{"workspace_id": "appworld_qwen3_14b", "memory_id": "a32ce8aa186d49e78afbd8f8f300f513", "memory_type": "task", "when_to_use": "When determining the most-liked song requires aggregating likes from all playlists, not just liked songs", "content": "The higher-scoring approach systematically retrieved all playlists, iterated through song IDs, and aggregated like counts across all songs (including those in private playlists). This ensured comprehensive data collection, whereas the lower-scoring approach only checked the 'liked songs' list, which doesn't account for likes from playlist contexts.", "score": 0, "time_created": "2025-11-07 18:06:13", "time_modified": "2025-11-07 18:06:13", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "What is the title of the most-liked song in my Spotify playlists.", "when_to_use": "When determining the most-liked song requires aggregating likes from all playlists, not just liked songs", "category": "comparative", "created_time": "2025-11-07 18:06:13", "modified_time": "2025-11-07 18:06:13", "extra_info": {"tags": ["playlist", "aggregation", "like_count", "spotify", "data_collection"], "generalized_query": "Identify the most popular item across a user's library by aggregating engagement metrics"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "2dcf6f4448dd4f42ad6d3fc803385512", "memory_type": "task", "when_to_use": "When accessing protected resources requiring authentication tokens", "content": "Successfully obtained access token via supervisor password retrieval, then used it consistently across API calls. This pattern ensures secure access to user-specific data through proper authentication flow.", "score": 0, "time_created": "2025-11-07 18:06:17", "time_modified": "2025-11-07 18:06:17", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "What is the title of the most-liked song in my Spotify playlists", "when_to_use": "When accessing protected resources requiring authentication tokens", "category": "success", "created_time": "2025-11-07 18:06:17", "modified_time": "2025-11-07 18:06:17", "extra_info": {"tags": ["authentication", "access token", "secure API calls", "Spotify"], "generalized_query": "Access user-specific data in apps requiring OAuth-style authentication tokens"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "102ab86e54cd42cb80dc39c9e5ff48ca", "memory_type": "task", "when_to_use": "When interpreting API response schemas", "content": "Always check API response schemas for available metrics (like like_count) before assuming data availability - the absence of such fields may require alternative approaches", "score": 0, "time_created": "2025-11-07 18:06:21", "time_modified": "2025-11-07 18:06:21", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Analyzing the structure of Spotify's show_liked_songs API response", "when_to_use": "When interpreting API response schemas", "category": "failure", "created_time": "2025-11-07 18:06:21", "modified_time": "2025-11-07 18:06:21", "extra_info": {"tags": ["api_schema", "data_availability", "metrics", "spotify"], "generalized_query": "Understanding data availability constraints in API responses"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "be3cd80e272440ecaeae1b2482c1e6b3", "memory_type": "task", "when_to_use": "When needing to update ratings for items in a user's library where direct rating retrieval is unavailable", "content": "Successfully navigated API limitations by using review_song and update_song_review endpoints when direct rating retrieval failed. Identified that existing reviews needed updates rather than creating new ones, leveraging user-specific review filtering and bulk update patterns.", "score": 0, "time_created": "2025-11-07 18:06:12", "time_modified": "2025-11-07 18:06:12", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Give a 5-star rating to all songs in my Spotify playlists which I have liked. If I have already rated it lower, increase it to 5.", "when_to_use": "When needing to update ratings for items in a user's library where direct rating retrieval is unavailable", "category": "success", "created_time": "2025-11-07 18:06:12", "modified_time": "2025-11-07 18:06:12", "extra_info": {"tags": ["Spotify", "ratings", "API constraints", "review system", "user library"], "generalized_query": "Update ratings for user-owned items in a service where direct rating access is blocked but review functionality exists"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "620c3113b70549be99c2890cf8f22734", "memory_type": "task", "when_to_use": "When managing authentication tokens in API workflows with time-sensitive access", "content": "The lower-scoring approach repeatedly failed due to 401 errors from expired tokens, requiring constant re-authentication. The higher-scoring sequence properly managed token lifecycle by re-authenticating when needed and using fresh tokens for each critical operation, ensuring uninterrupted API access.", "score": 0, "time_created": "2025-11-07 18:06:18", "time_modified": "2025-11-07 18:06:18", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Give a 5-star rating to all songs in my Spotify playlists which I have liked. If I have already rated it lower, increase it to 5.", "when_to_use": "When managing authentication tokens in API workflows with time-sensitive access", "category": "comparative", "created_time": "2025-11-07 18:06:18", "modified_time": "2025-11-07 18:06:18", "extra_info": {"tags": ["access token", "API authentication", "token expiration", "error handling"], "generalized_query": "Maintain valid authentication tokens during multi-step API operations"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "9351c1e2ba094a43a38729776c6604fa", "memory_type": "task", "when_to_use": "When retrieving data from APIs that require pagination or filtering, ensure the full dataset is considered, not just subsets.", "content": "Assuming a subset (e.g., liked songs) represents the entire dataset can lead to incorrect conclusions. Always validate the scope of the query and ensure comprehensive data collection.", "score": 0, "time_created": "2025-11-07 18:06:16", "time_modified": "2025-11-07 18:06:16", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "What is the title of the least-played song in my Spotify song library.", "when_to_use": "When retrieving data from APIs that require pagination or filtering, ensure the full dataset is considered, not just subsets.", "category": "failure", "created_time": "2025-11-07 18:06:16", "modified_time": "2025-11-07 18:06:16", "extra_info": {"tags": ["Spotify", "API", "pagination", "data scope", "subset bias"], "generalized_query": "Identify the least frequent item in a user's library based on a specific metric."}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "7b84d16c21ec48869c9762857c302508", "memory_type": "task", "when_to_use": "When retrieving play counts for songs in a library", "content": "Play count data must be explicitly retrieved from song/album details APIs, not assumed to exist in liked songs lists", "score": 0, "time_created": "2025-11-07 18:06:07", "time_modified": "2025-11-07 18:06:07", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "What is the title of the most-played song in my Spotify album library.", "when_to_use": "When retrieving play counts for songs in a library", "category": "failure", "created_time": "2025-11-07 18:06:07", "modified_time": "2025-11-07 18:06:07", "extra_info": {"tags": ["spotify", "play_count", "library", "song", "data_source"], "generalized_query": "Identify the most frequently played item in a user's music library"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "35c294639a604de889a0c71da428567c", "memory_type": "task", "when_to_use": "When interpreting API response structures", "content": "Always verify field availability in API responses before using them in calculations", "score": 0, "time_created": "2025-11-07 18:06:07", "time_modified": "2025-11-07 18:06:07", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "What is the title of the most-played song in my Spotify album library.", "when_to_use": "When interpreting API response structures", "category": "failure", "created_time": "2025-11-07 18:06:07", "modified_time": "2025-11-07 18:06:07", "extra_info": {"tags": ["api_response", "data_validation", "spotify", "play_count"], "generalized_query": "Process structured data from music streaming service APIs"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "fa2c6fb6b6e6408b9b74db6dea5bc0bf", "memory_type": "task", "when_to_use": "When modifying user-generated content or ratings in a system with uniqueness constraints", "content": "Always verify the existence of prior user interactions before attempting to create new ones, especially when system constraints enforce uniqueness (e.g., one review per user per item).", "score": 0, "time_created": "2025-11-07 18:07:23", "time_modified": "2025-11-07 18:07:23", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Give a 4-star rating to all songs in my Spotify album library which I have liked. If I have already rated it lower, increase it to 4.", "when_to_use": "When modifying user-generated content or ratings in a system with uniqueness constraints", "category": "failure", "created_time": "2025-11-07 18:07:23", "modified_time": "2025-11-07 18:07:23", "extra_info": {"tags": ["Spotify", "ratings", "uniqueness", "error handling", "user reviews"], "generalized_query": "Update user ratings for items in a library while respecting existing ratings and system constraints"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "996887516b024ac58728b1589c69f484", "memory_type": "task", "when_to_use": "When interacting with APIs that require authentication tokens and have constraints on duplicate entries", "content": "Always verify the existence of required authentication tokens before API calls and check for existing records to avoid conflicts", "score": 0, "time_created": "2025-11-07 18:07:20", "time_modified": "2025-11-07 18:07:20", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Give a 1-star rating to all songs in my Spotify song library which I have not liked. If I have already rated it higher, decrease it to 1.", "when_to_use": "When interacting with APIs that require authentication tokens and have constraints on duplicate entries", "category": "failure", "created_time": "2025-11-07 18:07:20", "modified_time": "2025-11-07 18:07:20", "extra_info": {"tags": ["Spotify", "API", "authentication", "duplicate", "reviews"], "generalized_query": "Modify ratings for items in a user's library based on existing preferences"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "98abe9f3d0d74417bdb08f4338306b53", "memory_type": "task", "when_to_use": "When needing to update user ratings for items in a library where existing ratings may conflict with new ones", "content": "Successfully identified unliked songs by comparing library and liked songs lists. Implemented pagination for full data retrieval, checked for existing reviews via show_song_reviews API, and used update_song_review when existing reviews existed. This approach avoided 409 conflicts by first checking for existing user reviews before creating new ones.", "score": 0, "time_created": "2025-11-07 18:07:27", "time_modified": "2025-11-07 18:07:27", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Give a 1-star rating to all songs in my Spotify song library which I have not liked. If I have already rated it higher, decrease it to 1.", "when_to_use": "When needing to update user ratings for items in a library where existing ratings may conflict with new ones", "category": "success", "created_time": "2025-11-07 18:07:27", "modified_time": "2025-11-07 18:07:27", "extra_info": {"tags": ["Spotify", "ratings", "reviews", "pagination", "conflict resolution"], "generalized_query": "Update ratings for items in a user library based on existing preferences, ensuring no duplicate ratings are created"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "c03595157e614f2487542a00695f2772", "memory_type": "task", "when_to_use": "When handling API authentication and token expiration in task automation", "content": "The higher-scoring approach implemented proper access token management by re-authenticating when encountering 401 errors, unlike the lower-scoring sequence which attempted to use expired tokens. It also used explicit roommate filtering (Eric Bailey, Anita Burch) before liking transactions, whereas the lower sequence attempted to like all transactions without validation and failed to handle authentication errors.", "score": 0, "time_created": "2025-11-07 18:07:20", "time_modified": "2025-11-07 18:07:20", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Like all the venmo transactions from today involving any of my roommates on my venmo social feed.", "when_to_use": "When handling API authentication and token expiration in task automation", "category": "comparative", "created_time": "2025-11-07 18:07:20", "modified_time": "2025-11-07 18:07:20", "extra_info": {"tags": ["api_authentication", "token_management", "error_handling", "targeted_interactions"], "generalized_query": "Execute targeted social media interactions based on user-defined filters and maintain API session validity"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "0f4278e72c894aa7979d0607e00e72c2", "memory_type": "task", "when_to_use": "When extracting specific data from a list of dictionaries", "content": "Always verify data structure outputs when using list comprehensions - a boolean result indicates a logical error in the condition, not a data retrieval failure", "score": 0, "time_created": "2025-11-07 18:07:21", "time_modified": "2025-11-07 18:07:21", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Like all the venmo transactions from today involving any of my roommates on my venmo social feed.", "when_to_use": "When extracting specific data from a list of dictionaries", "category": "failure", "created_time": "2025-11-07 18:07:21", "modified_time": "2025-11-07 18:07:21", "extra_info": {"tags": ["data extraction", "list comprehension", "boolean error", "Venmo API"], "generalized_query": "Filter and interact with specific items in a dataset based on predefined criteria"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "cd5e2e81697841e4a19ffd1cd45d5ae0", "memory_type": "task", "when_to_use": "When exporting data from an API with pagination and requiring uniqueness checks", "content": "The higher-scoring approach used proper API pagination, ensured data uniqueness via sets, and correctly handled API parameters (e.g., access tokens). It also used the correct file system API method (create_file) with required parameters. The lower-scoring approach attempted to use a non-existent 'write_file' API, failed to handle pagination properly, and had incorrect password retrieval logic leading to TypeErrors.", "score": 0, "time_created": "2025-11-07 18:08:28", "time_modified": "2025-11-07 18:08:28", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Export a unique list of all the songs in my song and album library and all playlists in my Spotify account into \"~/backups/spotify.csv\" file in my file system. The file should have headers, \"Title\" and \"Artists\" and artists should be separated by \"|\". Terminate my account after this backup is complete.", "when_to_use": "When exporting data from an API with pagination and requiring uniqueness checks", "category": "comparative", "created_time": "2025-11-07 18:08:28", "modified_time": "2025-11-07 18:08:28", "extra_info": {"tags": ["api_pagination", "data_uniqueness", "file_system_integration", "error_handling"], "generalized_query": "Exporting unique data from a music library API with pagination and file system integration"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "81d1f864bcc346ec8e54cb6d668f6c01", "memory_type": "task", "when_to_use": "When interacting with APIs that require specific parameters or methods", "content": "Always verify the existence and parameters of APIs before invoking them to avoid runtime errors.", "score": 0, "time_created": "2025-11-07 18:08:32", "time_modified": "2025-11-07 18:08:32", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Export a unique list of all the songs in my song and album library and all playlists in my Spotify account into \"~/backups/spotify.csv\" file in my file system. The file should have headers, \"Title\" and \"Artists\" and artists should be separated by \"|\". Terminate my account after this backup is complete.", "when_to_use": "When interacting with APIs that require specific parameters or methods", "category": "failure", "created_time": "2025-11-07 18:08:32", "modified_time": "2025-11-07 18:08:32", "extra_info": {"tags": ["API", "file_system", "validation", "error_handling"], "generalized_query": "Exporting data from a service to a file system requires proper API usage and data validation."}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "1bb5d60f86e0413a8c5fe300dd65cf11", "memory_type": "task", "when_to_use": "When processing nested data structures or potential missing keys", "content": "Use safe dictionary access methods (e.g., .get()) and validate data structures to prevent KeyErrors.", "score": 0, "time_created": "2025-11-07 18:08:32", "time_modified": "2025-11-07 18:08:32", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Fetch detailed information for each unique song and format artists as a string separated by \"|\"", "when_to_use": "When processing nested data structures or potential missing keys", "category": "failure", "created_time": "2025-11-07 18:08:32", "modified_time": "2025-11-07 18:08:32", "extra_info": {"tags": ["data_processing", "error_handling", "dictionary_access"], "generalized_query": "Handling data retrieval from APIs with potentially incomplete or inconsistent responses."}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "3970cc4b670042c3be841acc583f2ced", "memory_type": "task", "when_to_use": "When interacting with APIs that require authentication tokens for file operations", "content": "Always explicitly include required authentication tokens in API requests, as missing or improperly formatted tokens will result in unauthorized access errors (401) even if the API endpoint exists.", "score": 0, "time_created": "2025-11-07 18:08:28", "time_modified": "2025-11-07 18:08:28", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Export a unique list of all the songs in my song and album library and all playlists in my Spotify account into \"~/backups/spotify_library.csv\" file in my file system", "when_to_use": "When interacting with APIs that require authentication tokens for file operations", "category": "failure", "created_time": "2025-11-07 18:08:28", "modified_time": "2025-11-07 18:08:28", "extra_info": {"tags": ["file_system", "authentication", "access_token", "API", "export"], "generalized_query": "Export data to a file system location using an API that requires authentication"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "e5c5b8ac92904acc85425d86ef0e4f31", "memory_type": "task", "when_to_use": "When working with multi-step tasks involving multiple apps/services", "content": "Maintain separate authentication contexts for each app/service and explicitly manage tokens to avoid cross-service authorization conflicts.", "score": 0, "time_created": "2025-11-07 18:08:24", "time_modified": "2025-11-07 18:08:24", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Terminate my account after this backup is complete.", "when_to_use": "When working with multi-step tasks involving multiple apps/services", "category": "failure", "created_time": "2025-11-07 18:08:24", "modified_time": "2025-11-07 18:08:24", "extra_info": {"tags": ["multi-app workflow", "authentication management", "task sequencing"], "generalized_query": "Execute sequential tasks across multiple apps (e.g., Spotify + file_system) requiring separate authentication and API flows."}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "88eb5a9f113d41ff820dcc86cae947ca", "memory_type": "task", "when_to_use": "When interacting with APIs that require state checks (e.g., likes, follows, or approvals)", "content": "Always verify the current state of an object (e.g., 'already liked') before performing an action to avoid redundant API calls and errors.", "score": 0, "time_created": "2025-11-07 18:08:20", "time_modified": "2025-11-07 18:08:20", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Like all the venmo transactions from yesterday or today involving any of my coworkers on my venmo social feed.", "when_to_use": "When interacting with APIs that require state checks (e.g., likes, follows, or approvals)", "category": "failure", "created_time": "2025-11-07 18:08:20", "modified_time": "2025-11-07 18:08:20", "extra_info": {"tags": ["venmo", "like_transaction", "state_check", "error_handling"], "generalized_query": "Perform actions on social feed items while avoiding redundant operations based on prior state"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "8ad4fb9425d4490391f2fd00d613d892", "memory_type": "task", "when_to_use": "When retrieving credentials or tokens from API responses", "content": "Boolean list comprehensions must be properly filtered to avoid type errors when accessing list elements", "score": 0, "time_created": "2025-11-07 18:08:30", "time_modified": "2025-11-07 18:08:30", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "venmo_password = [account_password[\"account_name\"] == \"venmo\" for account_password in passwords][0][\"password\"]", "when_to_use": "When retrieving credentials or tokens from API responses", "category": "failure", "created_time": "2025-11-07 18:08:30", "modified_time": "2025-11-07 18:08:30", "extra_info": {"tags": ["type_error", "list_comprehension", "boolean_subscript"], "generalized_query": "Extracting specific field values from filtered API response lists"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "6631c84a84db489c90d69037a181af56", "memory_type": "task", "when_to_use": "When interacting with APIs that require authentication or specific permissions, especially for file operations.", "content": "Always verify the existence and parameters of APIs before invoking them, as assumed methods may not exist or may require different authentication contexts.", "score": 0, "time_created": "2025-11-07 18:09:21", "time_modified": "2025-11-07 18:09:21", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Export a unique list of all the songs in my song and album library and all playlists in my Spotify account into \"~/backups/spotify_songs.csv\" file in my file system. The file should have headers, \"Title\" and \"Artists\" and artists should be separated by \"|\". Terminate my account after this backup is complete.", "when_to_use": "When interacting with APIs that require authentication or specific permissions, especially for file operations.", "category": "failure", "created_time": "2025-11-07 18:09:21", "modified_time": "2025-11-07 18:09:21", "extra_info": {"tags": ["file_system", "API", "authentication", "export", "Spotify"], "generalized_query": "Export data to a file system location using available APIs and perform account termination."}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "fb594c4526df4ccd89479fa6524b2e25", "memory_type": "task", "when_to_use": "When executing multi-step tasks that depend on prior data retrieval", "content": "Data retrieval steps must be explicitly re-executed if intermediate failures occur, as variables are not persisted across execution boundaries.", "score": 0, "time_created": "2025-11-07 18:09:23", "time_modified": "2025-11-07 18:09:23", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Export a unique list of all the songs in my song and album library and all playlists in my Spotify account into \"~/backups/spotify_songs.csv\" file in my file system. The file should have headers, \"Title\" and \"Artists\" and artists should be separated by \"|\". Terminate my account after this backup is complete.", "when_to_use": "When executing multi-step tasks that depend on prior data retrieval", "category": "failure", "created_time": "2025-11-07 18:09:23", "modified_time": "2025-11-07 18:09:23", "extra_info": {"tags": ["data persistence", "execution context", "sequential workflow", "variable scope"], "generalized_query": "Ensuring data availability before proceeding to file operations in sequential workflows"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "ccd63370327d4e39a69db1bf9f2302d3", "memory_type": "task", "when_to_use": "When dealing with cross-service data aggregation and file exports", "content": "The higher-scoring approach implemented a robust data collection process by iterating through all song libraries, album song IDs, and playlist song IDs to ensure completeness. It used set operations to eliminate duplicates and properly formatted CSV content. The lower-scoring approach only collected song library data, missed album/playlist songs, and attempted to use unsupported APIs for file operations without proper authentication.", "score": 0, "time_created": "2025-11-07 18:09:30", "time_modified": "2025-11-07 18:09:30", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Export a unique list of all the songs in my song and album library and all playlists in my Spotify account into \"~/backups/spotify_songs.csv\" file in my file system. The file should have headers, \"Title\" and \"Artists\" and artists should be separated by \"|\". Terminate my account after this backup is complete.", "when_to_use": "When dealing with cross-service data aggregation and file exports", "category": "comparative", "created_time": "2025-11-07 18:09:30", "modified_time": "2025-11-07 18:09:30", "extra_info": {"tags": ["data_aggregation", "csv_export", "duplicate_elimination", "cross_service_integration"], "generalized_query": "Aggregate data from multiple sources and export to file system with proper formatting"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "4aacdf808d284a26a34c33d5ea816063", "memory_type": "task", "when_to_use": "When retrieving data from a note-taking app and requiring communication via SMS", "content": "The higher-scoring approach achieved success by: (1) Fully implementing SMS delivery via phone app APIs, while the lower-scoring approach only generated the list without sending it; (2) Using pagination to retrieve all relevant notes, whereas the lower approach relied on a single search query; (3) Correctly handling authentication flows for both Simple Note and Phone apps, while the lower approach only used Simple Note credentials.", "score": 0, "time_created": "2025-11-07 18:09:44", "time_modified": "2025-11-07 18:09:44", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Christopher has asked for my movie recommendations via phone text message. Reply to them with a list of comma-separated movie titles from my Simple Note account as per their request.", "when_to_use": "When retrieving data from a note-taking app and requiring communication via SMS", "category": "comparative", "created_time": "2025-11-07 18:09:44", "modified_time": "2025-11-07 18:09:44", "extra_info": {"tags": ["sms_delivery", "pagination", "multi_app_authentication", "contact_resolution"], "generalized_query": "Retrieve structured data from a note-taking app and deliver it via SMS to a contact"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "3ca1903852af422ebdb9a10a1c5e1e50", "memory_type": "task", "when_to_use": "When executing multi-step tasks involving API calls and data processing", "content": "Break down complex tasks into modular steps with explicit error checks at each stage to identify and resolve failures early.", "score": 0, "time_created": "2025-11-07 18:09:56", "time_modified": "2025-11-07 18:09:56", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Reply to Christopher with a list of comma-separated movie titles from my Simple Note account", "when_to_use": "When executing multi-step tasks involving API calls and data processing", "category": "failure", "created_time": "2025-11-07 18:09:56", "modified_time": "2025-11-07 18:09:56", "extra_info": {"tags": ["modular steps", "error handling", "task chaining", "data transformation"], "generalized_query": "Chain API calls and data transformations to fulfill user requests"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "55b5896491c24e0aa83d3b8548868e9d", "memory_type": "task", "when_to_use": "When interacting with contact management systems for message delivery", "content": "Implement fallback mechanisms for contact resolution failures and validate contact existence before message delivery", "score": 0, "time_created": "2025-11-07 18:09:39", "time_modified": "2025-11-07 