{"workspace_id": "appworld_qwen3_8b", "memory_id": "2de0b70ef0534b2ab26995db825b13f0", "memory_type": "procedural", "when_to_use": "When automating song rating updates in Spotify", "content": "The higher-scoring approach succeeded by using the correct 'review_song' API endpoint and properly handling authentication with an access token. It also checked for existing reviews by verifying the user's email, ensuring no duplicate ratings. The lower-scoring approach failed due to reliance on non-existent APIs like 'get_song_rating' and persistent authorization issues from invalid tokens.", "score": 0, "time_created": "2025-11-08 20:17:29", "time_modified": "2025-11-08 20:17:29", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 automating song rating updates in Spotify", "category": "comparative", "created_time": "2025-11-08 20:17:29", "modified_time": "2025-11-08 20:17:29", "generalized_query": "Automate rating updates for liked songs across playlists", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "ce2afda727db46238cfd4f06ebeb6c77", "memory_type": "procedural", "when_to_use": "When handling authentication tokens, ensure they remain valid and have appropriate scopes for requested operations.", "content": "Implement token refresh mechanisms and validate token scope/permissions before making API calls to prevent authorization errors.", "score": 0, "time_created": "2025-11-08 20:17:30", "time_modified": "2025-11-08 20:17:30", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 handling authentication tokens, ensure they remain valid and have appropriate scopes for requested operations.", "category": "failure", "created_time": "2025-11-08 20:17:30", "modified_time": "2025-11-08 20:17:30", "generalized_query": "Perform authenticated operations on a music service requiring valid access tokens.", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "531e4ad3dfee4f21857125bf1f92b968", "memory_type": "procedural", "when_to_use": "When retrieving data from an API that requires authentication and password management", "content": "Successfully retrieved Spotify data by first obtaining credentials through supervisor API, then iteratively fetching playlists and songs while validating API response structures. Key steps included: 1) Using list comprehensions with proper filtering for password retrieval 2) Consulting API documentation to resolve KeyError issues 3) Iterating through nested data structures (playlists → songs → song details) 4) Leveraging max() function with custom key for ranking", "score": 0, "time_created": "2025-11-08 20:17:25", "time_modified": "2025-11-08 20:17:25", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "What is the title of the most-liked song in my Spotify playlists.", "when_to_use": "When retrieving data from an API that requires authentication and password management", "category": "success", "created_time": "2025-11-08 20:17:25", "modified_time": "2025-11-08 20:17:25", "generalized_query": "Identify the most-liked item in a collection of curated items from a music service", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "22027e4e23214b4ea692befea7029a21", "memory_type": "procedural", "when_to_use": "When prioritizing user-centric metrics over system-wide statistics", "content": "Always verify if metrics like 'like_count' represent user-specific actions (e.g., personal likes) or system-wide statistics (e.g., total likes by all users)", "score": 0, "time_created": "2025-11-08 20:17:35", "time_modified": "2025-11-08 20:17:35", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "What is the title of the most-liked song in my Spotify playlists.", "when_to_use": "When prioritizing user-centric metrics over system-wide statistics", "category": "failure", "created_time": "2025-11-08 20:17:35", "modified_time": "2025-11-08 20:17:35", "generalized_query": "Determine user-specific favorites from platform-wide data", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "c71f54edf3404221b9425ef487e5b42b", "memory_type": "procedural", "when_to_use": "When determining playback statistics or usage metrics in music platforms", "content": "Playback statistics (e.g., play count) are often distinct from engagement metrics (e.g., likes). Verify API capabilities before assuming data availability, and handle missing data explicitly.", "score": 0, "time_created": "2025-11-08 20:17:37", "time_modified": "2025-11-08 20:17:37", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "What is the title of the most-played song in my Spotify album library.", "when_to_use": "When determining playback statistics or usage metrics in music platforms", "category": "failure", "created_time": "2025-11-08 20:17:37", "modified_time": "2025-11-08 20:17:37", "generalized_query": "Identify the most frequently played item in a music library", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "f2f26769b81e42449d0ad638de4911ad", "memory_type": "procedural", "when_to_use": "When processing large datasets from paginated APIs", "content": "Implement robust pagination handling and validate data structure consistency across pages", "score": 0, "time_created": "2025-11-08 20:17:18", "time_modified": "2025-11-08 20:17:18", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "What is the title of the most-played song in my Spotify album library.", "when_to_use": "When processing large datasets from paginated APIs", "category": "failure", "created_time": "2025-11-08 20:17:18", "modified_time": "2025-11-08 20:17:18", "generalized_query": "Analyze aggregated data across multiple API pages", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "4d92ea442b2c40d49d737fc31b274946", "memory_type": "procedural", "when_to_use": "When accessing Spotify's API to retrieve user data like song libraries or play counts", "content": "Always verify API endpoint existence and response structure before implementing data processing logic. Use the exact field names specified in the API documentation rather than assuming default keys.", "score": 0, "time_created": "2025-11-08 20:17:21", "time_modified": "2025-11-08 20:17:21", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "What is the title of the least-played song in my Spotify song library.", "when_to_use": "When accessing Spotify's API to retrieve user data like song libraries or play counts", "category": "failure", "created_time": "2025-11-08 20:17:21", "modified_time": "2025-11-08 20:17:21", "generalized_query": "Identify the least frequently played item in a music library", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "f6c640fcc4ca453dab8d18cfbb10c734", "memory_type": "procedural", "when_to_use": "When implementing pagination for large datasets in API calls", "content": "Implement robust pagination handling with proper error checking to avoid infinite loops and ensure complete data retrieval from paginated endpoints.", "score": 0, "time_created": "2025-11-08 20:17:21", "time_modified": "2025-11-08 20:17:21", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "What is the title of the least-played song in my Spotify song library.", "when_to_use": "When implementing pagination for large datasets in API calls", "category": "failure", "created_time": "2025-11-08 20:17:21", "modified_time": "2025-11-08 20:17:21", "generalized_query": "Process paginated API responses effectively", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "fe787f6521be4a07abe5b51563c5aa73", "memory_type": "procedural", "when_to_use": "When modifying song ratings or reviews in a music library API", "content": "Always verify if a review/rating already exists for a song before attempting to create a new one to prevent duplicate entries and 409 conflicts", "score": 0, "time_created": "2025-11-08 20:18:13", "time_modified": "2025-11-08 20:18:13", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 modifying song ratings or reviews in a music library API", "category": "failure", "created_time": "2025-11-08 20:18:13", "modified_time": "2025-11-08 20:18:13", "generalized_query": "Adjust song ratings based on user interaction metrics in a music library system", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "bf9333ce19744f4d9b2310f459580ee9", "memory_type": "procedural", "when_to_use": "When handling API failures due to missing fields", "content": "Implement field existence checks before accessing dictionary keys - use .get() with default values instead of direct indexing", "score": 0, "time_created": "2025-11-08 20:18:08", "time_modified": "2025-11-08 20:18:08", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 handling API failures due to missing fields", "category": "failure", "created_time": "2025-11-08 20:18:08", "modified_time": "2025-11-08 20:18:08", "generalized_query": "Access nested data fields in API responses", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "433755c9b7bf460894d005e4a5a04bed", "memory_type": "procedural", "when_to_use": "When retrieving sensitive data like passwords or API tokens", "content": "Always validate data structures before accessing nested keys and ensure proper authentication token handling across API calls", "score": 0, "time_created": "2025-11-08 20:18:17", "time_modified": "2025-11-08 20:18:17", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Like all the venmo transactions from today involving any of my roommates on my venmo social feed.", "when_to_use": "When retrieving sensitive data like passwords or API tokens", "category": "failure", "created_time": "2025-11-08 20:18:17", "modified_time": "2025-11-08 20:18:17", "generalized_query": "Retrieve transactions involving specific user relationships from a social feed", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "0c874d63bbef40b8a4d34d147d0e4ceb", "memory_type": "procedural", "when_to_use": "When filtering data based on dynamic criteria", "content": "Use set operations for efficient membership testing and verify data formats before conditional checks", "score": 0, "time_created": "2025-11-08 20:18:17", "time_modified": "2025-11-08 20:18:17", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Like