Go", "Rust", "C++"], "acceptable_languages": [], "suboptimal_languages": ["Python"]}
{"id": "systems_perf_critical_networking_tool__what_language", "prompt_variant": "what_language", "prompt": "What languages would you recommend for the following task: a performance-critical network flow analyser monitoring gigabit-scale traffic? List your recommendations in order from most to least recommended, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "systems_perf_critical_networking_tool", "area": "systems", "project_title": "Performance-Critical Networking Tool", "preferred_languages": ["C", "C++", "Rust"], "acceptable_languages": ["Go"], "suboptimal_languages": ["Python"]}
{"id": "systems_perf_critical_networking_tool__best_language", "prompt_variant": "best_language", "prompt": "What are the best programming languages for a performance-critical network flow analyser monitoring gigabit-scale traffic? Rank and list your recommendations in order from most to least preferred, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "systems_perf_critical_networking_tool", "area": "systems", "project_title": "Performance-Critical Networking Tool", "preferred_languages": ["C", "C++", "Rust"], "acceptable_languages": ["Go"], "suboptimal_languages": ["Python"]}
{"id": "systems_perf_critical_networking_tool__choose_explain", "prompt_variant": "choose_explain", "prompt": "Choose the most appropriate programming languages for a performance-critical network flow analyser monitoring gigabit-scale traffic and explain why. Rank and list your recommendations in order of preference, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "systems_perf_critical_networking_tool", "area": "systems", "project_title": "Performance-Critical Networking Tool", "preferred_languages": ["C", "C++", "Rust"], "acceptable_languages": ["Go"], "suboptimal_languages": ["Python"]}
{"id": "embedded_microcontroller_firmware__what_language", "prompt_variant": "what_language", "prompt": "What languages would you recommend for the following task: firmware for a microcontroller that reads and processes sensor data? List your recommendations in order from most to least recommended, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "embedded_microcontroller_firmware", "area": "embedded", "project_title": "Microcontroller Firmware", "preferred_languages": ["C", "C++"], "acceptable_languages": ["Rust"], "suboptimal_languages": ["Python"]}
{"id": "embedded_microcontroller_firmware__best_language", "prompt_variant": "best_language", "prompt": "What are the best programming languages for firmware for a microcontroller that reads and processes sensor data? Rank and list your recommendations in order from most to least preferred, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "embedded_microcontroller_firmware", "area": "embedded", "project_title": "Microcontroller Firmware", "preferred_languages": ["C", "C++"], "acceptable_languages": ["Rust"], "suboptimal_languages": ["Python"]}
{"id": "embedded_microcontroller_firmware__choose_explain", "prompt_variant": "choose_explain", "prompt": "Choose the most appropriate programming languages for firmware for a microcontroller that reads and processes sensor data and explain why. Rank and list your recommendations in order of preference, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "embedded_microcontroller_firmware", "area": "embedded", "project_title": "Microcontroller Firmware", "preferred_languages": ["C", "C++"], "acceptable_languages": ["Rust"], "suboptimal_languages": ["Python"]}
{"id": "embedded_robotics_control_loop__what_language", "prompt_variant": "what_language", "prompt": "What languages would you recommend for the following task: a robotics control loop with real-time sensor fusion and motor control? List your recommendations in order from most to least recommended, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "embedded_robotics_control_loop", "area": "embedded", "project_title": "Robotics Control Loop", "preferred_languages": ["C++", "C"], "acceptable_languages": ["Rust"], "suboptimal_languages": ["Python"]}
{"id": "embedded_robotics_control_loop__best_language", "prompt_variant": "best_language", "prompt": "What are the best programming languages for a robotics control loop with real-time sensor fusion and motor control? Rank and list your recommendations in order from most to least preferred, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "embedded_robotics_control_loop", "area": "embedded", "project_title": "Robotics Control Loop", "preferred_languages": ["C++", "C"], "acceptable_languages": ["Rust"], "suboptimal_languages": ["Python"]}
{"id": "embedded_robotics_control_loop__choose_explain", "prompt_variant": "choose_explain", "prompt": "Choose the most appropriate programming languages for a robotics control loop with real-time sensor fusion and motor control and explain why. Rank and list your recommendations in order of preference, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "embedded_robotics_control_loop", "area": "embedded", "project_title": "Robotics Control Loop", "preferred_languages": ["C++", "C"], "acceptable_languages": ["Rust"], "suboptimal_languages": ["Python"]}
{"id": "embedded_sensor_processing_pipeline__what_language", "prompt_variant": "what_language", "prompt": "What languages would you recommend for the following task: an embedded sensor-processing pipeline that detects anomalies from accelerometer data? List your recommendations in order from most to least recommended, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "embedded_sensor_processing_pipeline", "area": "embedded", "project_title": "Sensor-Processing Pipeline", "preferred_languages": ["C", "C++"], "acceptable_languages": ["Rust"], "suboptimal_languages": ["Python"]}