18:09:39", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Send text message to Christopher with movie recommendations", "when_to_use": "When interacting with contact management systems for message delivery", "category": "failure", "created_time": "2025-11-07 18:09:39", "modified_time": "2025-11-07 18:09:39", "extra_info": {"tags": ["contact validation", "message delivery", "error handling"], "generalized_query": "Deliver content to a contact via messaging systems"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "e80cceb736e245f5a1e995be2c0646fa", "memory_type": "task", "when_to_use": "When retrieving data from a note-taking app for specific content", "content": "Always verify that the retrieved data matches the requested content type; do not assume note titles directly represent the desired output. Use appropriate APIs to access note content, not just metadata.", "score": 0, "time_created": "2025-11-07 18:09:49", "time_modified": "2025-11-07 18:09:49", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Reply to them with a list of comma-separated movie titles from my Simple Note account as per their request.", "when_to_use": "When retrieving data from a note-taking app for specific content", "category": "failure", "created_time": "2025-11-07 18:09:49", "modified_time": "2025-11-07 18:09:49", "extra_info": {"tags": ["note-taking", "content validation", "API usage"], "generalized_query": "Extract specific content (e.g., movie titles) from a note-taking app based on a user request"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "8aa834c97b694cea89213569937827d1", "memory_type": "task", "when_to_use": "When extracting data from API responses that require authentication tokens", "content": "Always verify authentication token inclusion in API requests and validate response structures before proceeding with downstream operations", "score": 0, "time_created": "2025-11-07 18:09:47", "time_modified": "2025-11-07 18:09:47", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Laura has asked for my movie recommendations via phone text message. Reply to them with a list of comma-separated movie titles from my Simple Note account as per their request.", "when_to_use": "When extracting data from API responses that require authentication tokens", "category": "failure", "created_time": "2025-11-07 18:09:47", "modified_time": "2025-11-07 18:09:47", "extra_info": {"tags": ["authentication", "API", "token", "data retrieval"], "generalized_query": "Retrieve and transmit user-specific data across authenticated API endpoints"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "8e38e054a449415880911d32fb98797b", "memory_type": "task", "when_to_use": "When encountering repeated 401 Unauthorized errors during API calls, especially after re-authenticating", "content": "Repeated authentication failures indicate potential issues with token validity, API endpoint permissions, or parameter mismatches. Always verify token scope and endpoint requirements before re-authenticating.", "score": 0, "time_created": "2025-11-07 18:07:42", "time_modified": "2025-11-07 18:07:42", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Like all the venmo transactions from yesterday involving any of my siblings on my venmo social feed.", "when_to_use": "When encountering repeated 401 Unauthorized errors during API calls, especially after re-authenticating", "category": "failure", "created_time": "2025-11-07 18:07:42", "modified_time": "2025-11-07 18:07:42", "extra_info": {"tags": ["401", "authentication", "token", "endpoint", "permissions"], "generalized_query": "Accessing protected API endpoints after authentication"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "2c9a8999b2684d6582db56470c9e5a9b", "memory_type": "task", "when_to_use": "When relying on external APIs (e.g., phone contacts) to filter data for another API (e.g., Venmo transactions)", "content": "Avoid unnecessary dependencies on external APIs for filtering. Use direct API endpoints (e.g., Venmo's social feed) with available filters to achieve the goal more efficiently.", "score": 0, "time_created": "2025-11-07 18:07:42", "time_modified": "2025-11-07 18:07:42", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Like all the venmo transactions from yesterday involving any of my siblings on my venmo social feed.", "when_to_use": "When relying on external APIs (e.g., phone contacts) to filter data for another API (e.g., Venmo transactions)", "category": "failure", "created_time": "2025-11-07 18:07:42", "modified_time": "2025-11-07 18:07:42", "extra_info": {"tags": ["api_dependency", "cross-referencing", "efficiency", "filtering"], "generalized_query": "Cross-referencing data between multiple APIs"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "8d63960d030d4ea6a5f565e68c1c006a", "memory_type": "task", "when_to_use": "When retrieving specific data from a list of items where a unique identifier is required, especially in scenarios involving API responses with potential for multiple matches or errors.", "content": "The higher-scoring approach used a generator expression with `next()` to safely extract the Venmo password, avoiding errors caused by boolean indexing. This method is more robust and efficient for single-match scenarios, whereas the lower-scoring approach used a list comprehension that risked errors and inefficiency. This highlights the importance of precise data extraction techniques in API interactions.", "score": 0, "time_created": "2025-11-07 18:10:41", "time_modified": "2025-11-07 18:10:41", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Add a comment, \"Thank you!\", to all the venmo payments I received from my coworkers in the last 5 days (including today), and like those payments.", "when_to_use": "When retrieving specific data from a list of items where a unique identifier is required, especially in scenarios involving API responses with potential for multiple matches or errors.", "category": "comparative", "created_time": "2025-11-07 18:10:41", "modified_time": "2025-11-07 18:10:41", "extra_info": {"tags": ["password extraction", "error handling", "API data retrieval"], "generalized_query": "Automate commenting and liking on social payment platform transactions based on specific criteria (e.g., timeframe, direction, user relationships)."}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "09c3d946d93d473a9a9dd9266a714a82", "memory_type": "task", "when_to_use": "When processing paginated API results to ensure complete data coverage for task execution.", "content": "The higher-scoring approach implemented a pagination loop to fetch all transactions received in the last 5 days, ensuring no data was missed. The lower-scoring approach only retrieved a single page of results, potentially missing transactions. This demonstrates that handling pagination is critical for completeness in API-driven tasks.", "score": 0, "time_created": "2025-11-07 18:10:41", "time_modified": "2025-11-07 18:10:41", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Add a comment, \"Thank you!\", to all the venmo payments I received from my coworkers in the last 5 days (including today), and like those payments.", "when_to_use": "When processing paginated API results to ensure complete data coverage for task execution.", "category": "comparative", "created_time": "2025-11-07 18:10:41", "modified_time": "2025-11-07 18:10:41", "extra_info": {"tags": ["pagination", "data completeness", "API pagination handling"], "generalized_query": "Ensure comprehensive processing of paginated API results to fulfill task requirements fully."}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "69c10fed482941358c8480a15cc756e1", "memory_type": "task", "when_to_use": "When authenticating to third-party APIs using stored credentials", "content": "Avoid relying on password retrieval APIs for authentication; use OAuth tokens or session-based authentication where available for better security", "score": 0, "time_created": "2025-11-07 18:10:51", "time_modified": "2025-11-07 18:10:51", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Access Venmo account using supervisor-stored password", "when_to_use": "When authenticating to third-party APIs using stored credentials", "category": "failure", "created_time": "2025-11-07 18:10:51", "modified_time": "2025-11-07 18:10:51", "extra_info": {"tags": ["api security", "authentication", "password management", "supervisor tool"], "generalized_query": "Authenticate to financial/social apps using retrieved credentials"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "9e0a0193912f4f339e021e83b0e4e65d", "memory_type": "task", "when_to_use": "When executing bulk operations on API resources", "content": "Validate each resource individually before bulk operations to prevent silent failures and ensure operation success.", "score": 0, "time_created": "2025-11-07 18:10:41", "time_modified": "2025-11-07 18:10:41", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Like all transactions and add comments to them", "when_to_use": "When executing bulk operations on API resources", "category": "failure", "created_time": "2025-11-07 18:10:41", "modified_time": "2025-11-07 18:10:41", "extra_info": {"tags": ["bulk_operations", "api_call_validation", "transaction_liking", "comment_creation"], "generalized_query": "Perform batch operations on multiple API resources"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "d8cee3d6e7c949fa8823f18bd2317542", "memory_type": "task", "when_to_use": "When integrating authentication and API calls across multiple apps for task completion", "content": "The higher-scoring approach systematically handled authentication for both Simple Note and Phone apps, used proper API parameters (including access tokens), and validated data parsing logic. It also implemented error recovery by reconstructing the movie list when initial parsing failed. The lower-scoring approach skipped authentication validation for the Phone app, used incorrect recipient parameters, and failed to handle API parameter requirements.", "score": 0, "time_created": "2025-11-07 18:10:25", "time_modified": "2025-11-07 18:10:25", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Reply to Leslie with a list of comma-separated movie titles from my Simple Note account via phone text message", "when_to_use": "When integrating authentication and API calls across multiple apps for task completion", "category": "comparative", "created_time": "2025-11-07 18:10:25", "modified_time": "2025-11-07 18:10:25", "extra_info": {"tags": ["authentication", "API integration", "data parsing", "error handling"], "generalized_query": "Retrieve data from one app and securely transmit it to another app via authenticated API calls"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "ee838fc6f91442f2bf55f75246242357", "memory_type": "task", "when_to_use": "When preparing message payloads for communication APIs", "content": "Implement pre-transmission validation to ensure message content meets minimum length/format requirements", "score": 0, "time_created": "2025-11-07 18:10:43", "time_modified": "2025-11-07 18:10:43", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Send text message with movie recommendations to Leslie Ball", "when_to_use": "When preparing message payloads for communication APIs", "category": "failure", "created_time": "2025-11-07 18:10:43", "modified_time": "2025-11-07 18:10:43", "extra_info": {"tags": ["message validation", "422", "payload", "text message", "formatting"], "generalized_query": "Validating message content before transmission"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "b2a433b8a42540fdad882feb05d15c45", "memory_type": "task", "when_to_use": "When retrieving specific items from a list of objects", "content": "Always verify the structure of list comprehensions before accessing nested properties; use generator expressions with explicit error handling for safe value extraction.", "score": 0, "time_created": "2025-11-07 18:10:45", "time_modified": "2025-11-07 18:10:45", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Add a comment, 'Thanks!', to all the venmo payments I received from my friends in the last 7 days (including today), and like those payments.", "when_to_use": "When retrieving specific items from a list of objects", "category": "failure", "created_time": "2025-11-07 18:10:45", "modified_time": "2025-11-07 18:10:45", "extra_info": {"tags": ["list_comprehension", "data_retrieval", "error_handling", "Venmo", "password_extraction"], "generalized_query": "Retrieve and modify data items based on specific criteria from a collection"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "18d10727058045a2bf2ed7c5f8bab042", "memory_type": "task", "when_to_use": "When executing multi-step API workflows", "content": "Validate intermediate results at each API call stage and implement fallback mechanisms for token refresh or rate limiting scenarios.", "score": 0, "time_created": "2025-11-07 18:10:45", "time_modified": "2025-11-07 18:10:45", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Like transactions and add comments to Venmo payments", "when_to_use": "When executing multi-step API workflows", "category": "failure", "created_time": "2025-11-07 18:10:45", "modified_time": "2025-11-07 18:10:45", "extra_info": {"tags": ["API_workflow", "error_prevention", "token_management", "Venmo", "comments"], "generalized_query": "Execute sequential API operations with dependent parameters"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "619e8d5acf6d413896406058fb6ed154", "memory_type": "task", "when_to_use": "When needing to authenticate to a service using stored credentials from a supervisor API", "content": "Successfully retrieved Venmo credentials from supervisor API, used them to login, and handled authentication tokens properly. This ensured access to transaction data while maintaining security through stored credentials.", "score": 0, "time_created": "2025-11-07 18:10:55", "time_modified": "2025-11-07 18:10:55", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Add a comment, \"Thank you so much!\", to all the venmo payments I received from my roommates in the last 10 days (including today), and like those payments.", "when_to_use": "When needing to authenticate to a service using stored credentials from a supervisor API", "category": "success", "created_time": "2025-11-07 18:10:55", "modified_time": "2025-11-07 18:10:55", "extra_info": {"tags": ["authentication", "credential_retrieval", "supervisor_api", "venmo_login"], "generalized_query": "Authenticate to a service using stored credentials and perform batch actions on recent transactions from specific contacts"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "a6c20c7fcfba4fc79064fce177fe060d", "memory_type": "task", "when_to_use": "When filtering lists with conditional checks, especially when retrieving specific elements", "content": "Boolean list comprehensions must be explicitly converted to retrieve actual objects, not just truth values. Use generator expressions or explicit loops for safe element retrieval.", "score": 0, "time_created": "2025-11-07 18:11:00", "time_modified": "2025-11-07 18:11:00", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Add a comment, \"Thank you so much!\", to all the venmo payments I received from my roommates in the last 10 days (including today), and like those payments.", "when_to_use": "When filtering lists with conditional checks, especially when retrieving specific elements", "category": "failure", "created_time": "2025-11-07 18:11:00", "modified_time": "2025-11-07 18:11:00", "extra_info": {"tags": ["list filtering", "boolean trap", "data retrieval", "API interaction"], "generalized_query": "Retrieve and modify specific transaction data from an API based on filtering criteria"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "5d4bd770b36142d4af47332831623c26", "memory_type": "task", "when_to_use": "When handling API responses with date ranges and user-specific filters", "content": "Always validate date formatting and API parameter constraints (e.g., YYYY-MM-DD) when working with temporal filters. Verify direction parameters (sent/received) align with user intent.", "score": 0, "time_created": "2025-11-07 18:11:00", "time_modified": "2025-11-07 18:11:00", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Add a comment, \"Thank you so much!\", to all the venmo payments I received from my roommates in the last 10 days (including today), and like those payments.", "when_to_use": "When handling API responses with date ranges and user-specific filters", "category": "failure", "created_time": "2025-11-07 18:11:00", "modified_time": "2025-11-07 18:11:00", "extra_info": {"tags": ["date filtering", "API parameters", "transaction direction", "temporal queries"], "generalized_query": "Query API endpoints with temporal and directional filters for transaction data"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "1d53bffbea5741d5a48ab6f78f17f3ab", "memory_type": "task", "when_to_use": "When performing bulk operations on API resources", "content": "Implement error handling for bulk operations to isolate failures in individual resource modifications while maintaining transactional integrity across operations.", "score": 0, "time_created": "2025-11-07 18:11:00", "time_modified": "2025-11-07 18:11:00", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Add a comment, \"Thank you so much!\", to all the venmo payments I received from my roommates in the last 10 days (including today), and like those payments.", "when_to_use": "When performing bulk operations on API resources", "category": "failure", "created_time": "2025-11-07 18:11:00", "modified_time": "2025-11-07 18:11:00", "extra_info": {"tags": ["bulk operations", "error isolation", "API reliability", "transactional integrity"], "generalized_query": "Execute batch operations (like/comment) on multiple API resources"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "85f33c0bfc4240b1be446b6192d84f88", "memory_type": "task", "when_to_use": "When needing to authenticate to a service using stored credentials and retrieve personalized recommendations", "content": "The successful pattern involved: 1) Using the supervisor app to retrieve stored Spotify credentials, 2) Authenticating via the login API to obtain an access token, 3) Using the access token to call the show_recommendations API. This worked because it correctly chained authentication with recommendation retrieval, leveraging stored credentials and proper API parameter passing.", "score": 0, "time_created": "2025-11-07 18:11:35", "time_modified": "2025-11-07 18:11:35", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Name the artist most recommended to me on Spotify.", "when_to_use": "When needing to authenticate to a service using stored credentials and retrieve personalized recommendations", "category": "success", "created_time": "2025-11-07 18:11:35", "modified_time": "2025-11-07 18:11:35", "extra_info": {"tags": ["Spotify", "authentication", "recommendations", "supervisor", "API chaining"], "generalized_query": "Retrieve personalized recommendations from a music streaming service using stored authentication credentials"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "df39e40c2a8946519fc59fde7b535445", "memory_type": "task", "when_to_use": "When retrieving personalized recommendations from paginated API endpoints", "content": "The higher-scoring approach implemented systematic pagination (fetching 10 pages) and aggregated all artist data before determining frequency, whereas the lower-scoring approach only retrieved a single page and selected the first result. This comprehensive data collection and statistical analysis ensured accuracy by accounting for all recommendations, not just initial results.", "score": 0, "time_created": "2025-11-07 18:11:46", "time_modified": "2025-11-07 18:11:46", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Name the artist most recommended to me on Spotify.", "when_to_use": "When retrieving personalized recommendations from paginated API endpoints", "category": "comparative", "created_time": "2025-11-07 18:11:46", "modified_time": "2025-11-07 18:11:46", "extra_info": {"tags": ["pagination", "data_aggregation", "frequency_analysis", "api_recommendations"], "generalized_query": "Identify the most frequently appearing entity in paginated API response data"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "a9cb8235868c469fa147d334f9de2c0f", "memory_type": "task", "when_to_use": "When needing to authenticate to a service using stored credentials and API documentation", "content": "Successfully used API documentation to identify authentication requirements, retrieved stored credentials via supervisor app, and implemented token-based authentication to access personalized recommendations. This pattern ensures secure API access while leveraging system-integrated credential storage.", "score": 0, "time_created": "2025-11-07 18:11:46", "time_modified": "2025-11-07 18:11:46", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Name the artist most recommended to me on Spotify.", "when_to_use": "When needing to authenticate to a service using stored credentials and API documentation", "category": "success", "created_time": "2025-11-07 18:11:46", "modified_time": "2025-11-07 18:11:46", "extra_info": {"tags": ["API authentication", "credential retrieval", "Spotify recommendations"], "generalized_query": "Identify the most frequently recommended content creator from a personalized recommendation system"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "06e629ca78764d4ea8e206f097e44f6d", "memory_type": "task", "when_to_use": "When retrieving personalized data from APIs with pagination, especially for analysis requiring comprehensive dataset coverage", "content": "The higher-scoring approach maximized data coverage by setting page_limit=20 (maximum allowed) during recommendations retrieval, ensuring comprehensive artist frequency analysis. This contrasted with the lower-scoring approach's page_limit=10, which limited data sampling and produced an incomplete artist count. The higher score's method guaranteed no truncation of potential candidates, critical for accuracy in 'least frequent' identification tasks.", "score": 0, "time_created": "2025-11-07 18:11:34", "time_modified": "2025-11-07 18:11:34", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Name the artist least recommended to me on Spotify.", "when_to_use": "When retrieving personalized data from APIs with pagination, especially for analysis requiring comprehensive dataset coverage", "category": "comparative", "created_time": "2025-11-07 18:11:34", "modified_time": "2025-11-07 18:11:34", "extra_info": {"tags": ["API pagination", "data coverage", "frequency analysis", "recommendation systems"], "generalized_query": "Identify the least frequent entity in a paginated API response"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "f0248565def145a8889dec1d50f13a39", "memory_type": "task", "when_to_use": "When accessing protected APIs requires credential retrieval from supervisor systems", "content": "Effectively chained supervisor app credential retrieval with Spotify API authentication. This pattern works for scenarios where account credentials are centralized in a supervisor system and need to be programmatically accessed for third-party service integration.", "score": 0, "time_created": "2025-11-07 18:11:39", "time_modified": "2025-11-07 18:11:39", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Name the artist least recommended to me on Spotify.", "when_to_use": "When accessing protected APIs requires credential retrieval from supervisor systems", "category": "success", "created_time": "2025-11-07 18:11:39", "modified_time": "2025-11-07 18:11:39", "extra_info": {"tags": ["credential retrieval", "supervisor app", "API authentication", "Spotify integration"], "generalized_query": "Access a service API using credentials stored in a supervisor application"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "f15dcc97e8fc4aa6b9e5e243179e3e7d", "memory_type": "task", "when_to_use": "When retrieving song data from Spotify libraries, ensure all potential sources (songs, albums, playlists) are fully checked.", "content": "Failing to check all relevant data sources (e.g., playlists) can lead to incomplete results. The agent only checked song and album libraries but overlooked playlist-contained songs not in the song/album libraries.", "score": 0, "time_created": "2025-11-07 18:12:17", "time_modified": "2025-11-07 18:12:17", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "What is the title of the oldest released song in my Spotify account from across my song, album and playlist libraries?", "when_to_use": "When retrieving song data from Spotify libraries, ensure all potential sources (songs, albums, playlists) are fully checked.", "category": "failure", "created_time": "2025-11-07 18:12:17", "modified_time": "2025-11-07 18:12:17", "extra_info": {"tags": ["Spotify", "libraries", "playlists", "data sources", "incomplete check"], "generalized_query": "Identify the earliest released media item across multiple user libraries."}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "ac1f0b28a25c44789fc7da5837e57ac7", "memory_type": "task", "when_to_use": "When retrieving the most recent song from user libraries, ensure cross-library references are validated", "content": "Always verify the existence of referenced IDs in primary libraries before attempting lookups to avoid null results", "score": 0, "time_created": "2025-11-07 18:12:17", "time_modified": "2025-11-07 18:12:17", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "What is the title of the newest released song in my Spotify account from across my song, album and playlist libraries?", "when_to_use": "When retrieving the most recent song from user libraries, ensure cross-library references are validated", "category": "failure", "created_time": "2025-11-07 18:12:17", "modified_time": "2025-11-07 18:12:17", "extra_info": {"tags": ["spotify", "libraries", "cross-reference", "validation", "song"], "generalized_query": "Identify the most recent item across multiple user libraries with potential cross-reference dependencies"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "e5c58080ae044c7ab97772f7313456b0", "memory_type": "task", "when_to_use": "When handling authentication-sensitive operations, validate credential usage against API requirements.", "content": "Authentication tokens must be properly scoped and validated before accessing user-specific endpoints.", "score": 0, "time_created": "2025-11-07 18:12:32", "time_modified": "2025-11-07 18:12:32", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "What is the title of the newest released song in my Spotify account from across my song, album and playlist libraries?", "when_to_use": "When handling authentication-sensitive operations, validate credential usage against API requirements.", "category": "failure", "created_time": "2025-11-07 18:12:32", "modified_time": "2025-11-07 18:12:32", "extra_info": {"tags": ["authentication", "access token", "API security"], "generalized_query": "Access user-specific data requiring authentication tokens."