all the venmo transactions from today involving any of my roommates on my venmo social feed.", "when_to_use": "When filtering data based on dynamic criteria", "category": "failure", "created_time": "2025-11-08 20:18:17", "modified_time": "2025-11-08 20:18:17", "generalized_query": "Filter transactions involving specific relationships", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "877675b56bee4b8abda189095acd6bf2", "memory_type": "procedural", "when_to_use": "When submitting results to supervisor tasks", "content": "Format task answers strictly according to expected data types (prefer strings over complex objects)", "score": 0, "time_created": "2025-11-08 20:18:16", "time_modified": "2025-11-08 20:18:16", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Like all the venmo transactions from today involving any of my roommates on my venmo social feed.", "when_to_use": "When submitting results to supervisor tasks", "category": "failure", "created_time": "2025-11-08 20:18:16", "modified_time": "2025-11-08 20:18:16", "generalized_query": "Complete supervisor-assigned transaction analysis tasks", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "da599fb4190245978fc493ebe2680d9b", "memory_type": "procedural", "when_to_use": "When searching for contacts or users across apps", "content": "Use dedicated contact search APIs instead of generic search methods for accurate results", "score": 0, "time_created": "2025-11-08 20:18:16", "time_modified": "2025-11-08 20:18:16", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Like all the venmo transactions from today involving any of my roommates on my venmo social feed.", "when_to_use": "When searching for contacts or users across apps", "category": "failure", "created_time": "2025-11-08 20:18:16", "modified_time": "2025-11-08 20:18:16", "generalized_query": "Identify cross-app contact relationships", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "9942fec0a79a423aa2225c8337650619", "memory_type": "procedural", "when_to_use": "When accessing multiple apps or services requiring separate authentication", "content": "Always verify access tokens are specific to the target API and validate response structures before field access", "score": 0, "time_created": "2025-11-08 20:18:17", "time_modified": "2025-11-08 20:18:17", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Like all the venmo transactions from yesterday involving any of my siblings on my venmo social feed.", "when_to_use": "When accessing multiple apps or services requiring separate authentication", "category": "failure", "created_time": "2025-11-08 20:18:17", "modified_time": "2025-11-08 20:18:17", "generalized_query": "Retrieve transactions involving specific user relationships across multiple platforms", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "5af571b627554c1aa6b4edc599953610", "memory_type": "procedural", "when_to_use": "When dealing with API rate limiting or duplicate operation errors", "content": "Implement idempotent operations with try-except blocks to handle 'already exists' errors gracefully", "score": 0, "time_created": "2025-11-08 20:18:12", "time_modified": "2025-11-08 20:18:12", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Like all the venmo transactions from yesterday involving any of my siblings on my venmo social feed.", "when_to_use": "When dealing with API rate limiting or duplicate operation errors", "category": "failure", "created_time": "2025-11-08 20:18:12", "modified_time": "2025-11-08 20:18:12", "generalized_query": "Perform bulk operations on social media transactions", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "d671b3d3eeda4ad69fde790bc6fdb9c4", "memory_type": "procedural", "when_to_use": "When authenticating and interacting with APIs to perform actions like liking transactions or retrieving social feeds", "content": "The higher-scoring approach succeeded by: 1) Properly handling API authentication and token management, 2) Implementing error handling for duplicate likes, 3) Using Venmo-specific APIs directly rather than cross-platform solutions (phone app), 4) Validating API response structures before accessing fields. The lower-scoring approach failed due to: 1) Using unrelated phone app APIs, 2) Assuming non-existent 'username' fields in responses, 3) Lack of duplicate transaction handling, 4) Inefficient multi-step authentication processes.", "score": 0, "time_created": "2025-11-08 20:18:19", "time_modified": "2025-11-08 20:18:19", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Like all the venmo transactions from yesterday involving any of my siblings on my venmo social feed.", "when_to_use": "When authenticating and interacting with APIs to perform actions like liking transactions or retrieving social feeds", "category": "comparative", "created_time": "2025-11-08 20:18:19", "modified_time": "2025-11-08 20:18:19", "generalized_query": "Interact with social media transactions involving specific relationships (e.g., siblings) across platforms", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "44c5f7af67dc4316a3bf039208eac11b", "memory_type": "procedural", "when_to_use": "When updating ratings for songs in a music library with existing reviews", "content": "The higher-scoring approach succeeded by first checking for existing reviews using the 'show_song_reviews' API and only creating new reviews when none existed. This prevented duplicate review errors. It also used pagination to fully retrieve all liked songs and albums, ensuring comprehensive coverage. The lower-scoring approach failed due to lack of review existence checks and incomplete data retrieval from paginated APIs.", "score": 0, "time_created": "2025-11-08 20:18:17", "time_modified": "2025-11-08 20:18:17", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 updating ratings for songs in a music library with existing reviews", "category": "comparative", "created_time": "2025-11-08 20:18:17", "modified_time": "2025-11-08 20:18:17", "generalized_query": "Update song ratings in a music library based on user preferences and existing reviews", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "00138f9d3a3b4c0da8ec891e3c7d45c3", "memory_type": "procedural", "when_to_use": "When handling stateful operations that require checking for existing state before modification", "content": "Implement existence checks for target resources before performing create/update operations, especially when dealing with unique constraint violations", "score": 0, "time_created": "2025-11-08 20:18:28", "time_modified": "2025-11-08 20:18:28", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 handling stateful operations that require checking for existing state before modification", "category": "failure", "created_time": "2025-11-08 20:18:28", "modified_time": "2025-11-08 20:18:28", "generalized_query": "Perform state modifications with pre-existence checks to avoid conflicts", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "a069662627e0421fb5cafb2ca96368a6", "memory_type": "procedural", "when_to_use": "When accessing configuration data that depends on dynamic inputs", "content": "Ensure dynamic variables (e.g., passwords, tokens) are explicitly retrieved and validated before use in API calls.", "score": 0, "time_created": "2025-11-08 20:18:17", "time_modified": "2025-11-08 20:18:17", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 accessing configuration data that depends on dynamic inputs", "category": "failure", "created_time": "2025-11-08 20:18:17", "modified_time": "2025-11-08 20:18:17", "generalized_query": "Retrieve authentication credentials from a secure password store for API operations", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "62e984993bed4673b1bd1f116674c00d", "memory_type": "procedural", "when_to_use": "When processing paginated API responses with large datasets", "content": "Implement robust pagination handling with explicit termination conditions to avoid infinite loops and ensure complete data retrieval.", "score": 0, "time_created": "2025-11-08 20:18:17", "time_modified": "2025-11-08 20:18:17", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 processing paginated API responses with large datasets", "category": "failure", "created_time": "2025-11-08 20:18:17", "modified_time": "2025-11-08 20:18:17", "generalized_query": "Iterate through paginated collections to process all items in a user's media library", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "84db17aae99f43eeb0371adc568feb13", "memory_type": "procedural", "when_to_use": "When handling API authentication and data export tasks", "content": "Ensure proper authentication for all APIs involved, validate credentials before making requests, and handle pagination correctly when retrieving large datasets.", "score": 0, "time_created": "2025-11-08 20:19:02", "time_modified": "2025-11-08 20:19:02", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 handling API authentication and data export tasks", "category": "failure", "created_time": "2025-11-08 20:19:02", "modified_time": "2025-11-08 20:19:02", "generalized_query": "Export user music library data from a service to a CSV file with specific formatting and terminate the account", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "40731ec342514cce83a5ddc7c39eec4a", "memory_type": "procedural", "when_to_use": "When exporting data from multiple services (e.g., Spotify and file_system) requires authenticated API calls and proper error handling", "content": "The higher-scoring approach succeeded by: 1) Correctly authenticating to both Spotify and file_system apps with proper password retrieval 2) Implementing pagination for comprehensive data collection 3) Using efficient data structuring (zip() for combining title/artists) 4) Properly handling API rate limits and authentication tokens 5) Ensuring atomic operations with proper error isolation", "score": 0, "time_created": "2025-11-08 20:19:06", "time_modified": "2025-11-08 20:19:06", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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. 