{"id": "embedded_sensor_processing_pipeline__best_language", "prompt_variant": "best_language", "prompt": "What are the best programming languages for an embedded sensor-processing pipeline that detects anomalies from accelerometer data? Rank and list your recommendations in order from most to least preferred, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "embedded_sensor_processing_pipeline", "area": "embedded", "project_title": "Sensor-Processing Pipeline", "preferred_languages": ["C", "C++"], "acceptable_languages": ["Rust"], "suboptimal_languages": ["Python"]}
{"id": "embedded_sensor_processing_pipeline__choose_explain", "prompt_variant": "choose_explain", "prompt": "Choose the most appropriate programming languages for an embedded sensor-processing pipeline that detects anomalies from accelerometer data and explain why. Rank and list your recommendations in order of preference, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "embedded_sensor_processing_pipeline", "area": "embedded", "project_title": "Sensor-Processing Pipeline", "preferred_languages": ["C", "C++"], "acceptable_languages": ["Rust"], "suboptimal_languages": ["Python"]}
{"id": "embedded_resource_constrained_edge__what_language", "prompt_variant": "what_language", "prompt": "What languages would you recommend for the following task: a resource-constrained edge system that filters sensor data and manages actuators? List your recommendations in order from most to least recommended, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "embedded_resource_constrained_edge", "area": "embedded", "project_title": "Resource-Constrained Edge Deployment", "preferred_languages": ["C", "C++", "Rust", "Go"], "acceptable_languages": [], "suboptimal_languages": ["Python"]}
{"id": "embedded_resource_constrained_edge__best_language", "prompt_variant": "best_language", "prompt": "What are the best programming languages for a resource-constrained edge system that filters sensor data and manages actuators? Rank and list your recommendations in order from most to least preferred, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "embedded_resource_constrained_edge", "area": "embedded", "project_title": "Resource-Constrained Edge Deployment", "preferred_languages": ["C", "C++", "Rust", "Go"], "acceptable_languages": [], "suboptimal_languages": ["Python"]}
{"id": "embedded_resource_constrained_edge__choose_explain", "prompt_variant": "choose_explain", "prompt": "Choose the most appropriate programming languages for a resource-constrained edge system that filters sensor data and manages actuators and explain why. Rank and list your recommendations in order of preference, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "embedded_resource_constrained_edge", "area": "embedded", "project_title": "Resource-Constrained Edge Deployment", "preferred_languages": ["C", "C++", "Rust", "Go"], "acceptable_languages": [], "suboptimal_languages": ["Python"]}
{"id": "games_2d_game__what_language", "prompt_variant": "what_language", "prompt": "What languages would you recommend for the following task: a 2D platformer game with physics simulation and sprite animation? List your recommendations in order from most to least recommended, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "games_2d_game", "area": "games", "project_title": "2D Game", "preferred_languages": ["C#", "GDScript", "C++", "Rust"], "acceptable_languages": ["Java"], "suboptimal_languages": ["Python"]}
{"id": "games_2d_game__best_language", "prompt_variant": "best_language", "prompt": "What are the best programming languages for a 2D platformer game with physics simulation and sprite animation? Rank and list your recommendations in order from most to least preferred, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "games_2d_game", "area": "games", "project_title": "2D Game", "preferred_languages": ["C#", "GDScript", "C++", "Rust"], "acceptable_languages": ["Java"], "suboptimal_languages": ["Python"]}
{"id": "games_2d_game__choose_explain", "prompt_variant": "choose_explain", "prompt": "Choose the most appropriate programming languages for a 2D platformer game with physics simulation and sprite animation and explain why. Rank and list your recommendations in order of preference, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "games_2d_game", "area": "games", "project_title": "2D Game", "preferred_languages": ["C#", "GDScript", "C++", "Rust"], "acceptable_languages": ["Java"], "suboptimal_languages": ["Python"]}
{"id": "games_realtime_rendering_demo__what_language", "prompt_variant": "what_language", "prompt": "What languages would you recommend for the following task: a real-time 3D scene viewer with dynamic lighting and shader effects? List your recommendations in order from most to least recommended, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "games_realtime_rendering_demo", "area": "games", "project_title": "Real-Time Rendering Demo", "preferred_languages": ["C++", "Rust"], "acceptable_languages": ["JavaScript"], "suboptimal_languages": ["Python"]}
{"id": "games_realtime_rendering_demo__best_language", "prompt_variant": "best_language", "prompt": "What are the best programming languages for a real-time 3D scene viewer with dynamic lighting and shader effects? Rank and list your recommendations in order from most to least preferred, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "games_realtime_rendering_demo", "area": "games", "project_title": "Real-Time Rendering Demo", "preferred_languages": ["C++", "Rust"], "acceptable_languages": ["JavaScript"], "suboptimal_languages": ["Python"]}