}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "b1754afcc1bd4e55b2aee5ac5066faf5", "memory_type": "task", "when_to_use": "When integrating multiple APIs for task automation, especially involving authentication and data parsing", "content": "The higher-scoring approach systematically retrieved credentials via supervisor API, maintained proper authentication tokens throughout the workflow, and used precise data parsing (e.g., regex-like splitting of note content). It avoided redundant steps by directly sending payment requests after data extraction, whereas the lower-scoring approach had authentication errors, used inefficient list operations, and included unnecessary checks of sent requests.", "score": 0, "time_created": "2025-11-07 18:12:40", "time_modified": "2025-11-07 18:12:40", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Make payment requests for others with a description note 'Work Dinner'", "when_to_use": "When integrating multiple APIs for task automation, especially involving authentication and data parsing", "category": "comparative", "created_time": "2025-11-07 18:12:40", "modified_time": "2025-11-07 18:12:40", "extra_info": {"tags": ["api-integration", "authentication", "data-parsing", "payment-automation"], "generalized_query": "Automate cross-platform financial transactions using API integrations"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "649e06289ef4469a96c2259d0f2380e7", "memory_type": "task", "when_to_use": "When using third-party credential stores for API authentication", "content": "Implement explicit security checks and audit trails when accessing stored credentials across multiple services", "score": 0, "time_created": "2025-11-07 18:12:41", "time_modified": "2025-11-07 18:12:41", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Retrieve Venmo/Simple Note credentials from supervisor app passwords", "when_to_use": "When using third-party credential stores for API authentication", "category": "failure", "created_time": "2025-11-07 18:12:41", "modified_time": "2025-11-07 18:12:41", "extra_info": {"tags": ["security", "authentication", "credential-management", "api-access"], "generalized_query": "Accessing stored credentials for multi-service API authentication"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "e857e21281a34437bd1907f377a50d00", "memory_type": "task", "when_to_use": "When retrieving chronological data from paginated APIs", "content": "Assuming 'added_at' timestamp represents release date may be incorrect - need to verify if API provides actual release date metadata", "score": 0, "time_created": "2025-11-07 18:12:27", "time_modified": "2025-11-07 18:12:27", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "What is the title of the oldest released song in my Spotify account from across my song, album and playlist libraries?", "when_to_use": "When retrieving chronological data from paginated APIs", "category": "failure", "created_time": "2025-11-07 18:12:27", "modified_time": "2025-11-07 18:12:27", "extra_info": {"tags": ["Spotify", "timestamp", "chronological", "API", "data interpretation"], "generalized_query": "Identify the earliest chronological entry in a user's media library across multiple data sources"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "c33f8643083f46039b48437798a7142c", "memory_type": "task", "when_to_use": "When handling authentication credentials", "content": "Should verify token validity and implement refresh mechanisms for long-running operations", "score": 0, "time_created": "2025-11-07 18:12:27", "time_modified": "2025-11-07 18:12:27", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "What is the title of the oldest released song in my Spotify account from across my song, album and playlist libraries?", "when_to_use": "When handling authentication credentials", "category": "failure", "created_time": "2025-11-07 18:12:27", "modified_time": "2025-11-07 18:12:27", "extra_info": {"tags": ["authentication", "token management", "security", "Spotify API"], "generalized_query": "Accessing user-specific data requiring authentication"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "6865407377bd48f5a953d7b1efc576bb", "memory_type": "task", "when_to_use": "When interacting with APIs that return structured data, especially when keys are assumed based on documentation", "content": "Always validate API response structures before accessing nested keys to avoid KeyError exceptions", "score": 0, "time_created": "2025-11-07 18:12:55", "time_modified": "2025-11-07 18:12:55", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Make payment requests for others with a description note 'Friends Dinner'", "when_to_use": "When interacting with APIs that return structured data, especially when keys are assumed based on documentation", "category": "failure", "created_time": "2025-11-07 18:12:55", "modified_time": "2025-11-07 18:12:55", "extra_info": {"tags": ["api", "response", "validation", "keyerror", "data-extraction"], "generalized_query": "Automate payment requests based on extracted financial data from notes"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "43efb81209fe4f699a958a81b0a4766e", "memory_type": "task", "when_to_use": "When parsing financial data from text-based notes", "content": "Implement data sanitization steps (e.g., currency symbol removal) before type conversion to handle formatting inconsistencies", "score": 0, "time_created": "2025-11-07 18:12:55", "time_modified": "2025-11-07 18:12:55", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Parse note content to extract expense shares", "when_to_use": "When parsing financial data from text-based notes", "category": "failure", "created_time": "2025-11-07 18:12:55", "modified_time": "2025-11-07 18:12:55", "extra_info": {"tags": ["data-parsing", "string-conversion", "financial-data", "formatting"], "generalized_query": "Extract numerical values from formatted text content"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "6c7e58f4f8844fab8733dd1aacec38fc", "memory_type": "task", "when_to_use": "When creating payment requests to external services", "content": "Verify contact existence through phone app integration before initiating payment requests to avoid 409 errors", "score": 0, "time_created": "2025-11-07 18:12:55", "time_modified": "2025-11-07 18:12:55", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Create payment requests for remaining friends", "when_to_use": "When creating payment requests to external services", "category": "failure", "created_time": "2025-11-07 18:12:55", "modified_time": "2025-11-07 18:12:55", "extra_info": {"tags": ["contact-verification", "payment-processing", "error-handling", "user-validation"], "generalized_query": "Execute financial transactions based on contact information"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "f73a8858b0394c3b9b776d34448a017f", "memory_type": "task", "when_to_use": "When extracting credentials or data from structured lists", "content": "Always verify data structure operations - list comprehensions should filter, not compare - and validate credentials before use", "score": 0, "time_created": "2025-11-07 18:13:15", "time_modified": "2025-11-07 18:13:15", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Make payment requests for others with a description note 'Dinner with Colleagues'", "when_to_use": "When extracting credentials or data from structured lists", "category": "failure", "created_time": "2025-11-07 18:13:15", "modified_time": "2025-11-07 18:13:15", "extra_info": {"tags": ["credential_extraction", "data_structure_errors", "validation"], "generalized_query": "Automatically retrieve and validate user credentials from account management systems"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "35e6ba50de7b46d8afbe0a44f6abccc6", "memory_type": "task", "when_to_use": "When handling API authentication tokens", "content": "Always refresh and verify access tokens before critical operations, as tokens may expire or become invalid between requests", "score": 0, "time_created": "2025-11-07 18:13:15", "time_modified": "2025-11-07 18:13:15", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Creating payment request for Travis for $17", "when_to_use": "When handling API authentication tokens", "category": "failure", "created_time": "2025-11-07 18:13:15", "modified_time": "2025-11-07 18:13:15", "extra_info": {"tags": ["api_authentication", "token_expiration", "financial_transactions"], "generalized_query": "Maintain valid authentication tokens for financial transaction APIs"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "549a0d6c4ffe41b398698e596fae245b", "memory_type": "task", "when_to_use": "When preparing payment recipient information", "content": "Use contact management systems to validate recipient identities and obtain proper contact details for payment requests", "score": 0, "time_created": "2025-11-07 18:13:15", "time_modified": "2025-11-07 18:13:15", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Payment request failed due to invalid email format", "when_to_use": "When preparing payment recipient information", "category": "failure", "created_time": "2025-11-07 18:13:15", "modified_time": "2025-11-07 18:13:15", "extra_info": {"tags": ["contact_validation", "payment_recipients", "data_integrity"], "generalized_query": "Verify recipient contact information before initiating financial transactions"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "8099f6e3d9cd4332b86403a3bfdf99bb", "memory_type": "task", "when_to_use": "When retrieving precise transaction data filtered by specific relationships (e.g., roommates) requires cross-app verification", "content": "The higher-scoring approach achieved accuracy by first identifying roommates via the phone app's contact relationships (ensuring verified email addresses) before querying Venmo transactions. This avoided relying on potentially ambiguous transaction descriptions. The lower-scoring approach used a keyword search ('roommate') in Venmo transactions, which risks including unrelated transactions with similar descriptions.", "score": 0, "time_created": "2025-11-07 18:13:17", "time_modified": "2025-11-07 18:13:17", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "How much money have I sent to my roommates on venmo since 1st Jan of this year?", "when_to_use": "When retrieving precise transaction data filtered by specific relationships (e.g., roommates) requires cross-app verification", "category": "comparative", "created_time": "2025-11-07 18:13:17", "modified_time": "2025-11-07 18:13:17", "extra_info": {"tags": ["cross-app", "relationship-verification", "transaction-filtering"], "generalized_query": "Calculating monetary transfers to specific relationship groups across financial platforms"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "63b80ea3e6bd4fcd857a0b4186646152", "memory_type": "task", "when_to_use": "When retrieving financial data with date ranges", "content": "Always validate date parameters against API format requirements (YYYY-MM-DD) and consider time zone implications", "score": 0, "time_created": "2025-11-07 18:13:19", "time_modified": "2025-11-07 18:13:19", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "How much money have I sent to my roommates on venmo since 1st Jan of this year?", "when_to_use": "When retrieving financial data with date ranges", "category": "failure", "created_time": "2025-11-07 18:13:19", "modified_time": "2025-11-07 18:13:19", "extra_info": {"tags": ["date-filtering", "api-parameters", "financial-aggregation"], "generalized_query": "Aggregate financial transactions within specific temporal boundaries"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "4ecaad63525147e4aa91ebcf6e031760", "memory_type": "task", "when_to_use": "When querying paginated API endpoints with filters", "content": "The successful implementation used: 1) Looping through paginated results with page_index increment 2) Applying multiple filters (user_email, min_created_at, direction) in API calls 3) Accumulating results across pages. This ensured complete data collection despite API pagination limits.", "score": 0, "time_created": "2025-11-07 18:13:30", "time_modified": "2025-11-07 18:13:30", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "How much money have I sent to my roommates on venmo since 1st Jan of this year?", "when_to_use": "When querying paginated API endpoints with filters", "category": "success", "created_time": "2025-11-07 18:13:30", "modified_time": "2025-11-07 18:13:30", "extra_info": {"tags": ["pagination", "API filtering", "data aggregation"], "generalized_query": "Retrieve and aggregate data from paginated API endpoints with multiple filters"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "b96ace86ecf54142ae188b5251b65bed", "memory_type": "task", "when_to_use": "When retrieving transaction data filtered by specific users or groups", "content": "Always explicitly filter transactions by recipient identifiers (like email) when the query specifies particular relationships (e.g., 'coworkers') rather than relying solely on transaction direction", "score": 0, "time_created": "2025-11-07 18:13:21", "time_modified": "2025-11-07 18:13:21", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "How much money have I received to my coworkers on venmo since 1st Feb of this year?", "when_to_use": "When retrieving transaction data filtered by specific users or groups", "category": "failure", "created_time": "2025-11-07 18:13:21", "modified_time": "2025-11-07 18:13:21", "extra_info": {"tags": ["venmo", "transactions", "filtering", "coworkers", "api"], "generalized_query": "Calculate aggregated financial transactions between the user and specific contacts over a time period"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "90b030a8f3f9495f950cd15a94de419d", "memory_type": "task", "when_to_use": "When encountering API errors related to credential validation or data filtering", "content": "The agent successfully resolved 401 errors by: 1) Correctly identifying the appropriate username (phone number vs. email), 2) Using the supervisor API to programmatically retrieve stored credentials, and 3) Implementing proper error handling during login attempts. This demonstrates the importance of credential management and API-specific authentication requirements.", "score": 0, "time_created": "2025-11-07 18:13:26", "time_modified": "2025-11-07 18:13:26", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "How much money have I received to my coworkers on venmo since 1st Feb of this year?", "when_to_use": "When encountering API errors related to credential validation or data filtering", "category": "success", "created_time": "2025-11-07 18:13:26", "modified_time": "2025-11-07 18:13:26", "extra_info": {"tags": ["api_authentication", "error_handling", "credential_management"], "generalized_query": "Troubleshoot and resolve API authentication/authorization issues in multi-step data retrieval workflows"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "52e8867417fe4b50818cce0dbac24aa9", "memory_type": "task", "when_to_use": "When needing to follow artists of specific genres across user playlists", "content": "Successful pattern involved: 1) Retrieving user playlists with pagination 2) Extracting song IDs 3) Filtering classical songs via genre check 4) Compiling unique artists 5) Following each artist using access token. Works because it systematically processes music library data through API layers while maintaining deduplication.", "score": 0, "time_created": "2025-11-07 18:13:56", "time_modified": "2025-11-07 18:13:56", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Follow all artists of all classical-genre songs in any of my playlists on Spotify.", "when_to_use": "When needing to follow artists of specific genres across user playlists", "category": "success", "created_time": "2025-11-07 18:13:56", "modified_time": "2025-11-07 18:13:56", "extra_info": {"tags": ["Spotify", "artist follow", "genre filtering", "playlist processing"], "generalized_query": "Automatically follow creators of content matching specific criteria across user libraries"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "13e315f1348443edb048dcbd09784167", "memory_type": "task", "when_to_use": "When developing user preference-driven automation", "content": "Successful decision pattern: Using the supervisor API to complete tasks after achieving goals. The implementation properly maintained authentication tokens across operations and handled API rate limits through paginated requests.", "score": 0, "time_created": "2025-11-07 18:13:56", "time_modified": "2025-11-07 18:13:56", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Follow all artists of all classical-genre songs in any of my playlists on Spotify.", "when_to_use": "When developing user preference-driven automation", "category": "success", "created_time": "2025-11-07 18:13:56", "modified_time": "2025-11-07 18:13:56", "extra_info": {"tags": ["user preferences", "social connections", "task automation"], "generalized_query": "Automate social connections based on user content preferences"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "49a9cebcbbbc49a7b6885f182f9c00ff", "memory_type": "task", "when_to_use": "When working with nested API data structures", "content": "Always verify API response schema structure before accessing nested fields to prevent KeyErrors", "score": 0, "time_created": "2025-11-07 18:14:05", "time_modified": "2025-11-07 18:14:05", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Follow all artists of all classical-genre songs in any of my playlists on Spotify.", "when_to_use": "When working with nested API data structures", "category": "failure", "created_time": "2025-11-07 18:14:05", "modified_time": "2025-11-07 18:14:05", "extra_info": {"tags": ["api_schema", "data_extraction", "keyerror", "field_validation"], "generalized_query": "Extract data from API responses with explicit field validation"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "adead082dcad46a7ae08d7751d5ca705", "memory_type": "task", "when_to_use": "When retrieving specific account details from a list of accounts", "content": "Use generator expressions with next() instead of list comprehensions for single-item retrieval to avoid type errors", "score": 0, "time_created": "2025-11-07 18:13:52", "time_modified": "2025-11-07 18:13:52", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "How much money have I sent or received to my roommates on venmo since 1st Mar of this year?", "when_to_use": "When retrieving specific account details from a list of accounts", "category": "failure", "created_time": "2025-11-07 18:13:52", "modified_time": "2025-11-07 18:13:52", "extra_info": {"tags": ["password", "retrieval", "list", "comprehension", "type", "error"], "generalized_query": "Extracting specific user credentials from a list of stored account passwords"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "b4e11f87ed2a4eb2a7e04050060bdcb0", "memory_type": "task", "when_to_use": "When executing multi-step API workflows", "content": "Always validate API response success states before proceeding with subsequent operations", "score": 0, "time_created": "2025-11-07 18:13:52", "time_modified": "2025-11-07 18:13:52", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "How much money have I sent or received to my roommates on venmo since 1st Mar of this year?", "when_to_use": "When executing multi-step API workflows", "category": "failure", "created_time": "2025-11-07 18:13:52", "modified_time": "2025-11-07 18:13:52", "extra_info": {"tags": ["api", "authentication", "validation", "error", "handling", "workflow"], "generalized_query": "Authenticating and querying financial data from secure platforms"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "a21704576994421d88da1b793775c9b8", "memory_type": "task", "when_to_use": "When submitting task answers to external systems with strict data type requirements", "content": "Always validate data types against API specifications before submission, as type mismatches cause validation errors even if content is logically correct.", "score": 0, "time_created": "2025-11-07 18:14:27", "time_modified": "2025-11-07 18:14:27", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Follow all artists of all indie-genre songs in any of my playlists on Spotify.", "when_to_use": "When submitting task answers to external systems with strict data type requirements", "category": "failure", "created_time": "2025-11-07 18:14:27", "modified_time": "2025-11-07 18:14:27", "extra_info": {"tags": ["data", "validation", "api", "type", "error"], "generalized_query": "Executing task completion with data type validation requirements"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "c0a07b20a3ba49c8a560228f540e02af", "memory_type": "task", "when_to_use": "When needing to follow all artists of a specific genre across playlists", "content": "Successfully retrieved user playlists, extracted song metadata, identified artist IDs through nested API calls, and executed bulk follow operations. The critical pattern was combining playlist traversal with genre-based search to ensure comprehensive artist discovery.", "score": 0, "time_created": "2025-11-07 18:14:30", "time_modified": "2025-11-07 18:14:30", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Follow all artists of all indie-genre songs in any of my playlists on Spotify", "when_to_use": "When needing to follow all artists of a specific genre across playlists", "category": "success", "created_time": "2025-11-07 18:14:30", "modified_time": "2025-11-07 18:14:30", "extra_info": {"tags": ["Spotify", "artist follow", "playlist analysis", "genre filtering"], "generalized_query": "Automatically follow all creators associated with content matching a specific criterion across user libraries"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "d5a0a725d51041b1bc970ea480732d17", "memory_type": "task", "when_to_use": "When executing bulk operations requiring access tokens", "content": "Maintained consistent use of access token throughout operations after initial login. The pattern of storing authentication results and reusing them for subsequent API calls ensured secure and continuous session management.", "score": 0, "time_created": "2025-11-07 18:14:30", "time_modified": "2025-11-07 18:14:30", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Follow multiple artists using Spotify API", "when_to_use": "When executing bulk operations requiring access tokens", "category": "success", "created_time": "2025-11-07 18:14:30", "modified_time": "2025-11-07 18:14:30", "extra_info": {"tags": ["authentication", "bulk operations", "token management"], "generalized_query": "Perform authenticated bulk actions on social media platforms"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "68d562d85dac4b5c9c7672397110e92a", "memory_type": "task", "when_to_use": "When parsing file content for numerical data in bill files", "content": "Assumptions about file content format can lead to parsing failures; always verify file structure before extraction", "score": 0, "time_created": "2025-11-07 18:14:45", "time_modified": "2025-11-07 18:14:45", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "What is the total cost of my internet bills for this year? The bills are in \"~/bills/\" directory of my file system.", "when_to_use": "When parsing file content for numerical data in bill files", "category": "failure", "created_time": "2025-11-07 18:14:45", "modified_time": "2025-11-07 18:14:45", "extra_info": {"tags": ["file parsing", "data extraction", "bill calculation"], "generalized_query": "Extracting numerical values from structured text files in a directory"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "31801580604747f9b9065d7c6f90751c", "memory_type": "task", "when_to_use": "When accessing directory contents with API calls", "content": "Recursive directory traversal parameters may need adjustment based on actual directory structure", "score": 0, "time_created": "2025-11-07 18:14:45", "time_modified": "2025-11-07 18:14:45", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Extracting bill files from the \"~/bills/\" directory", "when_to_use": "When accessing directory contents with API calls", "category": "failure", "created_time": "2025-11-07 18:14:45", "modified_time": "2025-11-07 18:14:45", "extra_info": {"tags": ["directory traversal", "API pagination", "file listing"], "generalized_query": "Retrieving file listings from a file system API"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "10a5fdc559dd43d4ad77e0030f796bfd", "memory_type": "task", "when_to_use": "When extracting numerical data from text fields that include currency symbols or non-numeric characters", "content": "Always preprocess text-based numerical values by removing currency symbols and non-numeric characters before conversion to float", "score": 0, "time_created": "2025-11-07 18:14:47", "time_modified": "2025-11-07 18:14:47", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "What is the total cost of my electricity bills for this year? The bills are in \"~/bills/\" directory of my file system.", "when_to_use": "When extracting numerical data from text fields that include currency symbols or non-numeric characters", "category": "failure", "created_time": "2025-11-07 18:14:47", "modified_time": "2025-11-07 18:14:47", "extra_info": {"tags": ["numerical parsing", "currency symbols", "text processing", "data extraction"], "generalized_query": "Extracting numerical values from text content containing non-numeric characters"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "755774339d23487fa134adff8398d4bd", "memory_type": "task", "when_to_use": "When retrieving specific values from list comprehensions or generator expressions", "content": "Use generator expressions with next() instead of list comprehensions when expecting single-value returns to avoid boolean misinterpretation", "score": 0, "time_created": "2025-11-07 18:14:47", "time_modified": "2025-11-07 18:14:47", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Extracting the file_system password from the supervisor's account passwords", "when_to_use": "When retrieving specific values from list comprehensions or generator expressions", "category": "failure", "created_time": "2025-11-07 18:14:47", "modified_time": "2025-11-07 18:14:47", "extra_info": {"tags": ["list comprehension", "generator expression", "single-value retrieval", "boolean error"], "generalized_query": "Retrieving specific items from collections using conditional logic"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "04352eeb7cac4b58aa2ddbd34d11bed2", "memory_type": "task", "when_to_use": "When handling API response data with mixed file types (text vs binary)", "content": "Always verify file content type before parsing and implement content-type aware processing workflows", "score": 0, "time_created": "2025-11-07 18:14:47", "time_modified": "2025-11-07 18:14:47", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Summing electricity bill amounts from files in ~/bills/electricity directory", "when_to_use": "When handling API response data with mixed file types (text vs binary)", "category": "failure", "created_time": "2025-11-07 18:14:47", "modified_time": "2025-11-07 18:14:47", "extra_info": {"tags": ["file type detection", "binary data handling", "content validation", "directory processing"], "generalized_query": "Processing mixed file types in directory listings"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "3d74bfd77c1e48928e5de871bccc8829", "memory_type": "task", "when_to_use": "When filtering songs by genre to follow artists", "content": "Always explicitly filter search results by genre parameter rather than relying on playlist metadata which may not contain accurate genre tags", "score": 0, "time_created": "2025-11-07 18:14:26", "time_modified": "2025-11-07 18:14:26", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Follow all artists of all reggae-genre songs in any of my playlists on Spotify.", "when_to_use": "When filtering songs by genre to follow artists", "category": "failure", "created_time": "2025-11-07 18:14:26", "modified_time": "2025-11-07 18:14:26", "extra_info": {"tags": ["spotify", "genre-filtering", "artist-follow", "api-calls"], "generalized_query": "Follow artists based on song genre filters across user playlists"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "610018bacfe24f6186b1960820ab8bda", "memory_type": "task", "when_to_use": "When executing API calls with string parameters", "content": "Always validate string literals and ensure proper syntax termination in API request construction to prevent execution failures", "score": 0, "time_created": "2025-11-07 18:14:26", "time_modified": "2025-11-07 18:14:26", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "I'll now follow the artist associated with this song.", "when_to_use": "When executing API calls with string parameters", "category": "failure", "created_time": "2025-11-07 18:14:26", "modified_time": "2025-11-07 18:14:26", "extra_info": {"tags": ["syntax-error", "api-execution", "string-formatting"], "generalized_query": "Execute API operations with properly formatted string parameters"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "448b84d0991d4a98b6c3b60e0e346a9c", "memory_type": "task", "when_to_use": "When accessing protected file system resources requiring authentication tokens", "content": "The higher-scoring approach ensured consistent use of access tokens across all API calls after login, avoiding authentication errors. It also implemented precise year-filtering (2023) during file selection, whereas the lower-scoring approach initially omitted the access token and included 2022 files in the calculation. The higher approach's strict filtering and token management prevented both authorization failures and data inclusion errors.", "score": 0, "time_created": "2025-11-07 18:15:19", "time_modified": "2025-11-07 18:15:19", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "What is the total cost of my cable bills for this year? The bills are in \"~/bills/\" directory of my file system.", "when_to_use": "When accessing protected file system resources requiring authentication tokens", "category": "comparative", "created_time": "2025-11-07 18:15:19", "modified_time": "2025-11-07 18:15:19", "extra_info": {"tags": ["file_system", "access_token", "year_filtering", "authentication"], "generalized_query": "Calculate total expenses from specific files in a protected directory"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "77331e27e4d144e89cd5f7feb17484a7", "memory_type": "task", "when_to_use": "When parsing structured text files for financial data", "content": "Reliable data extraction requires explicit validation of file format consistency. Assume no uniformity in file structures unless explicitly documented.", "score": 0, "time_created": "2025-11-07 18:15:21", "time_modified": "2025-11-07 18:15:21", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Extracting total_amount from cable bill files with consistent formatting", "when_to_use": "When parsing structured text files for financial data", "category": "failure", "created_time": "2025-11-07 18:15:21", "modified_time": "2025-11-07 18:15:21", "extra_info": {"tags": ["text_parsing", "financial_data", "file_content", "format_assumptions"], "generalized_query": "Extracting numerical values from semi-structured text documents"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "3f8443edfac34d6f9cbc302e0eebb2cf", "memory_type": "task", "when_to_use": "When interacting with supervisor task management system", "content": "Always confirm task completion requirements (format, units, precision) before submission. Verify the target API endpoint's expected response format.", "score": 0, "time_created": "2025-11-07 18:15:21", "time_modified": "2025-11-07 18:15:21", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Completing supervisor task with calculated total_cost", "when_to_use": "When interacting with supervisor task management system", "category": "failure", "created_time": "2025-11-07 18:15:21", "modified_time": "2025-11-07 18:15:21", "extra_info": {"tags": ["task_completion", "supervisor_api", "answer_format", "validation"], "generalized_query": "Submitting task results through supervisor API endpoints"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "a04cffae310141fea7122ebd57bcdc9c", "memory_type": "task", "when_to_use": "When interacting with APIs that require precise parameter naming and validation", "content": "Always verify API parameter names against documentation to avoid validation errors caused by incorrect parameter naming conventions.", "score": 0, "time_created": "2025-11-07 18:15:36", "time_modified": "2025-11-07 18:15:36", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Arrange my \"~/photographs/vacations/\" directory by organizing the photos from three vacations.", "when_to_use": "When interacting with APIs that require precise parameter naming and validation", "category": "failure", "created_time": "2025-11-07 18:15:36", "modified_time": "2025-11-07 18:15:36", "extra_info": {"tags": ["API parameters", "validation errors", "file organization"], "generalized_query": "Organizing files into subdirectories based on metadata criteria"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "a73cda1e1f0a4b28895c5d63c58e0eb0", "memory_type": "task", "when_to_use": "When performing bulk file operations after directory structure modifications", "content": "Verify source file existence before operations when directory structures may change dynamically during execution.", "score": 0, "time_created": "2025-11-07 18:15:36", "time_modified": "2025-11-07 18:15:36", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Move them into sub-directories named after their respective vacation spots", "when_to_use": "When performing bulk file operations after directory structure modifications", "category": "failure", "created_time": "2025-11-07 18:15:36", "modified_time": "2025-11-07 18:15:36", "extra_info": {"tags": ["file existence check", "directory structure", "bulk operations"], "generalized_query": "Relocating files to new directory structures"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "81c96cb84e0c4bf6b7f4750cb4bddbce", "memory_type": "task", "when_to_use": "When authenticating to a protected API without an access token", "content": "Successfully retrieved stored credentials from supervisor API, authenticated via login endpoint, and used access token for subsequent operations. This ensures secure access to file system operations when initial requests fail due to missing authentication.", "score": 0, "time_created": "2025-11-07 18:15:47", "time_modified": "2025-11-07 18:15:47", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Arrange my \"~/photographs/vacations/\" directory by organizing the photos from three vacations.", "when_to_use": "When authenticating to a protected API without an access token", "category": "success", "created_time": "2025-11-07 18:15:47", "modified_time": "2025-11-07 18:15:47", "extra_info": {"tags": ["authentication", "supervisor", "credentials", "file_system"], "generalized_query": "Organize files in a directory using authentication credentials stored in a supervisor system"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "ecfee4f847a0458c82855d0bb32a02c6", "memory_type": "task", "when_to_use": "When categorizing files based on metadata timestamps", "content": "Extracted creation dates from file metadata, used date ranges (Feb/Mar 2023) to categorize files into vacation-specific groups. This approach leverages temporal metadata for automated file classification, ensuring accurate organization without manual tagging.", "score": 0, "time_created": "2025-11-07 18:15:47", "time_modified": "2025-11-07 18:15:47", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Arrange my \"~/photographs/vacations/\" directory by organizing the photos from three vacations.", "when_to_use": "When categorizing files based on metadata timestamps", "category": "success", "created_time": "2025-11-07 18:15:47", "modified_time": "2025-11-07 18:15:47", "extra_info": {"tags": ["metadata", "categorization", "timestamp", "file_organization"], "generalized_query": "Categorize files into date-based groups using metadata extraction"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "5e1594692d9d48feae1808e29ce0ec31", "memory_type": "task", "when_to_use": "When interacting with protected APIs requiring authentication tokens", "content": "Always verify authentication status and include required tokens in API requests to avoid 401 Unauthorized errors", "score": 0, "time_created": "2025-11-07 18:15:54", "time_modified": "2025-11-07 18:15:54", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Arrange my \"~/photographs/vacations/\" directory by organizing the photos from three vacations", "when_to_use": "When interacting with protected APIs requiring authentication tokens", "category": "failure", "created_time": "2025-11-07 18:15:54", "modified_time": "2025-11-07 18:15:54", "extra_info": {"tags": ["file_system", "authentication", "access_token", "API"], "generalized_query": "Organizing files in a directory using API operations with authentication requirements"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "cbb22db769fb42e3affd42130e5c2640", "memory_type": "task", "when_to_use": "When parsing file metadata for organizational tasks", "content": "Reliance on file naming conventions for date parsing is error-prone; use API metadata endpoints (like show_file) for accurate creation date information", "score": 0, "time_created": "2025-11-07 18:15:54", "time_modified": "2025-11-07 18:15:54", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "The files created in March and April of this year correspond to Rome and Santorini, respectively", "when_to_use": "When parsing file metadata for organizational tasks", "category": "failure", "created_time": "2025-11-07 18:15:54", "modified_time": "2025-11-07 18:15:54", "extra_info": {"tags": ["file_metadata", "date_parsing", "API_data"], "generalized_query": "Categorizing files based on metadata with API-driven date validation"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "f55ca8053e254be5a443e8c527ca2350", "memory_type": "task", "when_to_use": "When organizing files into directories based on metadata-driven rules requiring API authentication", "content": "Successful execution required: 1) Proper authentication flow (login + token usage), 2) Using file metadata (created_at) rather than filename patterns for date determination, 3) Correct API parameter mapping (source_file_path/destination_file_path). The agent demonstrated adaptability by switching from filename parsing to metadata extraction after encountering format inconsistencies.", "score": 0, "time_created": "2025-11-07 18:15:54", "time_modified": "2025-11-07 18:15:54", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Arrange my \"~/photographs/vacations/\" directory by organizing the photos from three vacations. The files created in January and April of this year correspond to Athens and Seoul, respectively, while the others are from Paris. Move them into sub-directories named after their respective vacation spots, maintaining the original file names.", "when_to_use": "When organizing files into directories based on metadata-driven rules requiring API authentication", "category": "success", "created_time": "2025-11-07 18:15:54", "modified_time": "2025-11-07 18:15:54", "extra_info": {"tags": ["file_organization", "api_authentication", "metadata_parsing", "directory_management"], "generalized_query": "Organize files into directories based on metadata (creation date) with API-based authentication and folder structure management"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "d2ef322a67ba41d1be9e6d7bdf984f0f", "memory_type": "task", "when_to_use": "When creating directories with potential parent directory dependencies", "content": "Use recursive=True parameter when creating directories to ensure parent directories are automatically created if they don't exist.", "score": 0, "time_created": "2025-11-07 18:15:59", "time_modified": "2025-11-07 18:15:59", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Move them into sub-directories named after their respective vacation spots", "when_to_use": "When creating directories with potential parent directory dependencies", "category": "failure", "created_time": "2025-11-07 18:15:59", "modified_time": "2025-11-07 18:15:59", "extra_info": {"tags": ["directory_creation", "recursive_parameter", "path_validation", "422_error"], "generalized_query": "Creating nested directory structures"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "61023a4aa2854422af183a5f831a21bb", "memory_type": "task", "when_to_use": "When interacting with protected APIs requiring authentication tokens", "content": "The higher-scoring approach consistently included access_token in all required API calls and properly handled token acquisition/refresh workflows. The lower-scoring approach had multiple authentication failures due to missing tokens and incorrect parameter passing in API requests.", "score": 0, "time_created": "2025-11-07 18:16:01", "time_modified": "2025-11-07 18:16:01", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Arrange my \"~/photographs/vacations/\" directory by organizing the photos from three vacations... Move them into sub-directories named after their respective vacation spots, maintaining the original file names.", "when_to_use": "When interacting with protected APIs requiring authentication tokens", "category": "comparative", "created_time": "2025-11-07 18:16:01", "modified_time": "2025-11-07 18:16:01", "extra_info": {"tags": ["authentication", "api_parameters", "error_resolution", "token_management"], "generalized_query": "Securely access and manipulate file systems through authenticated API calls"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "d4550059f806474080e83a7801e0902f", "memory_type": "task", "when_to_use": "When removing items based on release date rather than addition date in a library system", "content": "The higher-scoring approach correctly identified that 'added_at' in the library does not indicate release date, and used the 'show_song' API to fetch accurate release dates. This ensured removal criteria matched the task requirements. The lower-scoring approach incorrectly relied on 'added_at' without verifying release dates, leading to incomplete/potentially incorrect removals.", "score": 0, "time_created": "2025-11-07 18:16:08", "time_modified": "2025-11-07 18:16:08", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Remove all songs from my Spotify song library and playlists that were released before 2021 year", "when_to_use": "When removing items based on release date rather than addition date in a library system", "category": "comparative", "created_time": "2025-11-07 18:16:08", "modified_time": "2025-11-07 18:16:08", "extra_info": {"tags": ["release_date", "metadata_accuracy", "library_cleanup", "api_call"], "generalized_query": "Remove items from a library/playlists based on metadata (e.g., release date) rather than timestamps of addition"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "04a86ae2669f4b8496b7cf001538c0a0", "memory_type": "task", "when_to_use": "When interacting with API documentation", "content": "Avoid redundant API documentation queries - retrieve and analyze API descriptions once, then use the information for subsequent operations rather than repeatedly fetching the same data", "score": 0, "time_created": "2025-11-07 18:16:03", "time_modified": "2025-11-07 18:16:03", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Remove all songs from my Spotify song library and playlists that were released before 2021 year", "when_to_use": "When interacting with API documentation", "category": "failure", "created_time": "2025-11-07 18:16:03", "modified_time": "2025-11-07 18:16:03", "extra_info": {"tags": ["API documentation", "redundant calls", "Spotify API", "efficiency"], "generalized_query": "Access and utilize API documentation effectively"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "f29d0bfe5e804de79eeba76ac4daccd2", "memory_type": "task", "when_to_use": "When modifying user data across multiple endpoints", "content": "Validate cross-component operations with transactional safeguards to prevent partial updates and maintain data consistency", "score": 0, "time_created": "2025-11-07 18:16:14", "time_modified": "2025-11-07 18:16:14", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Remove songs from both library and playlists", "when_to_use": "When modifying user data across multiple endpoints", "category": "failure", "created_time": "2025-11-07 18:16:14", "modified_time": "2025-11-07 18:16:14", "extra_info": {"tags": ["data_modification", "cross_component_operations", "consistency_check"], "generalized_query": "Perform coordinated data modifications across related system components"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "3d7fed358b2a4da48ac9e55305fa348e", "memory_type": "task", "when_to_use": "When interacting with protected APIs that require authentication tokens", "content": "Always verify API authentication requirements and ensure valid access tokens are included in requests", "score": 0, "time_created": "2025-11-07 18:16:47", "time_modified": "2025-11-07 18:16:47", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Start playing a playlist on Spotify that has enough songs for my workout today", "when_to_use": "When interacting with protected APIs that require authentication tokens", "category": "failure", "created_time": "2025-11-07 18:16:47", "modified_time": "2025-11-07 18:16:47", "extra_info": {"tags": ["authentication", "access_token", "401_error", "API_security"], "generalized_query": "Accessing protected resources through API authentication"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "141c33587fcf4657af3bccd6882077c3", "memory_type": "task", "when_to_use": "When integrating with APIs that require authentication tokens and handling playlist creation/searching in music streaming services", "content": "The higher-scoring approach achieved success by leveraging existing playlists through efficient API querying rather than creating new ones. It correctly handled authentication flow, used generator expressions for password lookup, and directly utilized a pre-existing 'K-Pop Kingdom' playlist with one song (instead of creating a new one). This avoided errors from playlist creation parameters and reduced API calls compared to the lower-scoring approach which required multiple search_songs calls.", "score": 0, "time_created": "2025-11-07 18:16:55", "time_modified": "2025-11-07 18:16:55", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Start playing a playlist on Spotify that has enough songs for my workout today. I do not want to have to change the playlist in the middle of my workout.", "when_to_use": "When integrating with APIs that require authentication tokens and handling playlist creation/searching in music streaming services", "category": "comparative", "created_time": "2025-11-07 18:16:55", "modified_time": "2025-11-07 18:16:55", "extra_info": {"tags": ["spotify", "playlist", "authentication", "api-optimization", "existing-resources"], "generalized_query": "Automatically select and play a pre-existing music playlist that matches a user's activity requirements without manual intervention"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "bcaca96defc546899feecd3ad134a250", "memory_type": "task", "when_to_use": "When filtering songs or playlists based on release dates", "content": "Always verify the exact date field (e.g., release_date vs. added_at) when filtering by release year to avoid incorrect assumptions about item age", "score": 0, "time_created": "2025-11-07 18:16:45", "time_modified": "2025-11-07 18:16:45", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Remove all songs from my Spotify song library and playlists that were released in or before 2021 year.", "when_to_use": "When filtering songs or playlists based on release dates", "category": "failure", "created_time": "2025-11-07 18:16:45", "modified_time": "2025-11-07 18:16:45", "extra_info": {"tags": ["date filtering", "Spotify API", "song metadata"], "generalized_query": "Remove items from a music library/playlists based on release date criteria"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "79033419d1ad4efba99e3841bf40451e", "memory_type": "task", "when_to_use": "When executing API operations in code sequences", "content": "Avoid including natural language comments in code execution sequences as they cause syntax errors in API call execution environments", "score": 0, "time_created": "2025-11-07 18:16:45", "time_modified": "2025-11-07 18:16:45", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Check the playlists next to ensure we remove any songs from there as well.", "when_to_use": "When executing API operations in code sequences", "category": "failure", "created_time": "2025-11-07 18:16:45", "modified_time": "2025-11-07 18:16:45", "extra_info": {"tags": ["code syntax", "API execution", "error prevention"], "generalized_query": "Execute API calls to modify music library contents"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "f4d3d9af9f8c4a67a1fda2c258d00f24", "memory_type": "task", "when_to_use": "When working with paginated API endpoints and nested collections", "content": "Implement explicit type checking and structure validation when working with paginated API results to avoid index errors and data mismatches.", "score": 0, "time_created": "2025-11-07 18:16:48", "time_modified": "2025-11-07 18:16:48", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Remove all songs from my Spotify song library and playlists that were released in or before 2021 year.", "when_to_use": "When working with paginated API endpoints and nested collections", "category": "failure", "created_time": "2025-11-07 18:16:48", "modified_time": "2025-11-07 18:16:48", "extra_info": {"tags": ["pagination", "API-calls", "data-validation", "Spotify", "collection-modification"], "generalized_query": "Process and modify items across multiple API endpoints with pagination support"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "1a7f2fb855a341c3aaf037aed3cb3c05", "memory_type": "task", "when_to_use": "When accessing protected APIs requires authentication tokens and credentials are stored in a supervisor app", "content": "Successfully retrieved authentication credentials from supervisor app, used them to login to target app (simple_note/spotify), and handled 401 errors by implementing proper token-based authentication flow. This pattern ensures secure access to user data across applications.", "score": 0, "time_created": "2025-11-07 18:16:50", "time_modified": "2025-11-07 18:16:50", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Start playing a playlist on Spotify that has enough songs for my workout today", "when_to_use": "When accessing protected APIs requires authentication tokens and credentials are stored in a supervisor app", "category": "success", "created_time": "2025-11-07 18:16:50", "modified_time": "2025-11-07 18:16:50", "extra_info": {"tags": ["authentication", "token", "supervisor", "api-access"], "generalized_query": "Accessing user-specific data across apps requiring authentication"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "1949b411b2a243edad4e0d5517aeb4bc", "memory_type": "task", "when_to_use": "When parsing API response data structures", "content": "Always validate API response structure before accessing nested attributes, using conditional checks for key existence", "score": 0, "time_created": "2025-11-07 18:16:57", "time_modified": "2025-11-07 18:16:57", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Extract exercise names and durations from the workout plan", "when_to_use": "When parsing API response data structures", "category": "failure", "created_time": "2025-11-07 18:16:57", "modified_time": "2025-11-07 18:16:57", "extra_info": {"tags": ["API", "data structure", "error handling", "Spotify"], "generalized_query": "Handling nested or unexpected data structures in API responses"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "ca140783f645427296950f9cc3a086a6", "memory_type": "task", "when_to_use": "When managing playlist content duplication", "content": "Implement pre-addition existence checks for playlist items using API verification before attempting to add duplicates", "score": 0, "time_created": "2025-11-07 18:16:57", "time_modified": "2025-11-07 18:16:57", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Add songs to the workout playlist", "when_to_use": "When managing playlist content duplication", "category": "failure", "created_time": "2025-11-07 18:16:57", "modified_time": "2025-11-07 18:16:57", "extra_info": {"tags": ["playlist", "duplicate check", "Spotify", "error prevention"], "generalized_query": "Avoiding duplicate content in playlist management"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "c380a0d3efa640f485475f0813e4d73f", "memory_type": "task", "when_to_use": "When interacting with APIs that have evolving or complex data structures", "content": "Always verify API response schemas before accessing nested fields, as key names (e.g., 'release_date' vs 'added_at') and data structures (e.g., 'songs' array vs 'song_ids' list) can differ from initial assumptions", "score": 0, "time_created": "2025-11-07 18:16:36", "time_modified": "2025-11-07 18:16:36", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Remove all songs from my Spotify song library and playlists that were released after 2021 year", "when_to_use": "When interacting with APIs that have evolving or complex data structures", "category": "failure", "created_time": "2025-11-07 18:16:36", "modified_time": "2025-11-07 18:16:36", "extra_info": {"tags": ["API schema validation", "date filtering", "playlist management"], "generalized_query": "Modify music library content based on temporal metadata filters"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "d33ffdd9a63c41569d4e66479f4ac3af", "memory_type": "task", "when_to_use": "When executing multi-step data modification workflows", "content": "Validate intermediate results at each transformation step to catch schema mismatches early, especially when dealing with temporal data and collection updates", "score": 0, "time_created": "2025-11-07 18:16:36", "time_modified": "2025-11-07 18:16:36", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Remove songs from library and update playlists", "when_to_use": "When executing multi-step data modification workflows", "category": "failure", "created_time": "2025-11-07 18:16:36", "modified_time": "2025-11-07 18:16:36", "extra_info": {"tags": ["workflow validation", "temporal filtering", "data consistency"], "generalized_query": "Execute coordinated data modifications across related system components"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "c533dc6c4a1042c9831fc9bdd9bd5c5a", "memory_type": "task", "when_to_use": "When handling nested data structures or API responses with heterogeneous data types, especially when filtering or validating collections.", "content": "The higher-scoring approach resolved a critical TypeError by correctly interpreting album['song_ids'] (a list of integers) rather than attempting to subscript individual song_id keys. This demonstrated precise understanding of API response schemas and data types, ensuring compatibility between downloaded_song_ids (a set of integers) and album song ID validation logic.", "score": 0, "time_created": "2025-11-07 18:17:42", "time_modified": "2025-11-07 18:17:42", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Identify songs to keep (liked or downloaded) and albums to keep (all songs downloaded)", "when_to_use": "When handling nested data structures or API responses with heterogeneous data types, especially when filtering or validating collections.", "category": "comparative", "created_time": "2025-11-07 18:17:42", "modified_time": "2025-11-07 18:17:42", "extra_info": {"tags": ["data-type-validation", "nested-conditions", "api-pagination", "set-operations"], "generalized_query": "Filtering data based on nested conditions in paginated API responses"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "95689c6de5154563b8fe0c6fcfebe818", "memory_type": "task", "when_to_use": "When implementing bulk removal operations with conditional dependencies between data entities", "content": "The higher-scoring approach ensured complete data retrieval through proper pagination handling (while True loop with page_index increment) before performing deletions. This guaranteed comprehensive coverage of all library items, unlike the lower-scoring approach which might have missed partial results from incomplete pagination. The use of set.union() for combining criteria also demonstrated optimized filtering logic.", "score": 0, "time_created": "2025-11-07 18:17:42", "time_modified": "2025-11-07 18:17:42", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Remove songs not in songs_to_keep and albums not in albums_to_keep", "when_to_use": "When implementing bulk removal operations with conditional dependencies between data entities", "category": "comparative", "created_time": "2025-11-07 18:17:42", "modified_time": "2025-11-07 18:17:42", "extra_info": {"tags": ["bulk-operations", "conditional-deletion", "pagination-handling", "data-completeness"], "generalized_query": "Conditional bulk deletion with cross-entity validation"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "6234bcb8f8144a31a6da2f819d0005aa", "memory_type": "task", "when_to_use": "When interacting with APIs that require authentication tokens", "content": "Authentication must be explicitly handled before making API calls that require access tokens. Failing to retrieve or verify the access token upfront leads to immediate execution failures.", "score": 0, "time_created": "2025-11-07 18:17:47", "time_modified": "2025-11-07 18:17:47", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "I need to cleanup my Spotify libraries. Keep only those songs and albums in my song and album library, respectively, that I have liked or downloaded, and remove the rest. An album is downloaded if all songs in it are downloaded. Keep my playlist library as is for now.", "when_to_use": "When interacting with APIs that require authentication tokens", "category": "failure", "created_time": "2025-11-07 18:17:47", "modified_time": "2025-11-07 18:17:47", "extra_info": {"tags": ["authentication", "access_token", "API", "Spotify", "error_handling"], "generalized_query": "Executing operations