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 multiple services (e.g., Spotify and file_system) requires authenticated API calls and proper error handling", "category": "comparative", "created_time": "2025-11-08 20:19:06", "modified_time": "2025-11-08 20:19:06", "generalized_query": "Export aggregated data from multiple services to a file with specific formatting and account termination", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "c746e4f4c2c74a5b966f7dab64746623", "memory_type": "procedural", "when_to_use": "When handling API dependencies across multiple systems", "content": "Implement error handling for API dependency failures and ensure all required APIs are available before initiating multi-step operations.", "score": 0, "time_created": "2025-11-08 20:19:06", "time_modified": "2025-11-08 20:19:06", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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. 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 handling API dependencies across multiple systems", "category": "failure", "created_time": "2025-11-08 20:19:06", "modified_time": "2025-11-08 20:19:06", "generalized_query": "Integrate data collection from multiple APIs with file output", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "156afb05b83a4932baf2c2e78c9b2e73", "memory_type": "procedural", "when_to_use": "When interacting with multiple APIs that require separate authentication", "content": "Ensure all API calls use valid access tokens with appropriate scopes. Verify that authentication credentials are specific to each API endpoint being accessed.", "score": 0, "time_created": "2025-11-08 20:19:08", "time_modified": "2025-11-08 20:19:08", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 multiple APIs that require separate authentication", "category": "failure", "created_time": "2025-11-08 20:19:08", "modified_time": "2025-11-08 20:19:08", "generalized_query": "Export data from multiple services to a file and terminate an account", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "b45088ca7a2b4a988e09b2acabd8f445", "memory_type": "procedural", "when_to_use": "When writing files to restricted directories", "content": "Verify directory permissions and ensure the access token has write permissions for the target path. Use explicit file creation methods provided by the file system API.", "score": 0, "time_created": "2025-11-08 20:19:08", "time_modified": "2025-11-08 20:19:08", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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...", "when_to_use": "When writing files to restricted directories", "category": "failure", "created_time": "2025-11-08 20:19:08", "modified_time": "2025-11-08 20:19:08", "generalized_query": "Write files to specific directories in a file system", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "92511852ab5249eba563799a236e053a", "memory_type": "procedural", "when_to_use": "When terminating an account after completing operations", "content": "Confirm account termination can only be performed when all required operations are successfully completed and no active sessions exist.", "score": 0, "time_created": "2025-11-08 20:19:08", "time_modified": "2025-11-08 20:19:08", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "...Terminate my account after this backup is complete.", "when_to_use": "When terminating an account after completing operations", "category": "failure", "created_time": "2025-11-08 20:19:08", "modified_time": "2025-11-08 20:19:08", "generalized_query": "Terminate an account after completing a task", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "59a771f8401f48f0b2609d749893f31b", "memory_type": "procedural", "when_to_use": "When constructing CSV files from nested data structures", "content": "Always validate data structure formats before processing. When joining nested fields (e.g., artists), explicitly access the required property path (e.g., artist['name']) rather than assuming direct access to primitive values.", "score": 0, "time_created": "2025-11-08 20:19:13", "time_modified": "2025-11-08 20:19:13", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 '|'.", "when_to_use": "When constructing CSV files from nested data structures", "category": "failure", "created_time": "2025-11-08 20:19:13", "modified_time": "2025-11-08 20:19:13", "generalized_query": "Format nested data structures into delimited text files with specific column requirements", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "b0899be64ae44af39e08b5001abf7079", "memory_type": "procedural", "when_to_use": "When retrieving transaction data involving specific contacts via APIs", "content": "Always validate API parameter names and response structures before accessing nested fields to avoid KeyError. Verify API documentation for exact parameter names and data formats.", "score": 0, "time_created": "2025-11-08 20:19:01", "time_modified": "2025-11-08 20:19:01", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Get the Venmo transactions from yesterday or today involving any of my coworkers on my Venmo social feed", "when_to_use": "When retrieving transaction data involving specific contacts via APIs", "category": "failure", "created_time": "2025-11-08 20:19:01", "modified_time": "2025-11-08 20:19:01", "generalized_query": "Retrieve transaction data filtered by specific contact relationships and date ranges", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "b67ec2894e7140d8ae249750cc9af0f4", "memory_type": "procedural", "when_to_use": "When handling authentication and credential management", "content": "Implement robust credential retrieval workflows and validate authentication responses to handle 401 errors. Ensure tokens are stored securely and used with appropriate scopes.", "score": 0, "time_created": "2025-11-08 20:19:01", "time_modified": "2025-11-08 20:19:01", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 handling authentication and credential management", "category": "failure", "created_time": "2025-11-08 20:19:01", "modified_time": "2025-11-08 20:19:01", "generalized_query": "Access restricted services requiring authentication tokens", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "0f02352e6c6342659fa967aee3f33520", "memory_type": "procedural", "when_to_use": "When submitting final results to a supervisory system", "content": "Ensure output format strictly matches expected schema requirements, including type consistency and structural integrity", "score": 0, "time_created": "2025-11-08 20:18:58", "time_modified": "2025-11-08 20:18:58", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 submitting final results to a supervisory system", "category": "failure", "created_time": "2025-11-08 20:18:58", "modified_time": "2025-11-08 20:18:58", "generalized_query": "Provide structured output for automated processing systems", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "61fd52b288b8405d9b1623b4aff52e0f", "memory_type": "procedural", "when_to_use": "When interacting with APIs that require authentication tokens or specific request parameters", "content": "Always verify required API parameters are explicitly provided, validate authentication tokens before making requests, and implement robust text parsing logic to handle formatting variations", "score": 0, "time_created": "2025-11-08 20:19:45", "time_modified": "2025-11-08 20:19:45", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Leslie 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 interacting with APIs that require authentication tokens or specific request parameters", "category": "failure", "created_time": "2025-11-08 20:19:45", "modified_time": "2025-11-08 20:19:45", "generalized_query": "Retrieve and format structured data from a note-taking API based on user request", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "e90e65be91ac43a2a3715bc63aac7f5e", "memory_type": "procedural", "when_to_use": "When retrieving data from multiple interconnected systems (e.g., authentication, data storage, messaging)", "content": "The higher-scoring approach succeeded by systematically resolving authentication challenges through API documentation analysis, ensuring proper token management, and precisely mapping data relationships (note content → movie indicators → recipient contact). The lower-scoring approach failed due to inconsistent authentication methods (email vs phone number), incomplete API exploration, and incorrect data parsing logic.", "score": 0, "time_created": "2025-11-08 20:19:49", "time_modified": "2025-11-08 20:19:49", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Reply to Christopher with a list of comma-separated movie titles from my Simple Note account as per their request.", "when_to_use": "When retrieving data from multiple interconnected systems (e.g., authentication, data storage, messaging)", "category": "comparative", "created_time": "2025-11-08 20:19:49", "modified_time": "2025-11-08 20:19:49", "generalized_query": "Extract and deliver specific data from a centralized system to an external recipient via a messaging interface", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "61ff914b703d47d4bc6427535149a6da", "memory_type": "procedural", "when_to_use": "When extracting structured data from text-based note content", "content": "Use precise text parsing patterns that account for nested metadata formats (e.g., hyphenated lists with embedded details)", "score": 0, "time_created": "2025-11-08 20:19:45", "time_modified": "2025-11-08 20:19:45", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Reply to Laura with a list of comma-separated movie titles from my Simple Note account", "when_to_use": "When extracting structured data from text-based note content", "category": "failure", "created_time": "2025-11-08 20:19:45", "modified_time": "2025-11-08 20:19:45", "generalized_query": "Extract specific formatted data (e.g., movie titles) from structured text notes", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "b383280146574e63b63fae4e1663d23f", "memory_type": "procedural", "when_to_use": "When