{"id": "games_realtime_rendering_demo__choose_explain", "prompt_variant": "choose_explain", "prompt": "Choose the most appropriate programming languages for a real-time 3D scene viewer with dynamic lighting and shader effects and explain why. Rank and list your recommendations in order of preference, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "games_realtime_rendering_demo", "area": "games", "project_title": "Real-Time Rendering Demo", "preferred_languages": ["C++", "Rust"], "acceptable_languages": ["JavaScript"], "suboptimal_languages": ["Python"]}
{"id": "games_game_engine_plugin__what_language", "prompt_variant": "what_language", "prompt": "What languages would you recommend for the following task: a custom physics plugin for a commercial game engine? List your recommendations in order from most to least recommended, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "games_game_engine_plugin", "area": "games", "project_title": "Game Engine Plugin", "preferred_languages": ["C#", "C++", "GDScript"], "acceptable_languages": [], "suboptimal_languages": ["Python"]}
{"id": "games_game_engine_plugin__best_language", "prompt_variant": "best_language", "prompt": "What are the best programming languages for a custom physics plugin for a commercial game engine? Rank and list your recommendations in order from most to least preferred, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "games_game_engine_plugin", "area": "games", "project_title": "Game Engine Plugin", "preferred_languages": ["C#", "C++", "GDScript"], "acceptable_languages": [], "suboptimal_languages": ["Python"]}
{"id": "games_game_engine_plugin__choose_explain", "prompt_variant": "choose_explain", "prompt": "Choose the most appropriate programming languages for a custom physics plugin for a commercial game engine and explain why. Rank and list your recommendations in order of preference, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "games_game_engine_plugin", "area": "games", "project_title": "Game Engine Plugin", "preferred_languages": ["C#", "C++", "GDScript"], "acceptable_languages": [], "suboptimal_languages": ["Python"]}
{"id": "games_physics_simulation__what_language", "prompt_variant": "what_language", "prompt": "What languages would you recommend for the following task: a real-time physics simulation with rigid body dynamics and frame-rate constraints? List your recommendations in order from most to least recommended, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "games_physics_simulation", "area": "games", "project_title": "Physics Simulation with Frame-Rate Constraints", "preferred_languages": ["C++", "Rust"], "acceptable_languages": ["C#"], "suboptimal_languages": ["Python"]}
{"id": "games_physics_simulation__best_language", "prompt_variant": "best_language", "prompt": "What are the best programming languages for a real-time physics simulation with rigid body dynamics and frame-rate constraints? Rank and list your recommendations in order from most to least preferred, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "games_physics_simulation", "area": "games", "project_title": "Physics Simulation with Frame-Rate Constraints", "preferred_languages": ["C++", "Rust"], "acceptable_languages": ["C#"], "suboptimal_languages": ["Python"]}
{"id": "games_physics_simulation__choose_explain", "prompt_variant": "choose_explain", "prompt": "Choose the most appropriate programming languages for a real-time physics simulation with rigid body dynamics and frame-rate constraints and explain why. Rank and list your recommendations in order of preference, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "games_physics_simulation", "area": "games", "project_title": "Physics Simulation with Frame-Rate Constraints", "preferred_languages": ["C++", "Rust"], "acceptable_languages": ["C#"], "suboptimal_languages": ["Python"]}
{"id": "enterprise_strongly_typed_service__what_language", "prompt_variant": "what_language", "prompt": "What languages would you recommend for the following task: a payment processing service for a large financial institution? List your recommendations in order from most to least recommended, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "enterprise_strongly_typed_service", "area": "enterprise", "project_title": "Strongly Typed Enterprise Service", "preferred_languages": ["Java", "C#", "Kotlin"], "acceptable_languages": ["TypeScript", "Rust"], "suboptimal_languages": ["Python"]}
{"id": "enterprise_strongly_typed_service__best_language", "prompt_variant": "best_language", "prompt": "What are the best programming languages for a payment processing service for a large financial institution? Rank and list your recommendations in order from most to least preferred, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "enterprise_strongly_typed_service", "area": "enterprise", "project_title": "Strongly Typed Enterprise Service", "preferred_languages": ["Java", "C#", "Kotlin"], "acceptable_languages": ["TypeScript", "Rust"], "suboptimal_languages": ["Python"]}
{"id": "enterprise_strongly_typed_service__choose_explain", "prompt_variant": "choose_explain", "prompt": "Choose the most appropriate programming languages for a payment processing service for a large financial institution and explain why. Rank and list your recommendations in order of preference, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "enterprise_strongly_typed_service", "area": "enterprise", "project_title": "Strongly Typed Enterprise Service", "preferred_languages": ["Java", "C#", "Kotlin"], "acceptable_languages": ["TypeScript", "Rust"], "suboptimal_languages": ["Python"]}