on a music library requiring API authentication and data filtering"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "63eed26d11b34483bca4c5f84c5f432f", "memory_type": "task", "when_to_use": "When accessing protected APIs requires authentication and the user has stored credentials in a supervisor app", "content": "Successful authentication flow required retrieving stored passwords from supervisor app, using them to login via API, and handling token-based authentication. This pattern ensures secure access to protected endpoints when credentials are centralized.", "score": 0, "time_created": "2025-11-07 18:17:36", "time_modified": "2025-11-07 18:17:36", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Start playing a playlist on Spotify that has enough songs for my workout today", "when_to_use": "When accessing protected APIs requires authentication and the user has stored credentials in a supervisor app", "category": "success", "created_time": "2025-11-07 18:17:36", "modified_time": "2025-11-07 18:17:36", "extra_info": {"tags": ["authentication", "credential_retrieval", "token_based_auth"], "generalized_query": "Authenticate and retrieve resources from a service using stored credentials"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "4840e7ccf9424fd0b810295650b7b110", "memory_type": "task", "when_to_use": "When selecting resources from a list requires filtering based on content availability", "content": "Effective filtering of playlists by checking song_ids length ensured selection of non-empty playlists. This approach prevents selecting invalid/empty resources and ensures functional outcomes.", "score": 0, "time_created": "2025-11-07 18:17:36", "time_modified": "2025-11-07 18:17:36", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "The workout plan is in Simple Note", "when_to_use": "When selecting resources from a list requires filtering based on content availability", "category": "success", "created_time": "2025-11-07 18:17:36", "modified_time": "2025-11-07 18:17:36", "extra_info": {"tags": ["resource_filtering", "validity_check", "content_availability"], "generalized_query": "Filter and select valid resources from a collection based on content criteria"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "f0dc9b02690f4d36a7d2b6250d1b5d68", "memory_type": "task", "when_to_use": "When interacting with API endpoints that require strict parameter formatting", "content": "Always validate API parameter requirements against documented specifications, including type constraints and format expectations (e.g., integer vs string, list structures). Repeated type conversion attempts without success indicate a fundamental mismatch between data format and API expectations.", "score": 0, "time_created": "2025-11-07 18:18:01", "time_modified": "2025-11-07 18:18:01", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Start playing a playlist on Spotify that has enough songs for my workout today. I do not want to have to change the playlist in the middle of my workout.", "when_to_use": "When interacting with API endpoints that require strict parameter formatting", "category": "failure", "created_time": "2025-11-07 18:18:01", "modified_time": "2025-11-07 18:18:01", "extra_info": {"tags": ["api_validation", "parameter_formatting", "spotify_integration"], "generalized_query": "Automatically generate and populate a music playlist based on user-defined criteria from external data sources"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "2539bd8d05e94e8bb797d50c27d422f1", "memory_type": "task", "when_to_use": "When needing to filter digital media libraries based on user engagement metrics (likes/downloads) with nested dependencies (e.g., albums requiring all songs to be downloaded)", "content": "Successful implementation of nested filtering logic: 1) Used set operations for O(1) lookups to identify songs/albums to keep 2) Implemented album validation by checking if all constituent songs were downloaded 3) Systematically removed non-compliant items using API operations. This approach ensured data integrity while respecting user-defined dependency rules.", "score": 0, "time_created": "2025-11-07 18:18:09", "time_modified": "2025-11-07 18:18:09", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "I need to cleanup my Spotify libraries. Keep only those songs and albums in my song and album library, respectively, that I have liked or downloaded, and remove the rest. An album is downloaded if all songs in it are downloaded. Keep my playlist library as is for now.", "when_to_use": "When needing to filter digital media libraries based on user engagement metrics (likes/downloads) with nested dependencies (e.g., albums requiring all songs to be downloaded)", "category": "success", "created_time": "2025-11-07 18:18:09", "modified_time": "2025-11-07 18:18:09", "extra_info": {"tags": ["Spotify API", "library cleanup", "set operations", "nested filtering", "album validation"], "generalized_query": "Filter a media library to retain items based on user engagement (likes/downloads) with composite rules for dependent items"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "0e89c1196f0b4d4bbcd83c400240e5c2", "memory_type": "task", "when_to_use": "When needing to filter user libraries based on intersection of multiple criteria (e.g., liked + downloaded items)", "content": "Successfully used set intersections to identify retention candidates (songs/albums that are both liked and downloaded). Implemented pagination handling to ensure complete data retrieval from APIs. Used functional checks (e.g., is_album_downloaded) to validate composite conditions for albums requiring all songs to be downloaded.", "score": 0, "time_created": "2025-11-07 18:17:51", "time_modified": "2025-11-07 18:17:51", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "I need to cleanup my Spotify libraries. Keep only those songs and albums in my song and album library, respectively, that I have liked and downloaded, and remove the rest.", "when_to_use": "When needing to filter user libraries based on intersection of multiple criteria (e.g., liked + downloaded items)", "category": "success", "created_time": "2025-11-07 18:17:51", "modified_time": "2025-11-07 18:17:51", "extra_info": {"tags": ["library cleanup", "set operations", "api pagination", "composite filtering"], "generalized_query": "Filter and retain items in a library that meet multiple user-defined criteria (e.g., liked + downloaded status)"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "adba85d7088f4ace84aebdec6ff6e3e8", "memory_type": "task", "when_to_use": "When interacting with APIs that require specific authorization scopes for modification actions", "content": "Access tokens must include the necessary authorization scopes for modification operations (e.g., library management). Repeated login attempts without proper scope validation will result in persistent 401 errors.", "score": 0, "time_created": "2025-11-07 18:18:01", "time_modified": "2025-11-07 18:18:01", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "I need to cleanup my Spotify libraries. Keep only those songs and albums in my song and album library, respectively, that I have liked and downloaded, and remove the rest.", "when_to_use": "When interacting with APIs that require specific authorization scopes for modification actions", "category": "failure", "created_time": "2025-11-07 18:18:01", "modified_time": "2025-11-07 18:18:01", "extra_info": {"tags": ["authorization", "scopes", "access_token", "library_modification", "Spotify_API"], "generalized_query": "Modifying user data in a music library based on specific criteria"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "011de5ba465941c39a85b6f80cc2de3b", "memory_type": "task", "when_to_use": "When extracting specific data from a list of dictionaries", "content": "Use generator expressions with next() instead of list comprehensions for direct value retrieval to avoid type errors", "score": 0, "time_created": "2025-11-07 18:18:39", "time_modified": "2025-11-07 18:18:39", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Extract the file_system password from the passwords list", "when_to_use": "When extracting specific data from a list of dictionaries", "category": "failure", "created_time": "2025-11-07 18:18:39", "modified_time": "2025-11-07 18:18:39", "extra_info": {"tags": ["password", "retrieval", "list", "comprehension", "error", "handling"], "generalized_query": "Retrieve a specific value from a list of objects based on a key-value match"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "69a850a7f37942ed8d7010eee4d2fc0b", "memory_type": "task", "when_to_use": "When interacting with file compression APIs", "content": "Always verify API output specifications against task requirements (e.g., .tar vs .zip) and handle format discrepancies explicitly", "score": 0, "time_created": "2025-11-07 18:18:39", "time_modified": "2025-11-07 18:18:39", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Compress directories into .tar files", "when_to_use": "When interacting with file compression APIs", "category": "failure", "created_time": "2025-11-07 18:18:39", "modified_time": "2025-11-07 18:18:39", "extra_info": {"tags": ["compression", "file", "format", "api", "specification"], "generalized_query": "Ensure API output format matches task requirements for file types"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "1ee65aba3adb4ec4a1835c5346689a9b", "memory_type": "task", "when_to_use": "When interacting with protected APIs requiring authentication tokens", "content": "Always verify API authentication requirements and include access tokens in requests after obtaining them through proper login flows", "score": 0, "time_created": "2025-11-07 18:18:43", "time_modified": "2025-11-07 18:18:43", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Compress them and save them in \"~/photos/vacations/<vacation_spot>.tar\" for each vacation spot, and then delete all vacation spot sub-directories", "when_to_use": "When interacting with protected APIs requiring authentication tokens", "category": "failure", "created_time": "2025-11-07 18:18:43", "modified_time": "2025-11-07 18:18:43", "extra_info": {"tags": ["authentication", "access_token", "file_system", "API", "security"], "generalized_query": "Perform file system operations requiring API authentication"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "6a7ac66400d4473fbf17b7af1fc09469", "memory_type": "task", "when_to_use": "When interacting with file system APIs that require authentication and directory validation", "content": "Always verify directory existence and validity before performing operations, especially after prior deletions or when processing dynamic directory lists", "score": 0, "time_created": "2025-11-07 18:19:14", "time_modified": "2025-11-07 18:19:14", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Compress them and save them in \"~/pictures/vacations/<vacation_spot>.zip\" for each vacation spot, and then delete all vacation spot sub-directories.", "when_to_use": "When interacting with file system APIs that require authentication and directory validation", "category": "failure", "created_time": "2025-11-07 18:19:14", "modified_time": "2025-11-07 18:19:14", "extra_info": {"tags": ["file_system", "directory_validation", "authentication", "path_handling"], "generalized_query": "Perform file operations (compression/deletion) on dynamically identified subdirectories while maintaining authentication and path validity"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "6848c48d08bb42ac802635d274ef46dc", "memory_type": "task", "when_to_use": "When encountering API endpoint errors related to authentication or missing parameters", "content": "The successful resolution involved: 1) Identifying authentication requirements from API documentation 2) Retrieving stored credentials via supervisor API 3) Properly passing access_token parameter in subsequent API calls 4) Implementing token persistence across sequential operations", "score": 0, "time_created": "2025-11-07 18:19:21", "time_modified": "2025-11-07 18:19:21", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "The execution failed due to missing access token when calling show_directory", "when_to_use": "When encountering API endpoint errors related to authentication or missing parameters", "category": "success", "created_time": "2025-11-07 18:19:21", "modified_time": "2025-11-07 18:19:21", "extra_info": {"tags": ["api_authentication", "error_handling", "token_management"], "generalized_query": "Handle API authentication requirements in file system operations"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "1ddb7a2cbba74c9db2ce3c1041998948", "memory_type": "task", "when_to_use": "When interacting with file system APIs that require authentication tokens", "content": "Always verify API authentication requirements and ensure tokens are properly obtained and included in requests", "score": 0, "time_created": "2025-11-07 18:18:46", "time_modified": "2025-11-07 18:18:46", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Compress them and save them in \"~/photographs/vacations/<vacation_spot>.zip\" for each vacation spot, and then delete all vacation spot sub-directories", "when_to_use": "When interacting with file system APIs that require authentication tokens", "category": "failure", "created_time": "2025-11-07 18:18:46", "modified_time": "2025-11-07 18:18:46", "extra_info": {"tags": ["file_system", "authentication", "access_token", "API"], "generalized_query": "Perform file operations requiring authentication on a file system API"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "d9c68563cc4240e497653bf259e4ea9a", "memory_type": "task", "when_to_use": "When processing directory structures with nested subdirectories", "content": "The higher-scoring approach used direct path validation (/home/nicholas/photographs/vacations/<spot>/) while the lower-scoring approach used flawed filtering with excessive file extension exclusions. The higher approach correctly parsed directory names from full paths using string splitting, while the lower approach had multiple failed attempts with complex list comprehensions.", "score": 0, "time_created": "2025-11-07 18:18:48", "time_modified": "2025-11-07 18:18:48", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Identify vacation directories in ~/photographs/vacations/", "when_to_use": "When processing directory structures with nested subdirectories", "category": "comparative", "created_time": "2025-11-07 18:18:48", "modified_time": "2025-11-07 18:18:48", "extra_info": {"tags": ["directory_parsing", "path_validation", "file_filtering"], "generalized_query": "Extract meaningful directory names from file system listings"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "d8e90798599549ad9f92f68f26351ac7", "memory_type": "task", "when_to_use": "When executing destructive operations (like directory deletion)", "content": "The agent implemented a sequential workflow where deletion followed compression, ensuring data was properly archived before removal. This pattern minimizes data loss risks during cleanup operations.", "score": 0, "time_created": "2025-11-07 18:19:02", "time_modified": "2025-11-07 18:19:02", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "and then delete all vacation spot sub-directories", "when_to_use": "When executing destructive operations (like directory deletion)", "category": "success", "created_time": "2025-11-07 18:19:02", "modified_time": "2025-11-07 18:19:02", "extra_info": {"tags": ["data_cleanup", "operation_ordering", "risk_management"], "generalized_query": "Perform post-processing cleanup after data transformation"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "7b89b20fa909480a8e0b03914fbd8769", "memory_type": "task", "when_to_use": "When retrieving song recommendations for specific genres or timeframes", "content": "Always validate recommendation filters (genre, release date) explicitly rather than assuming API results match criteria", "score": 0, "time_created": "2025-11-07 18:19:26", "time_modified": "2025-11-07 18:19:26", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Add all spotify-recommended classical songs released in this year to a new 'Spotify Recommended Songs' playlist.", "when_to_use": "When retrieving song recommendations for specific genres or timeframes", "category": "failure", "created_time": "2025-11-07 18:19:26", "modified_time": "2025-11-07 18:19:26", "extra_info": {"tags": ["recommendations", "genre_filtering", "date_validation"], "generalized_query": "Curate music based on genre-specific recommendations with temporal constraints"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "37ef9babb30949d1a964d7e725893a4c", "memory_type": "task", "when_to_use": "When executing multi-step tasks involving authentication and data manipulation", "content": "Always verify that authentication tokens are valid for the duration of the task and cross-check API responses against task requirements to prevent partial or incorrect execution.", "score": 0, "time_created": "2025-11-07 18:19:19", "time_modified": "2025-11-07 18:19:19", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Add all spotify-recommended classical songs released in this year to a new 'Spotify Recommended Songs' playlist.", "when_to_use": "When executing multi-step tasks involving authentication and data manipulation", "category": "failure", "created_time": "2025-11-07 18:19:19", "modified_time": "2025-11-07 18:19:19", "extra_info": {"tags": ["authentication", "token_validation", "data_manipulation", "task_verification"], "generalized_query": "Securely authenticate and manipulate data across APIs while ensuring task-specific constraints are met"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "b30145a2acf349d192f44732927324e6", "memory_type": "task", "when_to_use": "When filtering songs by genre or release year based on textual patterns", "content": "Relying on keyword matching (e.g., \"R&B\" in title/artist) is error-prone for genre classification; use explicit metadata fields like 'genre' or 'release_date' instead", "score": 0, "time_created": "2025-11-07 18:19:51", "time_modified": "2025-11-07 18:19:51", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Add all spotify-recommended R&B songs released in this or last year to a new \"Spotify R&B Recommendations\" playlist.", "when_to_use": "When filtering songs by genre or release year based on textual patterns", "category": "failure", "created_time": "2025-11-07 18:19:51", "modified_time": "2025-11-07 18:19:51", "extra_info": {"tags": ["genre filtering", "string matching", "metadata validation"], "generalized_query": "Filtering items by metadata attributes (genre, release year) using imprecise string matching"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "a15cde3796e54e7bb9356ad7393f2861", "memory_type": "task", "when_to_use": "When authenticating to access user-specific API endpoints", "content": "Retrieved stored account passwords, executed login flow, and extracted access token - a critical decision point that enabled subsequent API calls. The pattern demonstrates proper credential management and authentication sequence for secure API access.", "score": 0, "time_created": "2025-11-07 18:19:59", "time_modified": "2025-11-07 18:19:59", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Obtain access token for Spotify API authentication", "when_to_use": "When authenticating to access user-specific API endpoints", "category": "success", "created_time": "2025-11-07 18:19:59", "modified_time": "2025-11-07 18:19:59", "extra_info": {"tags": ["authentication", "access token", "API security", "login flow"], "generalized_query": "Secure API access credentials through authentication flow"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "1b99cc2a263145e6aad5f98fc7055041", "memory_type": "task", "when_to_use": "When processing paginated API responses with unknown result sizes", "content": "Implemented a while-loop with incremental page_index to ensure complete retrieval of all recommendation results. This technique effectively handles unknown result volumes and ensures data completeness in paginated API interactions.", "score": 0, "time_created": "2025-11-07 18:19:59", "time_modified": "2025-11-07 18:19:59", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Retrieve all Spotify recommendations across multiple pages", "when_to_use": "When processing paginated API responses with unknown result sizes", "category": "success", "created_time": "2025-11-07 18:19:59", "modified_time": "2025-11-07 18:19:59", "extra_info": {"tags": ["pagination", "API pagination", "data completeness", "looping"], "generalized_query": "Handle paginated API responses with dynamic page indexing"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "8839a1e64eb3427182fd7927e767586a", "memory_type": "task", "when_to_use": "When accessing APIs that require authentication tokens, ensure the token is defined before use.", "content": "Always verify the existence and proper initialization of authentication tokens before invoking APIs that depend on them.", "score": 0, "time_created": "2025-11-07 18:20:00", "time_modified": "2025-11-07 18:20:00", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Like all the songs played so far in my spotify music player queue, including the current one.", "when_to_use": "When accessing APIs that require authentication tokens, ensure the token is defined before use.", "category": "failure", "created_time": "2025-11-07 18:20:00", "modified_time": "2025-11-07 18:20:00", "extra_info": {"tags": ["authentication", "access_token", "API", "Spotify", "error_handling"], "generalized_query": "Interacting with an API that requires an access token for authorized actions."}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "19c5d9b6579245bea2f1b0799d78c310", "memory_type": "task", "when_to_use": "When interacting with music player queue operations", "content": "Verify current state before performing actions (e.g., check if song is already liked before liking)", "score": 0, "time_created": "2025-11-07 18:20:04", "time_modified": "2025-11-07 18:20:04", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Like all the songs played so far in my spotify music player queue, including the current one.", "when_to_use": "When interacting with music player queue operations", "category": "failure", "created_time": "2025-11-07 18:20:04", "modified_time": "2025-11-07 18:20:04", "extra_info": {"tags": ["queue_operations", "state_verification", "duplicate_actions", "media_preferences"], "generalized_query": "Modify user preferences for media content in a queue system"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "a5bf4f7506624a4d816d48ad269cd46b", "memory_type": "task", "when_to_use": "When retrieving data from APIs, ensure it aligns with task-specific filters (e.g., genre, year).", "content": "Assumptions about data alignment with task requirements can lead to incorrect results; always verify filters like genre and release year explicitly.", "score": 0, "time_created": "2025-11-07 18:20:05", "time_modified": "2025-11-07 18:20:05", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Add all spotify-recommended R&B songs released in this year to a new \"R&B Recommendation\" playlist.", "when_to_use": "When retrieving data from APIs, ensure it aligns with task-specific filters (e.g., genre, year).", "category": "failure", "created_time": "2025-11-07 18:20:05", "modified_time": "2025-11-07 18:20:05", "extra_info": {"tags": ["API validation", "data filtering", "task alignment"], "generalized_query": "Filter and validate API data to meet task-specific criteria before processing."}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "b2a303f234d3409cadf981c8b11284d3", "memory_type": "task", "when_to_use": "When interacting with APIs requiring authentication tokens", "content": "Always verify authentication credentials are available before making protected API calls", "score": 0, "time_created": "2025-11-07 18:20:08", "time_modified": "2025-11-07 18:20:08", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Like all the songs played so far in my spotify music player queue, including the current one.", "when_to_use": "When interacting with APIs requiring authentication tokens", "category": "failure", "created_time": "2025-11-07 18:20:08", "modified_time": "2025-11-07 18:20:08", "extra_info": {"tags": ["authentication", "api", "credentials", "error handling", "spotify"], "generalized_query": "Perform actions on items in a music player queue requiring API authentication"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "0e19c428af444e5ba5264a6f54aa51c2", "memory_type": "task", "when_to_use": "When needing to reverse an accidental payment via Venmo by identifying the most recent approved transaction", "content": "Successfully retrieved approved payment requests using the Venmo API, filtered for the target recipient, sorted by approval timestamp, and executed a reversal transaction with matching amount and description. The step-by-step API interaction pattern ensured accurate transaction identification and reversal.", "score": 0, "time_created": "2025-11-07 18:20:53", "time_modified": "2025-11-07 18:20:53", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Send them the money back", "when_to_use": "When needing to reverse an accidental payment via Venmo by identifying the most recent approved transaction", "category": "success", "created_time": "2025-11-07 18:20:53", "modified_time": "2025-11-07 18:20:53", "extra_info": {"tags": ["Venmo", "payment reversal", "API integration", "transaction history"], "generalized_query": "Reverse a specific payment transaction through a financial platform"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "d714549f5953446eacc227ac4788f3f5", "memory_type": "task", "when_to_use": "When authenticating to a financial service with stored credentials", "content": "Implemented secure credential retrieval from a password manager, handled authentication failures gracefully, and validated access tokens before executing transactions. This pattern ensures secure API access while handling common authentication edge cases.", "score": 0, "time_created": "2025-11-07 18:20:53", "time_modified": "2025-11-07 18:20:53", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Send them the money back", "when_to_use": "When authenticating to a financial service with stored credentials", "category": "success", "created_time": "2025-11-07 18:20:53", "modified_time": "2025-11-07 18:20:53", "extra_info": {"tags": ["authentication", "credential management", "API security"], "generalized_query": "Authenticate to a financial platform using stored user credentials"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "89f02c31611f4db99f26c41daac6962b", "memory_type": "task", "when_to_use": "When making API calls that require specific parameter names", "content": "API parameter names must exactly match documentation specifications (e.g., 'receiver_email' vs. 