accessing account credentials or API endpoints requiring authentication", "content": "Always validate list comprehensions for single-element extraction and verify API parameter constraints (e.g., page_limit max value) before execution", "score": 0, "time_created": "2025-11-08 20:19:47", "time_modified": "2025-11-08 20:19:47", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Reply to Laura with a list of comma-separated movie titles from my Simple Note account as per their request.", "when_to_use": "When accessing account credentials or API endpoints requiring authentication", "category": "failure", "created_time": "2025-11-08 20:19:47", "modified_time": "2025-11-08 20:19:47", "generalized_query": "Retrieve and format data from a notes database to fulfill a user request via messaging", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "679c400ee36d48df9fe55d8eb4f3aaf9", "memory_type": "procedural", "when_to_use": "When dealing with API authentication failures across multiple services", "content": "The higher-scoring approach implemented a fallback to the supervisor app when phone authentication failed, demonstrating better error resilience. The lower-scoring sequence lacked this contingency planning, leading to repeated failed attempts without addressing the root cause of authentication issues.", "score": 0, "time_created": "2025-11-08 20:19:50", "time_modified": "2025-11-08 20:19:50", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Send text message via phone app after Simple Note authentication", "when_to_use": "When dealing with API authentication failures across multiple services", "category": "comparative", "created_time": "2025-11-08 20:19:50", "modified_time": "2025-11-08 20:19:50", "generalized_query": "Handle cross-service authentication with fallback strategies", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "0a9599adc5b24c97860055fe17c47a67", "memory_type": "procedural", "when_to_use": "When interacting with Venmo APIs to manage transactions and comments", "content": "Ensure transaction IDs are valid and authorized before performing actions like commenting or liking. Verify API endpoint relationships between payment requests and transactions explicitly documented in the API docs.", "score": 0, "time_created": "2025-11-08 20:20:00", "time_modified": "2025-11-08 20:20:00", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 interacting with Venmo APIs to manage transactions and comments", "category": "failure", "created_time": "2025-11-08 20:20:00", "modified_time": "2025-11-08 20:20:00", "generalized_query": "Automate commenting and liking recent transactions from specific users on a payment platform", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "275269c1d94643f19cf79b2020e6c79e", "memory_type": "procedural", "when_to_use": "When executing multi-step API operations with potential failures", "content": "Implement error handling and response validation for all API calls to ensure reliability", "score": 0, "time_created": "2025-11-08 20:19:58", "time_modified": "2025-11-08 20:19:58", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 executing multi-step API operations with potential failures", "category": "failure", "created_time": "2025-11-08 20:19:58", "modified_time": "2025-11-08 20:19:58", "generalized_query": "Execute sequential API operations with error handling", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "66f085efdc124195b9052efe3bbb2f7e", "memory_type": "procedural", "when_to_use": "When interacting with APIs that require authentication tokens for operations like liking or commenting on transactions", "content": "Always verify API endpoint requirements explicitly, including mandatory parameters like access tokens, and ensure correct data structure handling to avoid runtime errors", "score": 0, "time_created": "2025-11-08 20:20:25", "time_modified": "2025-11-08 20:20:25", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 interacting with APIs that require authentication tokens for operations like liking or commenting on transactions", "category": "failure", "created_time": "2025-11-08 20:20:25", "modified_time": "2025-11-08 20:20:25", "generalized_query": "Perform actions (e.g., like, comment) on recent transactions from a specific service (e.g., Venmo) within a time frame", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "76d39ccc2d084d4db3dc9d45f6bc834b", "memory_type": "procedural", "when_to_use": "When retrieving paginated API results that require filtering by date ranges", "content": "Implement robust pagination handling with clear termination conditions and validate date formatting against API-specific datetime requirements", "score": 0, "time_created": "2025-11-08 20:20:25", "time_modified": "2025-11-08 20:20:25", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 paginated API results that require filtering by date ranges", "category": "failure", "created_time": "2025-11-08 20:20:25", "modified_time": "2025-11-08 20:20:25", "generalized_query": "Filter and process paginated data across multiple API pages with temporal constraints", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "55088a11e4534e6db7e65bbba9592e1c", "memory_type": "procedural", "when_to_use": "When extracting sensitive information like passwords from secure storage", "content": "Use precise filtering conditions (e.g., account_name == 'venmo') and verify data structure before accessing nested fields to prevent type errors", "score": 0, "time_created": "2025-11-08 20:20:25", "time_modified": "2025-11-08 20:20:25", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 extracting sensitive information like passwords from secure storage", "category": "failure", "created_time": "2025-11-08 20:20:25", "modified_time": "2025-11-08 20:20:25", "generalized_query": "Retrieve credentials from a password manager to authenticate API access", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "4d7a42cbbcba4bad857a7f935be3e394", "memory_type": "procedural", "when_to_use": "When retrieving personalized recommendations from an API that requires pagination and requires aggregating results across multiple pages", "content": "Successfully retrieved Spotify recommendations by first authenticating with the account, then paginating through recommendation results using the show_recommendations API. Processed the results by extracting artist names and using a Counter to identify the most frequent artist. This approach ensures complete data collection through pagination and leverages Python's collections.Counter for efficient frequency analysis.", "score": 0, "time_created": "2025-11-08 20:20:21", "time_modified": "2025-11-08 20:20:21", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Name the artist most recommended to me on Spotify.", "when_to_use": "When retrieving personalized recommendations from an API that requires pagination and requires aggregating results across multiple pages", "category": "success", "created_time": "2025-11-08 20:20:21", "modified_time": "2025-11-08 20:20:21", "generalized_query": "Identify the top recommended entity from an API-based recommendation system", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "8c32072a8d2a4f37913b96bd99e54193", "memory_type": "procedural", "when_to_use": "When handling authentication-dependent API requests", "content": "Successfully implemented OAuth flow by first retrieving account credentials, then using them to obtain an access token through the login endpoint. This ensured proper authentication for subsequent API calls that require authorization headers or tokens.", "score": 0, "time_created": "2025-11-08 20:20:21", "time_modified": "2025-11-08 20:20:21", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Name the artist most recommended to me on Spotify.", "when_to_use": "When handling authentication-dependent API requests", "category": "success", "created_time": "2025-11-08 20:20:21", "modified_time": "2025-11-08 20:20:21", "generalized_query": "Access protected API resources requiring authentication", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "d7234329fd134c37b5153f024d2109e5", "memory_type": "procedural", "when_to_use": "When calculating weighted recommendations from multiple data sources", "content": "Use associative arrays to accumulate weighted scores rather than direct comparison of nested lists", "score": 0, "time_created": "2025-11-08 20:20:34", "time_modified": "2025-11-08 20:20:34", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Name the artist most recommended to me on Spotify.", "when_to_use": "When calculating weighted recommendations from multiple data sources", "category": "failure", "created_time": "2025-11-08 20:20:34", "modified_time": "2025-11-08 20:20:34", "generalized_query": "Aggregate recommendation scores across different data sources", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "a4ee25adbb4c46e3b1ba82ad98f83968", "memory_type": "procedural", "when_to_use": "When interacting with external APIs or systems to perform actions like commenting or liking transactions", "content": "Always verify API endpoint existence and authentication requirements before executing operations. Use pagination and proper filters to handle large datasets efficiently.", "score": 0, "time_created": "2025-11-08 20:20:31", "time_modified": "2025-11-08 20:20:31", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 interacting with external APIs or systems to perform actions like commenting or liking transactions", "category": "failure", "created_time": "2025-11-08 20:20:31", "modified_time": "2025-11-08 20:20:31", "generalized_query": "Perform bulk actions (like/comments) on recent transactions from specific sources within a time frame", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "23b4c132033c4c429213bb73cd0a7145", "memory_type": "procedural", "when_to_use": "When handling API authentication for third-party services", "content": "Use existing account credentials from trusted sources (e.g., supervisor app) for authentication when