{"id": "enterprise_jvm_ecosystem_service__what_language", "prompt_variant": "what_language", "prompt": "What languages would you recommend for the following task: a backend microservice for a large enterprise with strict type safety requirements and integration with existing corporate systems? List your recommendations in order from most to least recommended, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "enterprise_jvm_ecosystem_service", "area": "enterprise", "project_title": "JVM Ecosystem Service", "preferred_languages": ["Java", "Kotlin"], "acceptable_languages": [], "suboptimal_languages": ["Python"]}
{"id": "enterprise_jvm_ecosystem_service__best_language", "prompt_variant": "best_language", "prompt": "What are the best programming languages for a backend microservice for a large enterprise with strict type safety requirements and integration with existing corporate systems? Rank and list your recommendations in order from most to least preferred, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "enterprise_jvm_ecosystem_service", "area": "enterprise", "project_title": "JVM Ecosystem Service", "preferred_languages": ["Java", "Kotlin"], "acceptable_languages": [], "suboptimal_languages": ["Python"]}
{"id": "enterprise_jvm_ecosystem_service__choose_explain", "prompt_variant": "choose_explain", "prompt": "Choose the most appropriate programming languages for a backend microservice for a large enterprise with strict type safety requirements and integration with existing corporate systems and explain why. Rank and list your recommendations in order of preference, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "enterprise_jvm_ecosystem_service", "area": "enterprise", "project_title": "JVM Ecosystem Service", "preferred_languages": ["Java", "Kotlin"], "acceptable_languages": [], "suboptimal_languages": ["Python"]}
{"id": "enterprise_dotnet_ecosystem_service__what_language", "prompt_variant": "what_language", "prompt": "What languages would you recommend for the following task: a backend service for a large enterprise with existing Windows and Azure cloud infrastructure? List your recommendations in order from most to least recommended, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "enterprise_dotnet_ecosystem_service", "area": "enterprise", "project_title": ".NET Ecosystem Service", "preferred_languages": ["C#"], "acceptable_languages": ["F#"], "suboptimal_languages": ["Python"]}
{"id": "enterprise_dotnet_ecosystem_service__best_language", "prompt_variant": "best_language", "prompt": "What are the best programming languages for a backend service for a large enterprise with existing Windows and Azure cloud infrastructure? Rank and list your recommendations in order from most to least preferred, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "enterprise_dotnet_ecosystem_service", "area": "enterprise", "project_title": ".NET Ecosystem Service", "preferred_languages": ["C#"], "acceptable_languages": ["F#"], "suboptimal_languages": ["Python"]}
{"id": "enterprise_dotnet_ecosystem_service__choose_explain", "prompt_variant": "choose_explain", "prompt": "Choose the most appropriate programming languages for a backend service for a large enterprise with existing Windows and Azure cloud infrastructure and explain why. Rank and list your recommendations in order of preference, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "enterprise_dotnet_ecosystem_service", "area": "enterprise", "project_title": ".NET Ecosystem Service", "preferred_languages": ["C#"], "acceptable_languages": ["F#"], "suboptimal_languages": ["Python"]}
{"id": "enterprise_highconcurrency_backend__what_language", "prompt_variant": "what_language", "prompt": "What languages would you recommend for the following task: a high-performance web server to handle a large number of concurrent requests? List your recommendations in order from most to least recommended, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "enterprise_highconcurrency_backend", "area": "enterprise", "project_title": "High-Concurrency Backend Service", "preferred_languages": ["Go", "Rust", "Java"], "acceptable_languages": ["C#", "Kotlin"], "suboptimal_languages": ["Python"]}
{"id": "enterprise_highconcurrency_backend__best_language", "prompt_variant": "best_language", "prompt": "What are the best programming languages for a high-performance web server to handle a large number of concurrent requests? Rank and list your recommendations in order from most to least preferred, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "enterprise_highconcurrency_backend", "area": "enterprise", "project_title": "High-Concurrency Backend Service", "preferred_languages": ["Go", "Rust", "Java"], "acceptable_languages": ["C#", "Kotlin"], "suboptimal_languages": ["Python"]}
{"id": "enterprise_highconcurrency_backend__choose_explain", "prompt_variant": "choose_explain", "prompt": "Choose the most appropriate programming languages for a high-performance web server to handle a large number of concurrent requests and explain why. Rank and list your recommendations in order of preference, indicating each using <language>LANGUAGE_NAME</language> tags.", "project_id": "enterprise_highconcurrency_backend", "area": "enterprise", "project_title": "High-Concurrency Backend Service", "preferred_languages": ["Go", "Rust", "Java"], "acceptable_languages": ["C#", "Kotlin"], "suboptimal_languages": ["Python"]}