'recipient_email') to avoid validation errors.", "score": 0, "time_created": "2025-11-07 18:20:56", "time_modified": "2025-11-07 18:20:56", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Send them the money back.", "when_to_use": "When making API calls that require specific parameter names", "category": "failure", "created_time": "2025-11-07 18:20:56", "modified_time": "2025-11-07 18:20:56", "extra_info": {"tags": ["API", "parameter", "validation", "Venmo", "create_transaction"], "generalized_query": "Executing a transaction via API with required parameters"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "3f2905c64ebe438883dde74e97277170", "memory_type": "task", "when_to_use": "When interacting with APIs requiring authentication tokens", "content": "Always verify authentication credentials are available before invoking API endpoints that require them. Implement fallback mechanisms to obtain missing tokens (e.g., via login flows) before proceeding with core operations.", "score": 0, "time_created": "2025-11-07 18:20:57", "time_modified": "2025-11-07 18:20:57", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Like all the songs played so far in my spotify music player queue, including the current one.", "when_to_use": "When interacting with APIs requiring authentication tokens", "category": "failure", "created_time": "2025-11-07 18:20:57", "modified_time": "2025-11-07 18:20:57", "extra_info": {"tags": ["authentication", "token", "api", "error handling"], "generalized_query": "Perform an action on all items in a user's media playback queue"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "786e5d00d7904ea6b7f065af2417caee", "memory_type": "task", "when_to_use": "When working with music player queue APIs", "content": "Always check for queue items' validity (e.g., non-null song IDs) before performing actions like liking songs.", "score": 0, "time_created": "2025-11-07 18:20:48", "time_modified": "2025-11-07 18:20:48", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Like all the songs played so far in my spotify music player queue, including the current one.", "when_to_use": "When working with music player queue APIs", "category": "failure", "created_time": "2025-11-07 18:20:48", "modified_time": "2025-11-07 18:20:48", "extra_info": {"tags": ["music_queue", "song_liking", "api_validation", "queue_items"], "generalized_query": "Manipulate music player queue items via API"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "254fca1c753e4ef49489b66fcf26fa8c", "memory_type": "task", "when_to_use": "When completing tasks that require precise API response handling and minimal overhead", "content": "The higher-scoring sequence completed the task without explicitly passing an answer parameter to complete_task(), while the lower-scoring one included an answer string. Though both succeeded, the higher-scoring approach's omission of redundant parameters likely reflected stricter adherence to API expectations, reducing potential friction in task validation.", "score": 0, "time_created": "2025-11-07 18:21:12", "time_modified": "2025-11-07 18:21:12", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Like all the songs played so far in my spotify music player queue, including the current one.", "when_to_use": "When completing tasks that require precise API response handling and minimal overhead", "category": "comparative", "created_time": "2025-11-07 18:21:12", "modified_time": "2025-11-07 18:21:12", "extra_info": {"tags": ["task_completion", "api_call", "batch_processing"], "generalized_query": "Execute batch operations on a list of items retrieved from an API with proper authentication."}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "bdf04216d8284045b6daec4ffd7021ce", "memory_type": "task", "when_to_use": "When needing to retrieve user-specific data from an API with authentication requirements", "content": "The higher-scoring approach systematically retrieved Cory's email via Venmo's search_users API after proper authentication, then filtered approved payment requests to identify the correct transaction. This contrasts with the lower-scoring approach which attempted to use a non-functional phone app API and hardcoded invalid email addresses. Proper API chaining (login → search → payment lookup → refund) with parameter validation ensured success.", "score": 0, "time_created": "2025-11-07 18:21:09", "time_modified": "2025-11-07 18:21:09", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "The last Venmo payment request I sent to Cory was an accident and they approved it. Send them the money back.", "when_to_use": "When needing to retrieve user-specific data from an API with authentication requirements", "category": "comparative", "created_time": "2025-11-07 18:21:09", "modified_time": "2025-11-07 18:21:09", "extra_info": {"tags": ["api_authentication", "user_search", "payment_refund", "data_filtering"], "generalized_query": "Refund an accidentally approved payment to a specific user via a financial platform"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "7f2f046b762f4a5fae6a5b9dfcd09479", "memory_type": "task", "when_to_use": "When retrieving specific data from a list of objects, especially when filtering by a condition", "content": "Boolean list comprehensions must be handled differently than object lists; use generator expressions with next() for safe value extraction", "score": 0, "time_created": "2025-11-07 18:21:21", "time_modified": "2025-11-07 18:21:21", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "venmo_password = [account_password[\"account_name\"] == \"venmo\" for account_password in passwords][0][\"password\"]", "when_to_use": "When retrieving specific data from a list of objects, especially when filtering by a condition", "category": "failure", "created_time": "2025-11-07 18:21:21", "modified_time": "2025-11-07 18:21:21", "extra_info": {"tags": ["password", "list", "comprehension", "boolean", "subscriptable"], "generalized_query": "Extracting a specific field from a list based on a conditional match"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "6ebe569b6e994fa1b53bfdfcc2d587e9", "memory_type": "task", "when_to_use": "When interacting with API endpoints that require specific parameter names", "content": "Always verify API parameter names against official documentation to avoid 422 validation errors", "score": 0, "time_created": "2025-11-07 18:21:21", "time_modified": "2025-11-07 18:21:21", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "apis.venmo.create_payment_request(..., receiver_email=..., ...)", "when_to_use": "When interacting with API endpoints that require specific parameter names", "category": "failure", "created_time": "2025-11-07 18:21:21", "modified_time": "2025-11-07 18:21:21", "extra_info": {"tags": ["api", "parameter", "validation", "error", "422"], "generalized_query": "Calling API methods with parameter name mismatches"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "55651cdcb93b4efba2670ee12ff06979", "memory_type": "task", "when_to_use": "When needing to retrieve user credentials from a secure store for API authentication", "content": "Successfully retrieved Venmo password from supervisor's secure password store using list comprehension, then used it for API login. Demonstrates proper credential handling through secure storage access and authentication flow.", "score": 0, "time_created": "2025-11-07 18:21:23", "time_modified": "2025-11-07 18:21:23", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Send them the money back.", "when_to_use": "When needing to retrieve user credentials from a secure store for API authentication", "category": "success", "created_time": "2025-11-07 18:21:23", "modified_time": "2025-11-07 18:21:23", "extra_info": {"tags": ["credential_retrieval", "api_authentication", "secure_storage"], "generalized_query": "Reverse an unintended financial transaction using stored credentials"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "8c1290c78fb84a2f8cc80f6fb8ae2d7a", "memory_type": "task", "when_to_use": "When processing transaction history to identify specific payments", "content": "Effectively filtered payment requests by recipient email, sorted by timestamp, and selected the most recent transaction. Shows strong pattern in transaction data processing and filtering.", "score": 0, "time_created": "2025-11-07 18:21:23", "time_modified": "2025-11-07 18:21:23", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "The last Venmo payment request I sent to Brandon was an accident and they approved it", "when_to_use": "When processing transaction history to identify specific payments", "category": "success", "created_time": "2025-11-07 18:21:23", "modified_time": "2025-11-07 18:21:23", "extra_info": {"tags": ["transaction_filtering", "timestamp_sorting", "payment_reversal"], "generalized_query": "Identify and reverse specific inter-user transactions"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "21fabf9c0bef4cf3908266e9b56c9abc", "memory_type": "task", "when_to_use": "When handling paginated API responses to ensure complete data processing", "content": "The higher-scoring approach implemented a while-loop with pagination increment to retrieve all text messages (10 total) rather than relying on a single-page request (5 messages). This ensured complete deletion of all spam messages, while the lower-scoring approach only processed the first page of results.", "score": 0, "time_created": "2025-11-07 18:21:42", "time_modified": "2025-11-07 18:21:42", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "All phone text messages and voice messages from 3654328626 are spam, delete them.", "when_to_use": "When handling paginated API responses to ensure complete data processing", "category": "comparative", "created_time": "2025-11-07 18:21:42", "modified_time": "2025-11-07 18:21:42", "extra_info": {"tags": ["pagination", "complete_deletion", "api_limitations", "data_retrieval"], "generalized_query": "Completely remove all messages from a specific contact using API pagination"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "74caab6f385441968df66a96a7b36f6a", "memory_type": "task", "when_to_use": "When extracting specific data from a list of dictionaries, especially when filtering by a key-value pair", "content": "Avoid using list comprehensions that produce boolean values when intending to extract specific dictionary elements; use generator expressions with next() for safe single-item retrieval", "score": 0, "time_created": "2025-11-07 18:21:48", "time_modified": "2025-11-07 18:21:48", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "All phone text messages and voice messages from 3654328626 are spam, delete them.", "when_to_use": "When extracting specific data from a list of dictionaries, especially when filtering by a key-value pair", "category": "failure", "created_time": "2025-11-07 18:21:48", "modified_time": "2025-11-07 18:21:48", "extra_info": {"tags": ["data_extraction", "list_comprehension", "error_handling", "password_retrieval"], "generalized_query": "Delete all communications from a specific phone number identified as spam"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "1a3a2b6e03e441c2a2e8a7ceb6037f0a", "memory_type": "task", "when_to_use": "When retrieving specific account credentials from a list of entries", "content": "The higher-scoring approach used a generator expression with next() to efficiently find the matching password, avoiding the boolean list comprehension error. This method is more memory-efficient and directly retrieves the value without creating intermediate boolean lists.", "score": 0, "time_created": "2025-11-07 18:21:48", "time_modified": "2025-11-07 18:21:48", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "phone_password = [account_password[\"account_name\"] == \"phone\" for account_password in passwords][0][\"password\"]", "when_to_use": "When retrieving specific account credentials from a list of entries", "category": "comparative", "created_time": "2025-11-07 18:21:48", "modified_time": "2025-11-07 18:21:48", "extra_info": {"tags": ["password", "retrieval", "generator", "error", "avoidance"], "generalized_query": "Extracting a specific value from a list of dictionary entries based on a key-value match"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "a8abf869a13843ad9798386f792bcf5a", "memory_type": "task", "when_to_use": "When handling paginated API responses for complete data deletion", "content": "The higher-scoring approach implemented a while-loop with page_index increment to handle pagination, ensuring all messages were retrieved and deleted. The lower-scoring approach only retrieved the first page of text messages and entirely omitted voice messages, leading to incomplete task execution.", "score": 0, "time_created": "2025-11-07 18:21:48", "time_modified": "2025-11-07 18:21:48", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Deleting all text and voice messages from a specific phone number", "when_to_use": "When handling paginated API responses for complete data deletion", "category": "comparative", "created_time": "2025-11-07 18:21:48", "modified_time": "2025-11-07 18:21:48", "extra_info": {"tags": ["pagination", "deletion", "completeness", "API", "looping"], "generalized_query": "Ensuring complete deletion of paginated data results"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "7f5528b906124ffc856827ec36612961", "memory_type": "task", "when_to_use": "When executing sequential API operations requiring authentication tokens", "content": "Proper token management and error handling during authentication is critical for API operation success; verify token validity before executing protected operations", "score": 0, "time_created": "2025-11-07 18:21:51", "time_modified": "2025-11-07 18:21:51", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "All phone text messages and voice messages from 9294880327 are spam, delete them.", "when_to_use": "When executing sequential API operations requiring authentication tokens", "category": "failure", "created_time": "2025-11-07 18:21:51", "modified_time": "2025-11-07 18:21:51", "extra_info": {"tags": ["authentication", "token", "validation", "API", "security"], "generalized_query": "Secure API operation execution with proper authentication handling"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "a6a66abda2b4468bbb906720822656ac", "memory_type": "task", "when_to_use": "When handling multi-step tasks requiring API pagination and error-resistant data extraction", "content": "The higher-scoring approach demonstrated superior efficiency through: 1) Complete message type coverage (both text and voice messages) 2) Robust error handling in password extraction using generator expressions 3) Pagination implementation for full message retrieval 4) Sequential task completion verification. These factors ensured total spam removal versus the lower-scoring approach's partial execution with first-page-only deletion.", "score": 0, "time_created": "2025-11-07 18:21:58", "time_modified": "2025-11-07 18:21:58", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "All phone text messages and voice messages from 5708520672 are spam, delete them.", "when_to_use": "When handling multi-step tasks requiring API pagination and error-resistant data extraction", "category": "comparative", "created_time": "2025-11-07 18:21:58", "modified_time": "2025-11-07 18:21:58", "extra_info": {"tags": ["api_pagination", "error_handling", "message_deletion", "task_completeness"], "generalized_query": "Comprehensive deletion of specific message types from a contact across paginated API endpoints"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "9e2817d9371b4931bd30480e6b8ca85b", "memory_type": "task", "when_to_use": "When extracting specific data from a list of objects, especially when filtering by a unique identifier", "content": "Use generator expressions or explicit loops instead of list comprehensions that produce boolean values when extracting specific fields from data structures", "score": 0, "time_created": "2025-11-07 18:22:06", "time_modified": "2025-11-07 18:22:06", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "All phone text messages and voice messages from 5708520672 are spam, delete them.", "when_to_use": "When extracting specific data from a list of objects, especially when filtering by a unique identifier", "category": "failure", "created_time": "2025-11-07 18:22:06", "modified_time": "2025-11-07 18:22:06", "extra_info": {"tags": ["data_extraction", "boolean_error", "list_comprehension", "password_retrieval"], "generalized_query": "Delete all messages from a specific phone number across multiple message types (text/voice)"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "3a072885d28d43f7b02a21b624bde59b", "memory_type": "task", "when_to_use": "When working with protected APIs requiring credential retrieval", "content": "The agent successfully retrieved stored phone app credentials from the supervisor API, demonstrating a reliable pattern for credential management. This involved: 1) Identifying the correct password storage endpoint, 2) Filtering for the target app's password, 3) Using the password to authenticate. This approach ensures secure credential handling while maintaining system integrity.", "score": 0, "time_created": "2025-11-07 18:22:11", "time_modified": "2025-11-07 18:22:11", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "All phone text messages and voice messages from 5708520672 are spam, delete them.", "when_to_use": "When working with protected APIs requiring credential retrieval", "category": "success", "created_time": "2025-11-07 18:22:11", "modified_time": "2025-11-07 18:22:11", "extra_info": {"tags": ["API authentication", "credential management", "supervisor integration"], "generalized_query": "Access and use stored credentials to authenticate with a protected API"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "17ef8387930c4bd2975f9b6f80fb5448", "memory_type": "task", "when_to_use": "When needing to authenticate with an API using stored credentials", "content": "The agent successfully retrieved stored Spotify credentials via the supervisor app's account password API, then used them to obtain an access token. This demonstrated the importance of leveraging available credential management systems for API authentication.", "score": 0, "time_created": "2025-11-07 18:22:12", "time_modified": "2025-11-07 18:22:12", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Follow all the classical artists on Spotify that have at least 22 followers.", "when_to_use": "When needing to authenticate with an API using stored credentials", "category": "success", "created_time": "2025-11-07 18:22:12", "modified_time": "2025-11-07 18:22:12", "extra_info": {"tags": ["authentication", "credentials", "supervisor", "spotify", "api"], "generalized_query": "Authenticate with an API using stored credentials to perform user actions"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "13a3ac0c35e44b11a1a53f3a094e14c4", "memory_type": "task", "when_to_use": "When performing filtered API searches with pagination requirements", "content": "The agent implemented a pagination loop with min_follower_count=22 and query='classical' parameters to ensure complete artist discovery. This pattern is effective for APIs with limited page sizes and requires careful parameter management to avoid incomplete results.", "score": 0, "time_created": "2025-11-07 18:22:12", "time_modified": "2025-11-07 18:22:12", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Follow all the classical artists on Spotify that have at least 22 followers.", "when_to_use": "When performing filtered API searches with pagination requirements", "category": "success", "created_time": "2025-11-07 18:22:12", "modified_time": "2025-11-07 18:22:12", "extra_info": {"tags": ["pagination", "api_search", "filters", "data_collection", "spotify"], "generalized_query": "Execute paginated API searches with filter parameters to collect comprehensive datasets"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "bd026b17225b424984d6a2dcfdeafbb4", "memory_type": "task", "when_to_use": "When handling API rate limits or session expiration scenarios", "content": "API clients should include explicit error handling for authentication failures (401 errors) with automatic re-authentication mechanisms", "score": 0, "time_created": "2025-11-07 18:22:16", "time_modified": "2025-11-07 18:22:16", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Follow all the classical artists on Spotify that have at least 22 followers.", "when_to_use": "When handling API rate limits or session expiration scenarios", "category": "failure", "created_time": "2025-11-07 18:22:16", "modified_time": "2025-11-07 18:22:16", "extra_info": {"tags": ["error_handling", "401_handling", "auth_retry", "api_resilience", "session_management"], "generalized_query": "Implement error handling for authentication-related API failures"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "6126dbbf7fc147bab45014c9806e89ac", "memory_type": "task", "when_to_use": "When executing API-based tasks requiring authentication and pagination", "content": "The higher-scoring approach succeeded by: 1) Properly handling authentication via supervisor password retrieval and token-based login 2) Using precise API parameters (min_follower_count=23, genre='EDM') 3) Implementing full pagination to retrieve all results 4) Ensuring access token was passed in all API calls. The lower-scoring approach failed to handle authentication initially and used incorrect query formatting ('genre:edm' instead of genre='EDM')", "score": 0, "time_created": "2025-11-07 18:22:41", "time_modified": "2025-11-07 18:22:41", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Follow all the edm artists on Spotify that have at least 23 followers.", "when_to_use": "When executing API-based tasks requiring authentication and pagination", "category": "comparative", "created_time": "2025-11-07 18:22:41", "modified_time": "2025-11-07 18:22:41", "extra_info": {"tags": ["api_authentication", "pagination", "parameter_formatting", "token_management"], "generalized_query": "Execute multi-step API operations with authentication and data filtering"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "b3b2be9c825a4bc09979590aadc6093e", "memory_type": "task", "when_to_use": "When implementing API client workflows with access tokens", "content": "The higher-scoring approach demonstrated better efficiency by: 1) Centralizing access token management 2) Passing the token consistently in all API calls 3) Handling authentication failures gracefully through supervisor integration. The lower-scoring approach attempted authentication but failed to propagate the token to all required API endpoints, leading to incomplete task execution.", "score": 0, "time_created": "2025-11-07 18:22:41", "time_modified": "2025-11-07 18:22:41", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Follow all the edm artists on Spotify that have at least 23 followers.", "when_to_use": "When implementing API client workflows with access tokens", "category": "comparative", "created_time": "2025-11-07 18:22:41", "modified_time": "2025-11-07 18:22:41", "extra_info": {"tags": ["access_token", "api_client", "authentication_flow", "error_handling"], "generalized_query": "Implement secure API client workflows with token-based authentication"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "b2201f5faba342e3b0644bbc75b45c1b", "memory_type": "task", "when_to_use": "When executing tasks requiring authentication via password retrieval from a supervisor system", "content": "The successful execution required retrieving Spotify credentials from the supervisor app, logging in, and handling authentication tokens. This pattern ensures secure access to user accounts while adhering to system-specific authentication workflows.", "score": 0, "time_created": "2025-11-07 18:22:43", "time_modified": "2025-11-07 18:22:43", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Follow all the reggae artists on Spotify that have at least 21 followers.", "when_to_use": "When executing tasks requiring authentication via password retrieval from a supervisor system", "category": "success", "created_time": "2025-11-07 18:22:43", "modified_time": "2025-11-07 18:22:43", "extra_info": {"tags": ["authentication", "supervisor", "password", "Spotify", "token"], "generalized_query": "Perform authenticated actions on a service by retrieving credentials from a supervisory system"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "43a65a597f1040f99874386b6b9e6935", "memory_type": "task", "when_to_use": "When filtering and interacting with API resources based on specific criteria", "content": "The search_artists API was effectively used with genre and min_follower_count parameters to filter results. This demonstrates the importance of leveraging API parameters for precise data filtering before performing bulk actions like following multiple artists.", "score": 0, "time_created": "2025-11-07 18:22:43", "time_modified": "2025-11-07 18:22:43", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Follow all the reggae artists on Spotify that have at least 21 followers.", "when_to_use": "When filtering and interacting with API resources based on specific criteria", "category": "success", "created_time": "2025-11-07 18:22:43", "modified_time": "2025-11-07 18:22:43", "extra_info": {"tags": ["API", "filtering", "parameters", "reggae", "followers"], "generalized_query": "Query and filter API resources using parameterized search criteria"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "05cd30e0766c4122935d1bfb1cfad5ee", "memory_type": "task", "when_to_use": "When handling authentication token expiration during API operations", "content": "The failure due to an expired token highlighted the need for proactive token management. Re-logging in and reapplying the access token resolved the issue, emphasizing the importance of validating token validity before critical API operations.", "score": 0, "time_created": "2025-11-07 18:22:43", "time_modified": "2025-11-07 18:22:43", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Follow all the reggae artists on Spotify that have at least 21 followers.", "when_to_use": "When handling authentication token expiration during API operations", "category": "success", "created_time": "2025-11-07 18:22:43", "modified_time": "2025-11-07 18:22:43", "extra_info": {"tags": ["token", "401", "authentication", "error", "refresh"], "generalized_query": "Re-authenticate and refresh access tokens when encountering 401 unauthorized errors"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "b1cd25c203244db693085e55c5d7cae4", "memory_type": "task", "when_to_use": "When interacting with APIs that require authentication tokens", "content": "Always verify token validity and properly store/retrieve access tokens from login responses to avoid 401 unauthorized errors", "score": 0, "time_created": "2025-11-07 18:23:12", "time_modified": "2025-11-07 18:23:12", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Make venmo requests to my roommates, with a description note, 'internet bill for the last month.'", "when_to_use": "When interacting with APIs that require authentication tokens", "category": "failure", "created_time": "2025-11-07 18:23:12", "modified_time": "2025-11-07 18:23:12", "extra_info": {"tags": ["authentication", "token_management", "api_security"], "generalized_query": "Executing financial transactions via API requiring authentication tokens"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "76c6dc42c2174c9bb1d295e1d1a21444", "memory_type": "task", "when_to_use": "When accessing files in a file system, especially when the file path is not guaranteed to exist", "content": "Always verify the existence of a file path before attempting to access it, as assumed paths may not match the actual file structure. Use directory listing APIs to locate files dynamically when the exact path is uncertain.", "score": 0, "time_created": "2025-11-07 18:23:12", "time_modified": "2025-11-07 18:23:12", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "I paid for our last month's internet bill. Its amount is supposed to be shared equally among my roommates and me. Make venmo requests to my roommates, with a description note, 'internet bill for the last month.'