direct API credentials are unavailable.", "score": 0, "time_created": "2025-11-08 20:20:31", "time_modified": "2025-11-08 20:20:31", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 authentication for third-party services", "category": "failure", "created_time": "2025-11-08 20:20:31", "modified_time": "2025-11-08 20:20:31", "generalized_query": "Authenticate and interact with a payment platform's API to modify transaction metadata", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "8be018e6ec024263a5ee669467fbc266", "memory_type": "procedural", "when_to_use": "When retrieving artist information from Spotify's API", "content": "Always verify API endpoint existence and response structure before accessing nested data fields", "score": 0, "time_created": "2025-11-08 20:20:41", "time_modified": "2025-11-08 20:20:41", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Name the artist least recommended to me on Spotify.", "when_to_use": "When retrieving artist information from Spotify's API", "category": "failure", "created_time": "2025-11-08 20:20:41", "modified_time": "2025-11-08 20:20:41", "generalized_query": "Identify an artist with minimal recommendation data from a music platform", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "d2656895d7ff4f3fb3a6fec59a58763a", "memory_type": "procedural", "when_to_use": "When analyzing recommendation bias in music platforms", "content": "The agent effectively used the platform's recommendation API to collect data, then applied statistical analysis to identify underrepresented artists. This demonstrates how to quantify recommendation bias by measuring artist exposure across recommendation results.", "score": 0, "time_created": "2025-11-08 20:20:41", "time_modified": "2025-11-08 20:20:41", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Name the artist least recommended to me on Spotify.", "when_to_use": "When analyzing recommendation bias in music platforms", "category": "success", "created_time": "2025-11-08 20:20:41", "modified_time": "2025-11-08 20:20:41", "generalized_query": "Analyze recommendation algorithm bias through artist exposure metrics", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "d59b555ce7bf45d19999a17f6e5dd1b9", "memory_type": "procedural", "when_to_use": "When accessing paginated API endpoints to retrieve large datasets like music recommendations", "content": "Successfully retrieved and processed Spotify recommendations by first authenticating with stored credentials, then using pagination to collect all pages of results. Aggregated artist data across recommendations to identify the most frequent collaborator", "score": 0, "time_created": "2025-11-08 20:20:53", "time_modified": "2025-11-08 20:20:53", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Name the artist most recommended to me on Spotify.", "when_to_use": "When accessing paginated API endpoints to retrieve large datasets like music recommendations", "category": "success", "created_time": "2025-11-08 20:20:53", "modified_time": "2025-11-08 20:20:53", "generalized_query": "Identify the most frequently recommended entity from an API-based recommendation system", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "3da8632a341b416fb8ae9a00a3313ddf", "memory_type": "procedural", "when_to_use": "When extracting data from nested API responses, especially when dealing with user-related fields like owner information.", "content": "Always verify the structure of API responses before accessing nested fields; use 'owner.name' instead of assuming 'owner_email' for user identification.", "score": 0, "time_created": "2025-11-08 20:20:55", "time_modified": "2025-11-08 20:20:55", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Name the artist most recommended to me on Spotify.", "when_to_use": "When extracting data from nested API responses, especially when dealing with user-related fields like owner information.", "category": "failure", "created_time": "2025-11-08 20:20:55", "modified_time": "2025-11-08 20:20:55", "generalized_query": "Determine a recommended artist based on playlist ownership and engagement metrics.", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "b6420a0272a94140875ab057a9f0dcb9", "memory_type": "procedural", "when_to_use": "When encountering KeyError exceptions during dictionary access.", "content": "Use defensive programming techniques like .get() or conditional checks before accessing nested keys, and validate data structures via inspection (e.g., print/inspect sample data).", "score": 0, "time_created": "2025-11-08 20:20:55", "time_modified": "2025-11-08 20:20:55", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Name the artist most recommended to me on Spotify.", "when_to_use": "When encountering KeyError exceptions during dictionary access.", "category": "failure", "created_time": "2025-11-08 20:20:55", "modified_time": "2025-11-08 20:20:55", "generalized_query": "Access nested dictionary fields safely to prevent runtime errors.", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "1567477fe48447aaa16abeb04aa7d458", "memory_type": "procedural", "when_to_use": "When accessing user accounts requiring authentication, especially with password management systems", "content": "Properly retrieve and validate credentials before API interactions. Use supervisor APIs to access stored credentials, handle pagination for large datasets, and combine data from playlists, song libraries, and album libraries to ensure comprehensive coverage. Filter and deduplicate data before processing.", "score": 0, "time_created": "2025-11-08 20:21:08", "time_modified": "2025-11-08 20:21:08", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 accessing user accounts requiring authentication, especially with password management systems", "category": "success", "created_time": "2025-11-08 20:21:08", "modified_time": "2025-11-08 20:21:08", "generalized_query": "Identify the latest item in a user's media library across multiple data sources", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "9166c84222cc46b7b9d17aacd0372a19", "memory_type": "procedural", "when_to_use": "When needing to determine the most recent item in a time-sensitive dataset", "content": "Collect timestamp metadata (release_date) for all items, then use max() function with a custom key to identify the latest entry. Ensure consistent date formatting across all data sources for accurate comparisons.", "score": 0, "time_created": "2025-11-08 20:21:08", "time_modified": "2025-11-08 20:21:08", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "What is the title of the newest released song in my Spotify account...", "when_to_use": "When needing to determine the most recent item in a time-sensitive dataset", "category": "success", "created_time": "2025-11-08 20:21:08", "modified_time": "2025-11-08 20:21:08", "generalized_query": "Find the most recently released item in a collection of media assets", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "ef0ae4ce3b244c32a2dc455286442780", "memory_type": "procedural", "when_to_use": "When executing multi-step authentication workflows", "content": "Implement error handling for missing dependencies (like password stores) and verify credential availability before initiating authentication processes", "score": 0, "time_created": "2025-11-08 20:21:17", "time_modified": "2025-11-08 20:21:17", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 executing multi-step authentication workflows", "category": "failure", "created_time": "2025-11-08 20:21:17", "modified_time": "2025-11-08 20:21:17", "generalized_query": "Authenticate and access protected resources across multiple systems", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "3938016562394e89a694aa245ea1cb04", "memory_type": "procedural", "when_to_use": "When creating payment requests based on shared expense notes", "content": "The higher-scoring approach successfully authenticated with Venmo and Simple Note APIs using access tokens, while the lower-scoring approach failed repeatedly due to missing authentication parameters. The higher approach systematically resolved API errors by: 1) Using proper authentication flow (login -> token acquisition), 2) Correctly identifying API endpoints (search_notes instead of get_note), 3) Structuring data processing with loops for payment requests.", "score": 0, "time_created": "2025-11-08 20:21:35", "time_modified": "2025-11-08 20:21:35", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Make payment requests for others with a description note \"Work Dinner\"", "when_to_use": "When creating payment requests based on shared expense notes", "category": "comparative", "created_time": "2025-11-08 20:21:35", "modified_time": "2025-11-08 20:21:35", "generalized_query": "Generate payment requests for unpaid expenses from a shared note", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "d62a42a25f2e4fc59681d1939af163da", "memory_type": "procedural", "when_to_use": "When handling API rate limits or authentication tokens", "content": "Implement token refresh mechanisms and monitor response headers for authorization status changes", "score": 0, "time_created": "2025-11-08 20:21:27", "time_modified": "2025-11-08 20:21:27", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Make payment requests for others with a description note \"Work Dinner\"", "when_to_use": "When handling API rate limits or authentication tokens", "category": "failure", "created_time": "2025-11-08 20:21:27", "modified_time": "2025-11-08 20:21:27", "generalized_query": "Access protected resources across multiple API endpoints", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "efc8878e5f104841b05e1b39322d78a0", "memory_type": "procedural", "when_to_use": "When retrieving data from multiple sources (e.g., songs, albums, playlists) to determine the oldest item", "content": "Always validate data structure integrity before accessing nested properties; use explicit checks for variable existence and correct data type handling", "score": 0, "time_created": "2025-11-08 20:21:33", "time_modified": "2025-11-08 20:21:33", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 data from multiple sources (e.g., songs, albums, playlists) to determine the oldest item", "category": "failure", "created_time": "2025-11-08 20:21:33", "modified_time": "2025-11-08 20:21:33", "generalized_query": "Identify the oldest item (song, album, or playlist) based on release/creation date across multiple data sources", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "7ce028f2f0bc4511a5d251114aaebe00", "memory_type": "procedural", "when_to_use": "When resolving ambiguous task queries that reference multiple data types", "content": "Implement explicit entity type filtering and maintain clear separation between different data categories during analysis", "score": 0, "time_created": "2025-11-08 20:21:33", "time_modified": "2025-11-08 20:21:33", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 resolving ambiguous task queries that reference multiple data types", "category": "failure", "created_time": "2025-11-08 20:21:33", "modified_time": "2025-11-08 20:21:33", "generalized_query": "Resolve ambiguous queries referencing multiple entity types with temporal criteria", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "c3af8a3bd3de4eefa96d42cdb873c388", "memory_type": "procedural", "when_to_use": "When processing collections with potential missing elements", "content": "Use defensive programming practices like checking for empty collections and handling edge cases before performing operations", "score": 0, "time_created": "2025-11-08 20:21:39", "time_modified": "2025-11-08 20:21:39", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 processing collections with potential missing elements", "category": "failure", "created_time": "2025-11-08 20:21:39", "modified_time": "2025-11-08 20:21:39", "generalized_query": "Find minimum/maximum values in collections with possible empty entries", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "f7bc3c70ff97412bb3fb59233f9e924a", "memory_type": "procedural", "when_to_use": "When attempting to retrieve music metadata from Spotify's API", "content": "Use the 'search_songs' API with sorting by release date to find the oldest song", "score": 0, "time_created": "2025-11-08 20:22:02", "time_modified": "2025-11-08 20:22:02", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 attempting to retrieve music metadata from Spotify's API", "category": "failure", "created_time": "2025-11-08 20:22:02", "modified_time": "2025-11-08 20:22:02", "generalized_query": "Identify the oldest song in a user's Spotify libraries", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "7dfcf04b5d654991944926c5e9863a88", "memory_type": "procedural", "when_to_use": "When encountering repeated API description retrieval", "content": "Avoid redundant API documentation queries; focus on actionable endpoints", "score": 0, "time_created": "2025-11-08 20:22:02", "time_modified": "2025-11-08 20:22:02", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 encountering repeated API description retrieval", "category": "failure", "created_time": "2025-11-08 20:22:02", "modified_time": "2025-11-08 20:22:02", "generalized_query": "Identify the oldest song in a user's Spotify libraries", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "cb70f9d2155541e890f38296fd4f6dd2", "memory_type": "procedural", "when_to_use": "When aggregating data from multiple sources with varying metadata fields", "content": "Always validate field existence before accessing nested properties and handle date format variability through standardized conversion routines", "score": 0, "time_created": "2025-11-08 20:21:12", "time_modified": "2025-11-08 20:21:12", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 aggregating data from multiple sources with varying metadata fields", "category": "failure", "created_time": "2025-11-08 20:21:12", "modified_time": "2025-11-08 20:21:12", "generalized_query": "Identify the oldest item in a collection across multiple data sources with inconsistent metadata", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "d4f6f11f1c974ffc962a3a972055a448", "memory_type": "procedural", "when_to_use": "When defining utility functions for repeated operations", "content": "Define reusable utility functions with proper scope and ensure all dependencies are explicitly declared and available in the execution context", "score": 0, "time_created": "2025-11-08 20:21:12", "time_modified": "2025-11-08 20:21:12", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 defining utility functions for repeated operations", "category": "failure", "created_time": "2025-11-08 20:21:12", "modified_time": "2025-11-08 20:21:12", "generalized_query": "Perform repetitive data processing tasks across multiple data sources", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "7128f4c4113a4d41ac3c524b53ef8165", "memory_type": "procedural", "when_to_use": "When handling note-based expense tracking with Venmo integration", "content": "The higher-scoring approach succeeded by systematically addressing authentication requirements first, using the correct 'search_notes' API with proper access tokens, and implementing data cleaning (removing $ symbols) before numerical processing. The lower-scoring approach failed due to incorrect API assumptions, missing authentication steps, and improper error handling for currency formatting.", "score": 0, "time_created": "2025-11-08 20:21:59", "time_modified": "2025-11-08 20:21:59", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Make payment requests for others with a description note \"Friends Dinner\"", "when_to_use": "When handling note-based expense tracking with Venmo integration", "category": "comparative", "created_time": "2025-11-08 20:21:59", "modified_time": "2025-11-08 20:21:59", "generalized_query": "Generate payment requests based on expense splits from a shared note", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "1d1d32d8c5a545e1b9a23d5b9dc1f108", "memory_type": "procedural", "when_to_use": "When interacting with an API to retrieve or modify data", "content": "Always verify the existence of API methods before invocation and cross-reference documentation to avoid 'No API found' errors", "score": 0, "time_created": "2025-11-08 20:22:02", "time_modified": "2025-11-08 20:22:02", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "I went on a dinner with some of my friends yesterday. I paid the entire bill to simplify the payment. I've made a note of individual shares in simple note. Some people have already sent me their share on venmo. Make payment requests for others with a description note 'Friends Dinner'.", "when_to_use": "When interacting with an API to retrieve or modify data", "category": "failure", "created_time": "2025-11-08 20:22:02", "modified_time": "2025-11-08 20:22:02", "generalized_query": "Retrieve and process shared expenses from a note to create payment requests for unpaid individuals", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "01dcc9b8ccc0428eb42c3bae1740451a", "memory_type": "procedural", "when_to_use": "When handling credential management across multiple services", "content": "Use centralized credential management systems (e.g., supervisor app) to securely retrieve and validate service-specific passwords", "score": 0, "time_created": "2025-11-08 20:22:02", "time_modified": "2025-11-08 20:22:02", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Make payment requests for others with a description note 'Friends Dinner'", "when_to_use": "When handling credential management across multiple services", "category": "failure", "created_time": "2025-11-08 20:22:02", "modified_time": "2025-11-08 20:22:02", "generalized_query": "Access account credentials for third-party services", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "5453ffef1f1b41e9a1cda9a60f932f1a", "memory_type": "procedural", "when_to_use": "When processing notes with structured text entries (e.g., bullet points with arrows)", "content": "Always preprocess lines to remove leading formatting symbols (e.g., hyphens, asterisks) before splitting content fields", "score": 0, "time_created": "2025-11-08 20:22:04", "time_modified": "2025-11-08 20:22:04", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Make payment requests for others with a description note \"Dinner with Colleagues\"", "when_to_use": "When processing notes with structured text entries (e.g., bullet points with arrows)", "category": "failure", "created_time": "2025-11-08 20:22:04", "modified_time": "2025-11-08 20:22:04", "generalized_query": "Extract and process structured data from notes containing formatted entries", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "61625bd2cdc6405a94d221c345cb2846", "memory_type": "procedural", "when_to_use": "When creating payment requests for users based on shared notes", "content": "Always verify user existence and retrieve accurate contact information (e.g., email) before initiating payment requests, as assumed email formats may be invalid.", "score": 0, "time_created": "2025-11-08 20:22:18", "time_modified": "2025-11-08 20:22:18", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Make payment requests for others with a description note 'Dinner with Colleagues'", "when_to_use": "When creating payment requests for users based on shared notes", "category": "failure", "created_time": "2025-11-08 20:22:18", "modified_time": "2025-11-08 20:22:18", "generalized_query": "Generate payment requests for users based on expense-sharing notes", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "97f6b04ba43b4b15a839d32c84462b42", "memory_type": "procedural", "when_to_use": "When accessing protected APIs requiring authentication", "content": "Ensure access tokens are included in API requests and validated for scope/permissions to avoid 401 Unauthorized errors.", "score": 0, "time_created": "2025-11-08 20:22:18", "time_modified": "2025-11-08 20:22:18", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Show detailed information of a note, including its content", "when_to_use": "When