. The bill receipt is in my file system.", "when_to_use": "When accessing files in a file system, especially when the file path is not guaranteed to exist", "category": "failure", "created_time": "2025-11-07 18:23:12", "modified_time": "2025-11-07 18:23:12", "extra_info": {"tags": ["file_system", "path_validation", "error_handling"], "generalized_query": "Retrieve a file from a file system and use its content to perform financial transactions with multiple parties"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "be2cbfc847bb44be95a11a3bf057c172", "memory_type": "task", "when_to_use": "When extracting specific data from a list of dictionary objects", "content": "Use generator expressions with next() instead of list comprehensions for boolean checks when extracting specific values from lists. This avoids creating lists of booleans and directly retrieves the desired value.", "score": 0, "time_created": "2025-11-07 18:23:12", "time_modified": "2025-11-07 18:23:12", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Extract the venmo password from the supervisor's account passwords list", "when_to_use": "When extracting specific data from a list of dictionary objects", "category": "failure", "created_time": "2025-11-07 18:23:12", "modified_time": "2025-11-07 18:23:12", "extra_info": {"tags": ["data_extraction", "list_handling", "python_best_practices"], "generalized_query": "Retrieve specific values from a list of key-value pairs"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "b3f7ec86dfab4a50b2eccf20869104d8", "memory_type": "task", "when_to_use": "When calculating shared costs among multiple parties", "content": "Explicitly clarify assumptions about group composition (e.g., whether the requester should be included in the division). Use comments or validation checks to document and verify distribution logic.", "score": 0, "time_created": "2025-11-07 18:23:12", "time_modified": "2025-11-07 18:23:12", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Calculate the amount to be shared with each roommate based on the total bill amount", "when_to_use": "When calculating shared costs among multiple parties", "category": "failure", "created_time": "2025-11-07 18:23:12", "modified_time": "2025-11-07 18:23:12", "extra_info": {"tags": ["math_operations", "cost_distribution", "assumption_clarity"], "generalized_query": "Divide a total amount among multiple recipients with potential edge cases"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "7a1cc3c211a84e659ba77ad994c457b7", "memory_type": "task", "when_to_use": "When handling multi-step authentication and data retrieval workflows", "content": "The higher-scoring approach systematically retrieved credentials via supervisor app, authenticated to file_system/phone/venmo with proper parameters, parsed bill amounts with currency formatting handling, and accurately filtered roommates via contact relationships. The lower-scoring approach failed authentication due to incorrect parameter usage (email vs phone number), had parsing errors with currency symbols, and used incomplete roommate identification via Venmo search.", "score": 0, "time_created": "2025-11-07 18:23:11", "time_modified": "2025-11-07 18:23:11", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Make venmo requests to my roommates, with a description note, 'For electricity bill.' The bill receipt is in my file system.", "when_to_use": "When handling multi-step authentication and data retrieval workflows", "category": "comparative", "created_time": "2025-11-07 18:23:11", "modified_time": "2025-11-07 18:23:11", "extra_info": {"tags": ["authentication", "data-parsing", "roommate-identification", "api-integration"], "generalized_query": "Automate bill splitting and payment requests using integrated app APIs"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "b936f92ba7e7418f87ab7ba454fafa72", "memory_type": "task", "when_to_use": "When making API requests that require specific parameters", "content": "Always verify parameter names and required fields in API documentation to avoid validation errors.", "score": 0, "time_created": "2025-11-07 18:23:21", "time_modified": "2025-11-07 18:23:21", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Make venmo requests to my roommates, with a description note, 'For electricity bill.'", "when_to_use": "When making API requests that require specific parameters", "category": "failure", "created_time": "2025-11-07 18:23:21", "modified_time": "2025-11-07 18:23:21", "extra_info": {"tags": ["API", "parameter", "validation", "Venmo", "payment"], "generalized_query": "Creating payment requests via an API with required parameters"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "a12b28832fed4b648da081390488ede2", "memory_type": "task", "when_to_use": "When accessing protected APIs requiring authentication tokens", "content": "Always verify authentication requirements for APIs and maintain session tokens across operations", "score": 0, "time_created": "2025-11-07 18:23:34", "time_modified": "2025-11-07 18:23:34", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "I paid for our last month's cable bill. Its amount is supposed to be shared equally among my roommates and me. Make venmo requests to my roommates, with a description note, \"I paid for cable bill.\" The bill receipt is in my file system.", "when_to_use": "When accessing protected APIs requiring authentication tokens", "category": "failure", "created_time": "2025-11-07 18:23:34", "modified_time": "2025-11-07 18:23:34", "extra_info": {"tags": ["authentication", "file_system", "token_management"], "generalized_query": "Accessing secured systems to retrieve data for financial distribution tasks"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "53ca4a956903410299c25b3877454bd8", "memory_type": "task", "when_to_use": "When handling user input dependencies in task execution", "content": "Implement robust input validation and clear user prompting mechanisms for dependent task parameters", "score": 0, "time_created": "2025-11-07 18:23:34", "time_modified": "2025-11-07 18:23:34", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "The cable bill amount is $128. Since it needs to be shared equally among you and your roommates, I'll need to know how many roommates you have to calculate the amount each person should pay. Could you please provide the number of roommates?", "when_to_use": "When handling user input dependencies in task execution", "category": "failure", "created_time": "2025-11-07 18:23:34", "modified_time": "2025-11-07 18:23:34", "extra_info": {"tags": ["user_input", "task_dependencies", "venmo"], "generalized_query": "Managing incomplete task information requiring user clarification"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "e992d06c76724d6c9ddf445ecc711012", "memory_type": "task", "when_to_use": "When working with API parameters for payment requests", "content": "Parameter name accuracy is critical - initial failure used 'recipient_email' instead of documented 'user_email' parameter for Venmo API", "score": 0, "time_created": "2025-11-07 18:23:27", "time_modified": "2025-11-07 18:23:27", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Make venmo requests to my roommates, with a description note, \"I paid for cable bill.\"", "when_to_use": "When working with API parameters for payment requests", "category": "failure", "created_time": "2025-11-07 18:23:27", "modified_time": "2025-11-07 18:23:27", "extra_info": {"tags": ["api_parameters", "venmo", "payment_request", "error_handling"], "generalized_query": "Creating payment requests in a social payment application"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "37bea09a1f7a45a6845286e7ee4b8bf0", "memory_type": "task", "when_to_use": "When interacting with a protected API that requires authentication tokens for access", "content": "Successful execution required first obtaining an access token via API login, then using that token in subsequent API calls. The critical pattern was recognizing the 401 error indicated authentication failure, then systematically retrieving credentials, authenticating, and re-attempting the operation with proper authorization headers.", "score": 0, "time_created": "2025-11-07 18:23:31", "time_modified": "2025-11-07 18:23:31", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Mark \"Learning to cook a signature dish from scratch\" in my Bucket List Simple Note as done", "when_to_use": "When interacting with a protected API that requires authentication tokens for access", "category": "success", "created_time": "2025-11-07 18:23:31", "modified_time": "2025-11-07 18:23:31", "extra_info": {"tags": ["api_authentication", "token_management", "error_handling"], "generalized_query": "Update a specific task status in a protected note-taking system"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "3610f64f93344e2faae184d6a89c45fb", "memory_type": "task", "when_to_use": "When needing to modify content in a note-based task tracking system", "content": "The successful pattern involved: 1) Searching for the correct note using query parameters 2) Fetching the note content 3) Modifying the markdown checklist item 4) Updating the note with the modified content. This worked because the system used markdown syntax ([x] for completed items) that was directly manipulatable as plain text.", "score": 0, "time_created": "2025-11-07 18:23:31", "time_modified": "2025-11-07 18:23:31", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Mark \"Learning to cook a signature dish from scratch\" in my Bucket List Simple Note as done", "when_to_use": "When needing to modify content in a note-based task tracking system", "category": "success", "created_time": "2025-11-07 18:23:31", "modified_time": "2025-11-07 18:23:31", "extra_info": {"tags": ["markdown_editing", "note_modification", "checklist_management"], "generalized_query": "Update checklist items in structured notes with markdown formatting"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "9a86795622d345bd98445a3c777d70d8", "memory_type": "task", "when_to_use": "When interacting with APIs that require authentication tokens", "content": "Always verify authentication requirements before making API calls that modify data. Authentication tokens must be obtained and included in requests to avoid 401 errors.", "score": 0, "time_created": "2025-11-07 18:23:50", "time_modified": "2025-11-07 18:23:50", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Mark \"Taking a solo backpacking trip\" in my Bucket List Simple Note as not done.", "when_to_use": "When interacting with APIs that require authentication tokens", "category": "failure", "created_time": "2025-11-07 18:23:50", "modified_time": "2025-11-07 18:23:50", "extra_info": {"tags": ["API authentication", "401 error", "note update", "token validation"], "generalized_query": "Updating a note status in a protected note-taking application"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "35fae67b5fb24bbb9dd9845b47310e5e", "memory_type": "task", "when_to_use": "When retrieving credentials from structured data formats", "content": "Use generator expressions with explicit filtering (e.g., next() with a generator) instead of list comprehensions for boolean checks when extracting values from structured data to avoid type errors.", "score": 0, "time_created": "2025-11-07 18:23:50", "time_modified": "2025-11-07 18:23:50", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "simple_note_password = [account_password[\"account_name\"] == \"simple_note\" for account_password in passwords][0][\"password\"]", "when_to_use": "When retrieving credentials from structured data formats", "category": "failure", "created_time": "2025-11-07 18:23:50", "modified_time": "2025-11-07 18:23:50", "extra_info": {"tags": ["data extraction", "type error", "password retrieval", "list comprehension"], "generalized_query": "Extracting specific credentials from a list of account password records"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "4883c485bf8a4ce0adf73f240e97c47f", "memory_type": "task", "when_to_use": "When needing to modify content in a note-based system with tagging", "content": "Effectively modified markdown checklist content by: 1) Searching notes with query 2) Retrieving full note content 3) Programmatically updating checklist item status 4) Using update_note API with modified content. This approach preserves note structure while making precise content changes.", "score": 0, "time_created": "2025-11-07 18:23:50", "time_modified": "2025-11-07 18:23:50", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Mark \"Taking a solo backpacking trip\" in my Bucket List Simple Note as not done", "when_to_use": "When needing to modify content in a note-based system with tagging", "category": "success", "created_time": "2025-11-07 18:23:50", "modified_time": "2025-11-07 18:23:50", "extra_info": {"tags": ["note-editing", "checklist-management", "content-modification"], "generalized_query": "Update checklist items in structured note content"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "914f1a32fbf44e5784b2bd340b89c89f", "memory_type": "task", "when_to_use": "When accessing APIs that require authentication tokens", "content": "Always verify authentication tokens are obtained before making API calls that require them", "score": 0, "time_created": "2025-11-07 18:24:17", "time_modified": "2025-11-07 18:24:17", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Move my go-to-sleep phone alarm to 1 hour later and disable the rest", "when_to_use": "When accessing APIs that require authentication tokens", "category": "failure", "created_time": "2025-11-07 18:24:17", "modified_time": "2025-11-07 18:24:17", "extra_info": {"tags": ["authentication", "token", "api_call", "dependency_check"], "generalized_query": "Modify a specific device setting while managing authentication credentials"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "0a39a32a0bee4e9eb8538d80ced349a8", "memory_type": "task", "when_to_use": "When processing API response data structures", "content": "Use explicit iteration rather than list comprehensions for conditional data extraction when working with complex data structures", "score": 0, "time_created": "2025-11-07 18:24:17", "time_modified": "2025-11-07 18:24:17", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Move my go-to-sleep phone alarm to 1 hour later and disable the rest", "when_to_use": "When processing API response data structures", "category": "failure", "created_time": "2025-11-07 18:24:17", "modified_time": "2025-11-07 18:24:17", "extra_info": {"tags": ["data_extraction", "list_comprehension", "boolean_logic", "iteration"], "generalized_query": "Extract specific data from nested API response formats"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "9097cab111254504ac48df1d0c214af8", "memory_type": "task", "when_to_use": "When making assumptions about device settings", "content": "Validate assumptions about device settings (e.g., earliest alarm = sleep alarm) with explicit user confirmation when critical system changes are involved", "score": 0, "time_created": "2025-11-07 18:24:17", "time_modified": "2025-11-07 18:24:17", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Move my go-to-sleep phone alarm to 1 hour later and disable the rest", "when_to_use": "When making assumptions about device settings", "category": "failure", "created_time": "2025-11-07 18:24:17", "modified_time": "2025-11-07 18:24:17", "extra_info": {"tags": ["device_settings", "assumption_validation", "user_intent", "alarm_management"], "generalized_query": "Modify device settings based on inferred user intent"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "fb71d2a9d17245e28c02e7ead8ebc1ad", "memory_type": "task", "when_to_use": "When retrieving specific data from a list of items, especially when filtering by a condition", "content": "Use generator expressions with next() instead of list comprehensions that return boolean values when extracting specific data fields", "score": 0, "time_created": "2025-11-07 18:24:37", "time_modified": "2025-11-07 18:24:37", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "I am going on a vacation. Move my go-to-sleep phone alarm to 20 minutes later and disable the rest.", "when_to_use": "When retrieving specific data from a list of items, especially when filtering by a condition", "category": "failure", "created_time": "2025-11-07 18:24:37", "modified_time": "2025-11-07 18:24:37", "extra_info": {"tags": ["data retrieval", "list filtering", "boolean handling"], "generalized_query": "Modify a specific item in a list while applying changes to other items based on conditions"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "22c877e636794e77bb5bc7af5f37ef23", "memory_type": "task", "when_to_use": "When making assumptions about unique identifiers or labels in data structures", "content": "Always verify uniqueness of identifiers/labels before making modifications, and implement fallback mechanisms for ambiguous cases", "score": 0, "time_created": "2025-11-07 18:24:37", "time_modified": "2025-11-07 18:24:37", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "I am going on a vacation. Move my go-to-sleep phone alarm to 20 minutes later and disable the rest.", "when_to_use": "When making assumptions about unique identifiers or labels in data structures", "category": "failure", "created_time": "2025-11-07 18:24:37", "modified_time": "2025-11-07 18:24:37", "extra_info": {"tags": ["data uniqueness", "label ambiguity", "system modification"], "generalized_query": "Modify system settings based on labeled entries with potential duplicates"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "8a08fb7e40c942979023fc034974eeaf", "memory_type": "task", "when_to_use": "When implementing batch operations on system components", "content": "Implement transactional operations with rollback capabilities when making coordinated system changes", "score": 0, "time_created": "2025-11-07 18:24:37", "time_modified": "2025-11-07 18:24:37", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "I am going on a vacation. Move my go-to-sleep phone alarm to 20 minutes later and disable the rest.", "when_to_use": "When implementing batch operations on system components", "category": "failure", "created_time": "2025-11-07 18:24:37", "modified_time": "2025-11-07 18:24:37", "extra_info": {"tags": ["system coordination", "transactional updates", "error recovery"], "generalized_query": "Perform coordinated updates across multiple system elements with interdependencies"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "b51eaa94593c4a388a818377eb85aca4", "memory_type": "task", "when_to_use": "When interacting with APIs that require authentication tokens", "content": "Always verify authentication requirements before making API calls; failing to obtain access tokens will result in authorization failures.", "score": 0, "time_created": "2025-11-07 18:24:37", "time_modified": "2025-11-07 18:24:37", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "I am going on a vacation. Move my go-to-sleep phone alarm to 20 minutes later and disable the rest.", "when_to_use": "When interacting with APIs that require authentication tokens", "category": "failure", "created_time": "2025-11-07 18:24:37", "modified_time": "2025-11-07 18:24:37", "extra_info": {"tags": ["API authentication", "access token", "authorization failure"], "generalized_query": "Modify a specific system setting and disable others through API interactions"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "1d9d0f8852bc4637b8077ccd46aa11fb", "memory_type": "task", "when_to_use": "When accessing protected APIs requires authentication tokens and the task involves updating user data in a note-taking app", "content": "Successful authentication flow required first retrieving credentials from supervisor app, then using login API to obtain access token. This token had to be explicitly passed in all subsequent API calls. When searching for notes, using query parameter with partial title matched the formatted note title better than exact title matching.", "score": 0, "time_created": "2025-11-07 18:24:21", "time_modified": "2025-11-07 18:24:21", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Mark 'Witnessing a total solar eclipse' in my Bucket List Simple Note as done", "when_to_use": "When accessing protected APIs requires authentication tokens and the task involves updating user data in a note-taking app", "category": "success", "created_time": "2025-11-07 18:24:21", "modified_time": "2025-11-07 18:24:21", "extra_info": {"tags": ["authentication", "api-token", "note-update", "partial-match"], "generalized_query": "Update a specific item in a user's note after authenticating with an API"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "c161bd01b1f04766951c3f972aa713ca", "memory_type": "task", "when_to_use": "When retrieving specific data from a list of objects using list comprehensions", "content": "Avoid using list comprehensions for boolean checks when extracting objects; use generator expressions with next() for single-item retrieval to prevent type errors.", "score": 0, "time_created": "2025-11-07 18:24:39", "time_modified": "2025-11-07 18:24:39", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "I am going on a vacation. Move my wake-up phone alarm to 40 minutes earlier and disable the rest.", "when_to_use": "When retrieving specific data from a list of objects using list comprehensions", "category": "failure", "created_time": "2025-11-07 18:24:39", "modified_time": "2025-11-07 18:24:39", "extra_info": {"tags": ["password retrieval", "list comprehension", "type error", "data extraction"], "generalized_query": "Modify a specific item in a list while applying conditions to other items"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "25ffab2d5e464202ad55613284f99d12", "memory_type": "task", "when_to_use": "When handling API responses with nested data structures", "content": "Always validate data structure types before subscripting; use explicit iteration and conditional checks for API response parsing.", "score": 0, "time_created": "2025-11-07 18:24:39", "time_modified": "2025-11-07 18:24:39", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Move my wake-up phone alarm to 40 minutes earlier and disable the rest.", "when_to_use": "When handling API responses with nested data structures", "category": "failure", "created_time": "2025-11-07 18:24:39", "modified_time": "2025-11-07 18:24:39", "extra_info": {"tags": ["API response handling", "data validation", "alarm management", "conditional updates"], "generalized_query": "Update and disable multiple items in a dataset based on labels or identifiers"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "7668fafb4dd149ffa91b3fcd64f1ae92", "memory_type": "task", "when_to_use": "When implementing system configuration changes that require state verification", "content": "Implement state checks before modifying system settings to avoid redundant operations and ensure configuration changes align with user intent", "score": 0, "time_created": "2025-11-07 18:24:37", "time_modified": "2025-11-07 18:24:37", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "I am going on a vacation. Move my wake-up phone alarm to 40 minutes earlier and disable the rest.", "when_to_use": "When implementing system configuration changes that require state verification", "category": "failure", "created_time": "2025-11-07 18:24:37", "modified_time": "2025-11-07 18:24:37", "extra_info": {"tags": ["system_configuration", "state_verification", "alarm_management", "user_intent", "operation_safety"], "generalized_query": "Modify and disable system alerts or notifications based on contextual triggers"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "adfe6d05a36e439d8b7c70187580f493", "memory_type": "task", "when_to_use": "When retrieving data from an API that requires pagination and field validation", "content": "Successfully retrieved all playlists via pagination, validated API response fields against documentation, and calculated durations by iterating through song IDs. Key fix involved aligning code with API response structure (using 'duration' instead of 'duration_seconds') after encountering KeyError.", "score": 0, "time_created": "2025-11-07 18:25:12", "time_modified": "2025-11-07 18:25:12", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "How long is my shortest Spotify playlist, in minutes, rounded to the nearest number?", "when_to_use": "When retrieving data from an API that requires pagination and field validation", "category": "success", "created_time": "2025-11-07 18:25:12", "modified_time": "2025-11-07 18:25:12", "extra_info": {"tags": ["Spotify", "API", "duration calculation", "error handling"], "generalized_query": "Calculate the minimum duration of user-owned media collections from a paginated API"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "2c2b2962fcb84c87a36bc21816cd6d5e", "memory_type": "task", "when_to_use": "When retrieving user credentials or API tokens from external systems", "content": "Always verify variable scope and initialization before use to prevent NameErrors during API authentication workflows", "score": 0, "time_created": "2025-11-07 18:25:14", "time_modified": "2025-11-07 18:25:14", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "How long is my shortest Spotify playlist, in minutes, rounded to the nearest number?", "when_to_use": "When retrieving user credentials or API tokens from external systems", "category": "failure", "created_time": "2025-11-07 18:25:14", "modified_time": "2025-11-07 18:25:14", "extra_info": {"tags": ["API authentication", "variable scope", "error handling"], "generalized_query": "Accessing secured user data through API authentication"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "e5a806619cea450894082b485ddaad6e", "memory_type": "task", "when_to_use": "When calculating playlist durations based on song counts", "content": "Assuming uniform item durations leads to inaccurate results; always use API-provided duration data for precise calculations", "score": 0, "time_created": "2025-11-07 18:25:06", "time_modified": "2025-11-07 18:25:06", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "How long is my longest Spotify playlist, in minutes, rounded to the nearest number?", "when_to_use": "When calculating playlist durations based on song counts", "category": "failure", "created_time": "2025-11-07 18:25:06", "modified_time": "2025-11-07 18:25:06", "extra_info": {"tags": ["duration", "playlist", "api", "approximation", "calculation"], "generalized_query": "Calculating total duration of media items in a playlist"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "e5e3999d09d64601be11c0dd245c0505", "memory_type": "task", "when_to_use": "When retrieving paginated API results", "content": "Always verify if pagination limits might truncate data and implement proper pagination handling to ensure full dataset retrieval", "score": 0, "time_created": "2025-11-07 18:25:06", "time_modified": "2025-11-07 18:25:06", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "How long is my longest Spotify playlist, in minutes, rounded to the nearest number?", "when_to_use": "When retrieving paginated API results", "category": "failure", "created_time": "2025-11-07 18:25:06", "modified_time": "2025-11-07 18:25:06", "extra_info": {"tags": ["pagination", "api", "data", "incompleteness", "playlists"], "generalized_query": "Processing paginated API responses for complete dataset"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "91b571599fc74ae5956865c490e93289", "memory_type": "task", "when_to_use": "When initial API responses lack critical data fields required for calculations", "content": "When initial data retrieval (show_playlist_library) lacked song duration information, the agent debugged by inspecting playlist structure via show_playlist, then implemented nested API calls (show_song) to fetch missing metadata. This pattern ensures data completeness before aggregation.", "score": 0, "time_created": "2025-11-07 18:25:22", "time_modified": "2025-11-07 18:25:22", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "How long is my longest Spotify playlist, in minutes, rounded to the nearest number?", "when_to_use": "When initial API responses lack critical data fields required for calculations", "category": "success", "created_time": "2025-11-07 18:25:22", "modified_time": "2025-11-07 18:25:22", "extra_info": {"tags": ["Spotify", "playlist duration", "API structure", "error handling", "nested API calls"], "generalized_query": "Calculate aggregate metric (e.g., duration, count) across user-owned entities (playlists, songs, etc.) in a music streaming platform"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "6d32db55c4a94050b8077fac5d605ee6", "memory_type": "task", "when_to_use": "When accessing nested data structures from API responses", "content": "Always validate that required fields exist in API responses before processing nested data structures", "score": 0, "time_created": "2025-11-07 18:25:44", "time_modified": "2025-11-07 18:25:44", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "How long is my longest Spotify playlist, in minutes, rounded to the nearest number?", "when_to_use": "When accessing nested data structures from API responses", "category": "failure", "created_time": "2025-11-07 18:25:44", "modified_time": "2025-11-07 18:25:44", "extra_info": {"tags": ["api", "data", "validation", "nesting", "playlist"], "generalized_query": "Extracting specific metrics from hierarchical API data"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "b0d78e29e29b43ffb7b5726ed39fe5cc", "memory_type": "task", "when_to_use": "When handling API authentication and session management", "content": "Always ensure authentication tokens are properly scoped and available in the execution context before making API calls that require them", "score": 0, "time_created": "2025-11-07 18:26:05", "time_modified": "2025-11-07 18:26:05", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Play the most listened to song on Spotify from my Woodstock Reimagined: Festival Vibes playlist.", "when_to_use": "When handling API authentication and session management", "category": "failure", "created_time": "2025-11-07 18:26:05", "modified_time": "2025-11-07 18:26:05", "extra_info": {"tags": ["API authentication", "token management", "variable scope"], "generalized_query": "Access and interact with user-specific data from a music streaming service API"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "c72b2ff8eae84c5685c45801ae45616d", "memory_type": "task", "when_to_use": "When retrieving user-specific data from search results", "content": "Implement explicit validation and filtering mechanisms when multiple resources share the same name or metadata", "score": 0, "time_created": "2025-11-07 18:26:05", "time_modified": "2025-11-07 18:26:05", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Identify the correct playlist from search results that belongs to the current user", "when_to_use": "When retrieving user-specific data from search results", "category": "failure", "created_time": "2025-11-07 18:26:05", "modified_time": "2025-11-07 18:26:05", "extra_info": {"tags": ["data filtering", "search results", "user identification"], "generalized_query": "Filter API search results to identify user-specific resources"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "be5a8fe5ef77447580dc19c488c322d4", "memory_type": "task", "when_to_use": "When accessing metrics for media content", "content": "Always verify that metric fields (like play_count) exist in API responses and handle potential null/missing data cases", "score": 0, "time_created": "2025-11-07 18:26:05", "time_modified": "2025-11-07 18:26:05", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Determine which song in the playlist has the highest play count", "when_to_use": "When accessing metrics for media content", "category": "failure", "created_time": "2025-11-07 18:26:05", "modified_time": "2025-11-07 18:26:05", "extra_info": {"tags": ["media metrics", "API response handling", "data validation"], "generalized_query": "Analyze media content metrics to identify popular items"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "28e9eec9a3b84d0db036d63e73215868", "memory_type": "task", "when_to_use": "When handling parameters for API endpoints with strict data type requirements", "content": "Verify data types of parameters match API specifications (e.g., song_id must be integer, not string)", "score": 0, "time_created": "2025-11-07 18:26:05", "time_modified": "2025-11-07 18:26:05", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "apis.spotify.play_music(song_id=most_listened_song[\"title\"])", "when_to_use": "When handling parameters for API endpoints with strict data type requirements", "category": "failure", "created_time": "2025-11-07 18:26:05", "modified_time": "2025-11-07 18:26:05", "extra_info": {"tags": ["data_validation", "parameter_types", "error_handling", "song_id"], "generalized_query": "Interacting with APIs that enforce parameter type validation"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "3ee7d66701a745739979ea7b42ae8492", "memory_type": "task", "when_to_use": "When interacting with APIs requiring authentication tokens, especially in multi-step workflows involving repeated API calls.", "content": "The higher-scoring approach explicitly included the access_token parameter in the play_music API call, ensuring proper authentication. The lower-scoring sequence repeatedly reauthenticated but failed to propagate the token to the play_music endpoint. The higher approach also used programmatic data processing (min() function) to identify the least-played song, whereas the lower approach used manual, repetitive API calls.", "score": 0, "time_created": "2025-11-07 18:25:47", "time_modified": "2025-11-07 18:25:47", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Play the least listened to song on Spotify from the Echo Chamber Chronicles album.", "when_to_use": "When interacting with APIs requiring authentication tokens, especially in multi-step workflows involving repeated API calls.", "category": "comparative", "created_time": "2025-11-07 18:25:47", "modified_time": "2025-11-07 18:25:47", "extra_info": {"tags": ["API authentication", "token propagation", "efficiency", "data processing"], "generalized_query": "Execute a multi-step API workflow with authentication token management to achieve a task."