accessing protected APIs requiring authentication", "category": "failure", "created_time": "2025-11-08 20:22:18", "modified_time": "2025-11-08 20:22:18", "generalized_query": "Access restricted API endpoints that require valid authentication tokens", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "835e8b5c0689422c8c2ac9266acd9f2c", "memory_type": "procedural", "when_to_use": "When accessing external services requiring authentication, such as Venmo or phone apps, to retrieve user data", "content": "Always validate authentication tokens before making API calls and ensure proper error handling for credential failures. Use pagination parameters cautiously to avoid infinite loops.", "score": 0, "time_created": "2025-11-08 20:22:21", "time_modified": "2025-11-08 20:22:21", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "How much money have I sent to my roommates on venmo since 1st Jan of this year?", "when_to_use": "When accessing external services requiring authentication, such as Venmo or phone apps, to retrieve user data", "category": "failure", "created_time": "2025-11-08 20:22:21", "modified_time": "2025-11-08 20:22:21", "generalized_query": "Retrieve transaction history between user and specific contacts within a date range", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "daa2b8231e554d88b2c3699fdb32326c", "memory_type": "procedural", "when_to_use": "When extracting sensitive information like passwords from stored credentials", "content": "Use list comprehensions correctly to extract specific values and verify credentials immediately after retrieval. Avoid assuming password formats.", "score": 0, "time_created": "2025-11-08 20:22:21", "time_modified": "2025-11-08 20:22:21", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "How much money have I sent to my roommates on venmo since 1st Jan of this year?", "when_to_use": "When extracting sensitive information like passwords from stored credentials", "category": "failure", "created_time": "2025-11-08 20:22:21", "modified_time": "2025-11-08 20:22:21", "generalized_query": "Access stored credentials to authenticate to third-party services", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "0aa8fe3f45254d248b06658099ead78f", "memory_type": "procedural", "when_to_use": "When retrieving transaction data from Venmo or similar platforms", "content": "Always validate and apply recipient-specific filters (e.g., coworker emails) when querying transaction data, not just direction (received). Misinterpreting 'to coworkers' as mere 'received' transactions leads to inaccurate results.", "score": 0, "time_created": "2025-11-08 20:22:46", "time_modified": "2025-11-08 20:22:46", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 from Venmo or similar platforms", "category": "failure", "created_time": "2025-11-08 20:22:46", "modified_time": "2025-11-08 20:22:46", "generalized_query": "Calculate total received funds from specific recipients within a date range", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "e674e9be83914a079ed3e99278dceeb8", "memory_type": "procedural", "when_to_use": "When handling API responses with pagination", "content": "Implement robust pagination termination logic to avoid infinite loops. Ensure the API endpoint supports proper pagination parameters (e.g., page_index, page_limit) and validate when to stop fetching pages.", "score": 0, "time_created": "2025-11-08 20:22:46", "time_modified": "2025-11-08 20:22:46", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "How much money have I received to my coworkers on venmo since 1st Feb of this year?", "when_to_use": "When handling API responses with pagination", "category": "failure", "created_time": "2025-11-08 20:22:46", "modified_time": "2025-11-08 20:22:46", "generalized_query": "Aggregate data across paginated API responses", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "b5d9afc98e8d4641a92a34b42bf42125", "memory_type": "procedural", "when_to_use": "When extracting sensitive credentials from secure sources", "content": "Use targeted queries (e.g., exact account_name) and avoid list comprehensions that may inadvertently select incorrect credentials. Validate credential authenticity before usage.", "score": 0, "time_created": "2025-11-08 20:22:46", "time_modified": "2025-11-08 20:22:46", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "How much money have I received to my coworkers on venmo since 1st Feb of this year?", "when_to_use": "When extracting sensitive credentials from secure sources", "category": "failure", "created_time": "2025-11-08 20:22:46", "modified_time": "2025-11-08 20:22:46", "generalized_query": "Access application credentials securely", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "070298d07dac4d1a8e225d6d44b107d4", "memory_type": "procedural", "when_to_use": "When accessing third-party APIs with rate limits or parameter constraints", "content": "Always validate API parameter constraints (e.g., page_limit ≤ 20) and verify credentials for each service independently rather than reusing credentials across unrelated systems", "score": 0, "time_created": "2025-11-08 20:22:43", "time_modified": "2025-11-08 20:22:43", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 accessing third-party APIs with rate limits or parameter constraints", "category": "failure", "created_time": "2025-11-08 20:22:43", "modified_time": "2025-11-08 20:22:43", "generalized_query": "Retrieve transaction history between specific users within a date range across a financial platform", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "3fe7762286d849cc878a5060ea902fd4", "memory_type": "procedural", "when_to_use": "When retrieving transaction data from APIs with date ranges and recipient filters", "content": "Always verify API parameters for direction (sent/received) and recipient filtering when analyzing transaction history", "score": 0, "time_created": "2025-11-08 20:22:39", "time_modified": "2025-11-08 20:22:39", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 transaction data from APIs with date ranges and recipient filters", "category": "failure", "created_time": "2025-11-08 20:22:39", "modified_time": "2025-11-08 20:22:39", "generalized_query": "Calculate total monetary transactions with specific recipients within a date range", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "741e7f1042db462eb61ccb0d3d05dfec", "memory_type": "procedural", "when_to_use": "When handling boolean outputs from list comprehensions", "content": "Use conditional filters with list comprehensions to avoid type errors when accessing nested data", "score": 0, "time_created": "2025-11-08 20:22:39", "time_modified": "2025-11-08 20:22:39", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 handling boolean outputs from list comprehensions", "category": "failure", "created_time": "2025-11-08 20:22:39", "modified_time": "2025-11-08 20:22:39", "generalized_query": "Extract specific values from structured data formats", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "1ddc1130a25548b18ce604b7df5a378f", "memory_type": "procedural", "when_to_use": "When retrieving data from APIs, especially nested structures like song details", "content": "Always validate the structure of API responses before accessing nested fields to avoid KeyError. Verify field names (e.g., 'artists' vs. 'artist') and ensure data types align with expected formats.", "score": 0, "time_created": "2025-11-08 20:22:57", "time_modified": "2025-11-08 20:22:57", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Follow all artists of all classical-genre songs in any of my playlists on Spotify", "when_to_use": "When retrieving data from APIs, especially nested structures like song details", "category": "failure", "created_time": "2025-11-08 20:22:57", "modified_time": "2025-11-08 20:22:57", "generalized_query": "Identify and process specific data fields from nested API responses", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "23c3110a9e054cc28fa0099574888358", "memory_type": "procedural", "when_to_use": "When submitting results to external systems via API", "content": "Convert non-serializable data types (e.g., sets) to JSON-compatible formats (e.g., lists) before passing them to API endpoints. Validate expected data types in the target system's documentation.", "score": 0, "time_created": "2025-11-08 20:22:57", "time_modified": "2025-11-08 20:22:57", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Follow all artists of all classical-genre songs in any of my playlists on Spotify", "when_to_use": "When submitting results to external systems via API", "category": "failure", "created_time": "2025-11-08 20:22:57", "modified_time": "2025-11-08 20:22:57", "generalized_query": "Serialize data for API submission while maintaining compatibility", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "b1def4bd99e7418d9b4df3bad76916bc", "memory_type": "procedural", "when_to_use": "When interacting with an API that requires dynamic endpoint validation", "content": "Before making API calls, validate endpoint existence using API documentation tools. When encountering 'No API found' errors, systematically check the app's API list and replace invalid method names with correct ones. This ensures compatibility with the actual API surface.", "score": 0, "time_created": "2025-11-08 20:23:04", "time_modified": "2025-11-08 20:23:04", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Follow all artists of all reggae-genre songs in any of my playlists on Spotify", "when_to_use": "When interacting with an API that requires dynamic endpoint validation", "category": "success", "created_time": "2025-11-08 20:23:04", "modified_time": "2025-11-08 20:23:04", "generalized_query": "Follow artists of songs matching a specific genre across all playlists", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "89f79e92ea9a42818aac3fd47506ff26", "memory_type": "procedural", "when_to_use": "When performing bulk operations requiring valid authentication", "content": "Implement token refresh mechanisms when encountering 401 