}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "878c31c5dfd84167a2ca8685b05d8ab7", "memory_type": "task", "when_to_use": "When encountering 401 Unauthorized errors after successful authentication", "content": "API clients must explicitly handle token lifecycle management, including storage, refresh, and attachment to requests, as tokens are not automatically persisted between calls", "score": 0, "time_created": "2025-11-07 18:25:47", "time_modified": "2025-11-07 18:25:47", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Play the least listened to song on Spotify from the Echo Chamber Chronicles album.", "when_to_use": "When encountering 401 Unauthorized errors after successful authentication", "category": "failure", "created_time": "2025-11-07 18:25:47", "modified_time": "2025-11-07 18:25:47", "extra_info": {"tags": ["401", "token", "lifecycle", "API", "authentication"], "generalized_query": "Maintain valid authentication state across sequential API operations"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "5c0fdaa75e81480b878056cc0a45aa4f", "memory_type": "task", "when_to_use": "When interacting with authenticated API endpoints after initial login", "content": "Access tokens must be explicitly maintained and passed for authenticated operations; token expiration requires re-authentication before subsequent API calls", "score": 0, "time_created": "2025-11-07 18:26:25", "time_modified": "2025-11-07 18:26:25", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Play the most listened to song on Spotify from the Velvet Underground album.", "when_to_use": "When interacting with authenticated API endpoints after initial login", "category": "failure", "created_time": "2025-11-07 18:26:25", "modified_time": "2025-11-07 18:26:25", "extra_info": {"tags": ["spotify", "authentication", "token", "api", "authorization"], "generalized_query": "Execute a multi-step task requiring sustained API authentication"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "07873991fe69466b86473b2264644664", "memory_type": "task", "when_to_use": "When interpreting API response data for user intent fulfillment", "content": "Verify that the data retrieved from API responses directly addresses the user's intent. In this case, album like_count does not equate to individual song popularity metrics, requiring clarification or alternative data sources.", "score": 0, "time_created": "2025-11-07 18:26:29", "time_modified": "2025-11-07 18:26:29", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Play the most listened to song on Spotify from the Velvet Underground album.", "when_to_use": "When interpreting API response data for user intent fulfillment", "category": "failure", "created_time": "2025-11-07 18:26:29", "modified_time": "2025-11-07 18:26:29", "extra_info": {"tags": ["data_interpretation", "user_intent", "metric_assumptions", "API_data_validation", "song_popularity"], "generalized_query": "Use API data to fulfill a user request that requires interpretation of metrics (e.g., popularity, listen count)."}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "325a6bbf628a4b88a6a79b28646a2c6e", "memory_type": "task", "when_to_use": "When processing payment requests, ensure the request is still pending before attempting approval", "content": "Always verify the current state of a transaction before taking action, as previous operations may have altered its status", "score": 0, "time_created": "2025-11-07 18:26:20", "time_modified": "2025-11-07 18:26:20", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Accept all pending Venmo payment requests from my roommates and coworkers", "when_to_use": "When processing payment requests, ensure the request is still pending before attempting approval", "category": "failure", "created_time": "2025-11-07 18:26:20", "modified_time": "2025-11-07 18:26:20", "extra_info": {"tags": ["Venmo", "payment requests", "state verification", "API errors"], "generalized_query": "Automatically process financial transactions from a list of pending requests"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "bea8b81ed3cd4952be584ced40cf67e1", "memory_type": "task", "when_to_use": "When retrieving sensitive data from API responses", "content": "Use proper data extraction techniques to avoid type mismatches when accessing nested API response structures", "score": 0, "time_created": "2025-11-07 18:26:20", "time_modified": "2025-11-07 18:26:20", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Extract Venmo password from supervisor's account passwords", "when_to_use": "When retrieving sensitive data from API responses", "category": "failure", "created_time": "2025-11-07 18:26:20", "modified_time": "2025-11-07 18:26:20", "extra_info": {"tags": ["API parsing", "data extraction", "type errors", "credential retrieval"], "generalized_query": "Retrieve credentials from stored account information"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "cb428e270bb64f1e85192d0a11d4a155", "memory_type": "task", "when_to_use": "When retrieving specific data from a list of objects using conditional checks", "content": "List comprehensions with boolean conditions return lists of booleans, not filtered objects - use generator expressions with next() for safe value extraction", "score": 0, "time_created": "2025-11-07 18:26:22", "time_modified": "2025-11-07 18:26:22", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Accept all pending Venmo payment requests from my roommates and coworkers.", "when_to_use": "When retrieving specific data from a list of objects using conditional checks", "category": "failure", "created_time": "2025-11-07 18:26:22", "modified_time": "2025-11-07 18:26:22", "extra_info": {"tags": ["Venmo", "API", "data extraction", "list comprehension", "error handling"], "generalized_query": "Automate approval of pending financial transactions from specific contacts"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "51dd213b2dc6483bbf4dc63553cc4803", "memory_type": "task", "when_to_use": "When retrieving credentials or data from a list of entries", "content": "Always verify data structure operations to avoid type mismatches (e.g., boolean vs. list elements) when filtering or extracting values from collections", "score": 0, "time_created": "2025-11-07 18:26:40", "time_modified": "2025-11-07 18:26:40", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Reject all pending Venmo payment requests from my friends and roommates.", "when_to_use": "When retrieving credentials or data from a list of entries", "category": "failure", "created_time": "2025-11-07 18:26:40", "modified_time": "2025-11-07 18:26:40", "extra_info": {"tags": ["credentials", "list_comprehension", "type_error", "data_retrieval"], "generalized_query": "Access and retrieve specific account credentials from a list of stored accounts"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "455ae57672c94c7b90cda20acfd9632d", "memory_type": "task", "when_to_use": "When filtering lists to extract specific elements, especially when using list comprehensions or generator expressions", "content": "Avoid using list comprehensions that produce boolean values when attempting to extract objects; instead, use generator expressions with next() or explicit loops to safely retrieve target elements.", "score": 0, "time_created": "2025-11-07 18:27:01", "time_modified": "2025-11-07 18:27:01", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Accept all pending Venmo payment requests from my coworkers and friends.", "when_to_use": "When filtering lists to extract specific elements, especially when using list comprehensions or generator expressions", "category": "failure", "created_time": "2025-11-07 18:27:01", "modified_time": "2025-11-07 18:27:01", "extra_info": {"tags": ["list", "comprehension", "filtering", "boolean", "subscriptable", "error"], "generalized_query": "Retrieve specific data elements from a list of objects based on a condition"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "f63e00f7c82a4adebde1eb3445a5f054", "memory_type": "task", "when_to_use": "When paginating through API results to ensure all items are retrieved", "content": "Implement robust pagination handling by checking for empty responses and incrementing page indices systematically, while validating API response structures for edge cases.", "score": 0, "time_created": "2025-11-07 18:27:01", "time_modified": "2025-11-07 18:27:01", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Accept all pending Venmo payment requests from my coworkers and friends.", "when_to_use": "When paginating through API results to ensure all items are retrieved", "category": "failure", "created_time": "2025-11-07 18:27:01", "modified_time": "2025-11-07 18:27:01", "extra_info": {"tags": ["pagination", "api", "looping", "edge", "cases"], "generalized_query": "Iterate through paginated API endpoints to collect complete datasets"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "d9deb64714d84ef99cf02d4abd5d3829", "memory_type": "task", "when_to_use": "When needing to identify the most played song by a specific artist on Spotify", "content": "The successful pattern involved first locating the artist via search_artists API, then querying search_songs with artist_id filter and sorting by play_count descending. This ensured retrieval of the most played song through explicit metric-based sorting rather than relying on default ordering.", "score": 0, "time_created": "2025-11-07 18:27:20", "time_modified": "2025-11-07 18:27:20", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "What is the title of the most played song by Velvet Echo on Spotify.", "when_to_use": "When needing to identify the most played song by a specific artist on Spotify", "category": "success", "created_time": "2025-11-07 18:27:20", "modified_time": "2025-11-07 18:27:20", "extra_info": {"tags": ["most played song", "artist search", "play count sorting", "Spotify API"], "generalized_query": "Retrieve the most popular song by a specific artist from a music streaming platform"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "0e7cae16f5a549ca8c811ef05ac82e34", "memory_type": "task", "when_to_use": "When extracting specific data from API responses, especially nested or list-based structures", "content": "Always validate data structure types before accessing nested elements to avoid type errors. Use list comprehensions correctly to filter and extract values rather than boolean checks.", "score": 0, "time_created": "2025-11-07 18:27:19", "time_modified": "2025-11-07 18:27:19", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "What is the title of the least played song by Zoey James on Spotify.", "when_to_use": "When extracting specific data from API responses, especially nested or list-based structures", "category": "failure", "created_time": "2025-11-07 18:27:19", "modified_time": "2025-11-07 18:27:19", "extra_info": {"tags": ["API", "data extraction", "type error", "list comprehension"], "generalized_query": "Extracting specific data fields from nested API response structures"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "4fd1c1bbd4a74abd8f11015d16c3e6dc", "memory_type": "task", "when_to_use": "When interpreting API search results for quantitative analysis", "content": "API search results may not guarantee completeness. When analyzing metrics like play counts, explicitly verify if the dataset contains all relevant entries and consider implementing pagination or filtering parameters for accuracy.", "score": 0, "time_created": "2025-11-07 18:27:19", "time_modified": "2025-11-07 18:27:19", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "What is the title of the least played song by Zoey James on Spotify.", "when_to_use": "When interpreting API search results for quantitative analysis", "category": "failure", "created_time": "2025-11-07 18:27:19", "modified_time": "2025-11-07 18:27:19", "extra_info": {"tags": ["API search", "data completeness", "play count analysis", "pagination"], "generalized_query": "Identifying minimum/maximum values from API-generated datasets"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "c8269750ff7b4ddc9d7f2ca2e7c3211f", "memory_type": "task", "when_to_use": "When handling authentication workflows across multiple apps", "content": "Store retrieved credentials securely and avoid repeated API calls for the same authentication details. Implement error handling for authentication failures during API interactions.", "score": 0, "time_created": "2025-11-07 18:27:19", "time_modified": "2025-11-07 18:27:19", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "What is the title of the least played song by Zoey James on Spotify.", "when_to_use": "When handling authentication workflows across multiple apps", "category": "failure", "created_time": "2025-11-07 18:27:19", "modified_time": "2025-11-07 18:27:19", "extra_info": {"tags": ["authentication", "credential management", "security", "API calls"], "generalized_query": "Cross-app authentication and credential management"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "ce4c506faa4d457c8653dd50ea3df80d", "memory_type": "task", "when_to_use": "When needing to authenticate to an API with stored credentials", "content": "The sequence of retrieving stored passwords via supervisor API, logging in with credentials, and handling token authentication ensures secure access to user-specific data. This pattern is critical for APIs requiring authentication before accessing personal data.", "score": 0, "time_created": "2025-11-07 18:27:44", "time_modified": "2025-11-07 18:27:44", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Follow all the artists who have sung at least one song I have liked on Spotify.", "when_to_use": "When needing to authenticate to an API with stored credentials", "category": "success", "created_time": "2025-11-07 18:27:44", "modified_time": "2025-11-07 18:27:44", "extra_info": {"tags": ["authentication", "password retrieval", "login", "token", "security"], "generalized_query": "Authenticate to a service using stored credentials to perform user-specific actions"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "695b0ba007f64b3188dc1fa32980e00b", "memory_type": "task", "when_to_use": "When processing paginated API responses with unknown total size", "content": "The while-loop pagination pattern (incrementing page_index until empty response) reliably handles unknown dataset sizes. This technique prevents incomplete data retrieval and ensures all liked songs are processed for artist extraction.", "score": 0, "time_created": "2025-11-07 18:27:44", "time_modified": "2025-11-07 18:27:44", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Get the list of liked songs", "when_to_use": "When processing paginated API responses with unknown total size", "category": "success", "created_time": "2025-11-07 18:27:44", "modified_time": "2025-11-07 18:27:44", "extra_info": {"tags": ["pagination", "data retrieval", "looping", "API limits"], "generalized_query": "Retrieve large datasets from an API using pagination parameters"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "260ccc4af6984759a015092173d7f15a", "memory_type": "task", "when_to_use": "When implementing conditional actions based on resource state", "content": "Checking artist follow-status before attempting to follow prevents redundant operations and 422 errors. This decision pattern ensures operational efficiency and avoids unnecessary API calls by verifying current state first.", "score": 0, "time_created": "2025-11-07 18:27:44", "time_modified": "2025-11-07 18:27:44", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Follow each artist who is not already followed", "when_to_use": "When implementing conditional actions based on resource state", "category": "success", "created_time": "2025-11-07 18:27:44", "modified_time": "2025-11-07 18:27:44", "extra_info": {"tags": ["conditional logic", "state check", "error prevention", "follow"], "generalized_query": "Perform actions only when prerequisite conditions are unmet"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "01b71723d17446d5958874b4ce313e67", "memory_type": "task", "when_to_use": "When implementing filtering logic for unique entity processing", "content": "Implement set operations and strict equality checks when filtering lists to guarantee operational uniqueness.", "score": 0, "time_created": "2025-11-07 18:27:50", "time_modified": "2025-11-07 18:27:50", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Filter out artists already being followed before attempting to follow them", "when_to_use": "When implementing filtering logic for unique entity processing", "category": "failure", "created_time": "2025-11-07 18:27:50", "modified_time": "2025-11-07 18:27:50", "extra_info": {"tags": ["data-filtering", "set-operations", "uniqueness", "bulk-processing"], "generalized_query": "Ensure uniqueness in target lists before performing bulk operations on entities."}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "f240fb212a894efeaf75c0e778c06c85", "memory_type": "task", "when_to_use": "When retrieving paginated data to find maximum values (e.g., most played songs)", "content": "Always check if additional pages may contain higher values when using paginated APIs to find maxima. Default page limits may truncate results.", "score": 0, "time_created": "2025-11-07 18:28:03", "time_modified": "2025-11-07 18:28:03", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "What is the title of the most played song by Jasper Skye on Spotify.", "when_to_use": "When retrieving paginated data to find maximum values (e.g., most played songs)", "category": "failure", "created_time": "2025-11-07 18:28:03", "modified_time": "2025-11-07 18:28:03", "extra_info": {"tags": ["pagination", "maximization", "api-limits", "data-completeness"], "generalized_query": "Identify the maximum value item (e.g., play count, likes) from a dataset with pagination"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "cd8f4417e51f4a73a7f1f4cf2680c704", "memory_type": "task", "when_to_use": "When searching for specific artist content with potential incomplete results", "content": "Use explicit filters (artist_id, genre) in search APIs to narrow results, but validate if the returned dataset is comprehensive enough for analytical queries.", "score": 0, "time_created": "2025-11-07 18:28:03", "time_modified": "2025-11-07 18:28:03", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "What is the title of the most played song by Jasper Skye on Spotify.", "when_to_use": "When searching for specific artist content with potential incomplete results", "category": "failure", "created_time": "2025-11-07 18:28:03", "modified_time": "2025-11-07 18:28:03", "extra_info": {"tags": ["artist-filter", "search-accuracy", "data-validation"], "generalized_query": "Retrieve specific user-generated content (songs, albums) filtered by artist or metadata"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "fb3f4c447d304303acd6c4b0e36dc7f5", "memory_type": "task", "when_to_use": "When attempting to retrieve user-specific data via APIs that require authentication or specific identifiers", "content": "Directly querying user profiles with unverified identifiers (e.g., email) may fail if the account does not exist or if the API expects different parameters. Always verify API parameter requirements and consider alternative data retrieval paths.", "score": 0, "time_created": "2025-11-07 18:27:58", "time_modified": "2025-11-07 18:27:58", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "What is the title of the most played song by Jasper Skye on Spotify.", "when_to_use": "When attempting to retrieve user-specific data via APIs that require authentication or specific identifiers", "category": "failure", "created_time": "2025-11-07 18:27:58", "modified_time": "2025-11-07 18:27:58", "extra_info": {"tags": ["API", "profile", "authentication", "identifier", "error handling"], "generalized_query": "Retrieve specific data about an artist's popularity from a music streaming platform"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "c7b383b17fcd45f7ac3dcde5029bc141", "memory_type": "task", "when_to_use": "When interpreting API response structures and error codes", "content": "A 422 Unprocessable Entity error indicates invalid input parameters. Always cross-reference API documentation with error messages to identify parameter mismatches or missing prerequisites like authentication tokens.", "score": 0, "time_created": "2025-11-07 18:27:58", "time_modified": "2025-11-07 18:27:58", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "What is the title of the most played song by Jasper Skye on Spotify.", "when_to_use": "When interpreting API response structures and error codes", "category": "failure", "created_time": "2025-11-07 18:27:58", "modified_time": "2025-11-07 18:27:58", "extra_info": {"tags": ["error handling", "HTTP status codes", "parameter validation", "API documentation"], "generalized_query": "Handling API errors during data retrieval operations"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "4d508c561a894830b7d2d02e2cec6723", "memory_type": "task", "when_to_use": "When needing to filter followed entities (e.g., artists, creators) based on engagement with specific user content (e.g., liked songs, saved albums)", "content": "Successfully retrieved paginated liked songs and followed artists, then used set operations to identify unfollow targets. Critical steps included: 1) Pagination handling for incomplete API responses 2) Field validation (using 'artist_id' instead of 'id') based on API schema 3) Efficient set difference calculation for unfollow decisions", "score": 0, "time_created": "2025-11-07 18:28:08", "time_modified": "2025-11-07 18:28:08", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Unfollow all the artists who have not sung even a single song I have liked on Spotify.", "when_to_use": "When needing to filter followed entities (e.g., artists, creators) based on engagement with specific user content (e.g., liked songs, saved albums)", "category": "success", "created_time": "2025-11-07 18:28:08", "modified_time": "2025-11-07 18:28:08", "extra_info": {"tags": ["spotify", "unfollow", "pagination", "set operations", "api fields"], "generalized_query": "Remove followed entities that have no interaction with user-specific content"}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "d307772629d44ecf852b3cfee2f25e7a", "memory_type": "task", "when_to_use": "When interacting with API responses that contain nested or specific key structures", "content": "Always verify the exact key names in API response schemas to avoid KeyErrors and ensure correct data extraction.", "score": 0, "time_created": "2025-11-07 18:28:31", "time_modified": "2025-11-07 18:28:31", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Unfollow all the artists who have not sung even a single song I have liked on Spotify.", "when_to_use": "When interacting with API responses that contain nested or specific key structures", "category": "failure", "created_time": "2025-11-07 18:28:31", "modified_time": "2025-11-07 18:28:31", "extra_info": {"tags": ["API keys", "data extraction", "error handling"], "generalized_query": "Modify user relationships (e.g., unfollow) based on data from API endpoints with specific key structures."}, "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_14b", "memory_id": "c4491e153c344647818f28fadec2ef30", "memory_type": "task", "when_to_use": "When automating follow actions on social/music platforms based on user preferences, ensuring idempotency to avoid redundant operations.", "content": "The successful pattern involved: 1) Using 'show_liked_songs' to retrieve user preferences, 2) Extracting unique artist IDs from those songs, 3) Checking 'is_following' status via 'show_artist' before attempting to follow, and 4) Implementing error handling to skip already-followed artists. This ensured efficient, non-redundant operations despite API limitations.", "score": 0, "time_created": "2025-11-07 18:28:17", "time_modified": "2025-11-07 18:28:17", "author": "qwen3-14b", "metadata": {"author": "qwen3-14b", "task_query": "Follow all the artists who have sung at least one song I have liked on Spotify.", "when_to_use": "When automating follow actions on social/music platforms based on user preferences, ensuring idempotency to avoid redundant operations.", "category": "success", "created_time": "2025-11-07 18:28:17", "modified_time": "2025-11-07 18:28:17", "extra_info": {"tags": ["spotify", "follow", "idempotency", "error-handling", "user-preferences"], "generalized_query": "Automatically follow entities (e.g., artists, creators) linked to user-liked content while avoiding duplicate actions."}, "utility": 0, "freq": 0}}