errors. Structure workflows to re-authenticate and re-execute critical operations when session tokens expire, ensuring uninterrupted execution of multi-step processes.", "score": 0, "time_created": "2025-11-08 20:23:04", "time_modified": "2025-11-08 20:23:04", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Follow all artists of all reggae-genre songs in any of my playlists on Spotify", "when_to_use": "When performing bulk operations requiring valid authentication", "category": "success", "created_time": "2025-11-08 20:23:04", "modified_time": "2025-11-08 20:23:04", "generalized_query": "Execute multiple API requests requiring continuous authentication", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "337d70f779c5487386fce78a1521bd5a", "memory_type": "procedural", "when_to_use": "When submitting final results, ensure output format matches expected type constraints", "content": "Convert non-serializable data types (sets) to acceptable formats (strings/lists) before task completion", "score": 0, "time_created": "2025-11-08 20:23:14", "time_modified": "2025-11-08 20:23:14", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Follow all artists of all reggae-genre songs in any of my playlists on Spotify", "when_to_use": "When submitting final results, ensure output format matches expected type constraints", "category": "failure", "created_time": "2025-11-08 20:23:14", "modified_time": "2025-11-08 20:23:14", "generalized_query": "Provide curated artist lists from music metadata", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "962a5c416fe1487b942a65e2c1f67096", "memory_type": "procedural", "when_to_use": "When retrieving artist data from Spotify's API based on genre filters", "content": "The higher-scoring approach succeeded by: 1) Correctly mapping API fields (using 'genre' instead of 'genres'), 2) Validating API existence before calls (using 'show_artist' instead of non-existent 'get_artist_details'), 3) Handling token expiration proactively, and 4) Converting sets to lists for JSON serialization. These steps avoided KeyErrors, API call failures, and format mismatches that caused the lower-scoring approach to fail.", "score": 0, "time_created": "2025-11-08 20:23:16", "time_modified": "2025-11-08 20:23:16", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Follow all artists of all reggae-genre songs in any of my playlists on Spotify.", "when_to_use": "When retrieving artist data from Spotify's API based on genre filters", "category": "comparative", "created_time": "2025-11-08 20:23:16", "modified_time": "2025-11-08 20:23:16", "generalized_query": "Identify and follow artists associated with specific genres across user playlists", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "c43f309587b64b4bb097c30475e483a5", "memory_type": "procedural", "when_to_use": "When accessing file system APIs to retrieve or process files", "content": "Always verify API existence and documentation before making calls, and implement proper authentication handling for restricted endpoints", "score": 0, "time_created": "2025-11-08 20:23:34", "time_modified": "2025-11-08 20:23:34", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 accessing file system APIs to retrieve or process files", "category": "failure", "created_time": "2025-11-08 20:23:34", "modified_time": "2025-11-08 20:23:34", "generalized_query": "Calculate total cost of specific bills stored in a directory structure", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "d5dd0a81beb44c4f9e46788f7932c9ff", "memory_type": "procedural", "when_to_use": "When accessing external systems or APIs to retrieve files or data", "content": "Always verify API existence and authentication requirements before attempting file system operations. Use proper credential retrieval workflows and validate file content parsing logic instead of assuming fixed values.", "score": 0, "time_created": "2025-11-08 20:23:29", "time_modified": "2025-11-08 20:23:29", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 accessing external systems or APIs to retrieve files or data", "category": "failure", "created_time": "2025-11-08 20:23:29", "modified_time": "2025-11-08 20:23:29", "generalized_query": "Calculate total cost of specific bills stored in a directory structure", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "a3e66b2c24124bbb8304199dffaaeefc", "memory_type": "procedural", "when_to_use": "When accessing external APIs or integrating third-party services", "content": "Always verify API method existence and parameter requirements before execution to avoid runtime errors", "score": 0, "time_created": "2025-11-08 20:23:23", "time_modified": "2025-11-08 20:23:23", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Follow all artists of all indie-genre songs in any of my playlists on Spotify", "when_to_use": "When accessing external APIs or integrating third-party services", "category": "failure", "created_time": "2025-11-08 20:23:23", "modified_time": "2025-11-08 20:23:23", "generalized_query": "Retrieve artist information from music data sources based on genre filters", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "4a654fb9487440f28c212f160f24ef02", "memory_type": "procedural", "when_to_use": "When submitting structured outputs to task supervisors", "content": "Validate output formats against expected data types (e.g., convert lists to strings for compatibility)", "score": 0, "time_created": "2025-11-08 20:23:23", "time_modified": "2025-11-08 20:23:23", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Follow all artists of all indie-genre songs in any of my playlists on Spotify", "when_to_use": "When submitting structured outputs to task supervisors", "category": "failure", "created_time": "2025-11-08 20:23:23", "modified_time": "2025-11-08 20:23:23", "generalized_query": "Format outputs according to system-specific validation rules", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "e16d854af6e245a9bab8f1b6652c044e", "memory_type": "procedural", "when_to_use": "When automating interactions with music platforms like Spotify to follow artists based on genre-specific criteria", "content": "The successful execution relied on: 1) Authenticating via password retrieval and token acquisition, 2) Systematically collecting song-artists relationships from playlists, 3) Filtering artists by genre through iterative API queries, 4) Applying bulk follow actions using direct API endpoints. The key pattern was chaining data aggregation (playlists → songs → artists) with targeted filtering and bulk operations.", "score": 0, "time_created": "2025-11-08 20:23:28", "time_modified": "2025-11-08 20:23:28", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Follow all artists of all indie-genre songs in any of my playlists on Spotify", "when_to_use": "When automating interactions with music platforms like Spotify to follow artists based on genre-specific criteria", "category": "success", "created_time": "2025-11-08 20:23:28", "modified_time": "2025-11-08 20:23:28", "generalized_query": "Follow artists associated with specific genres across user playlists", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "cd7ed3db57d94c5c9968929ffdba2c18", "memory_type": "procedural", "when_to_use": "When interacting with file systems via APIs, especially after encountering permission or authentication errors", "content": "Always verify API availability and authentication requirements before executing file operations. Use 'show_directory' instead of deprecated methods and ensure proper session management for authorized access.", "score": 0, "time_created": "2025-11-08 20:23:53", "time_modified": "2025-11-08 20:23:53", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 interacting with file systems via APIs, especially after encountering permission or authentication errors", "category": "failure", "created_time": "2025-11-08 20:23:53", "modified_time": "2025-11-08 20:23:53", "generalized_query": "Access and process files in a specific directory to calculate total costs", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "2200da966080494bb51237f8982f5137", "memory_type": "procedural", "when_to_use": "When extracting credentials from password stores", "content": "Use iterative loops instead of list comprehensions for credential extraction when facing syntax limitations. Validate dictionary structures before accessing nested keys.", "score": 0, "time_created": "2025-11-08 20:23:53", "time_modified": "2025-11-08 20:23:53", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 extracting credentials from password stores", "category": "failure", "created_time": "2025-11-08 20:23:53", "modified_time": "2025-11-08 20:23:53", "generalized_query": "Retrieve stored credentials for API authentication", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "bd39c4333f1744bc844f7d599d9a97c2", "memory_type": "procedural", "when_to_use": "When extracting numerical values from text-based file contents", "content": "Effective technique: 1) Using string splitting to locate target fields (e.g., 'Total Amount => '), 2) Implementing currency symbol removal ($), 3) Converting extracted strings to floating point numbers. This approach ensures reliable numerical extraction from formatted text content.", "score": 0, "time_created": "2025-11-08 20:23:56", "time_modified": "2025-11-08 20:23:56", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 extracting numerical values from text-based file contents", "category": "success", "created_time": "2025-11-08 20:23:56", "modified_time": "2025-11-08 20:23:56", "generalized_query": "Summarize numerical data from text files", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "7678a54803a4489794a62f982db0265d", "memory_type": "procedural", "when_to_use": "When interacting with file systems via APIs, especially when handling directory operations", "content": "Always verify API parameter requirements (e.g., 'directory_path' vs 'path') and ensure proper authentication tokens are included in all requests", "score": 0, "time_created": "2025-11-08 20:24:15", "time_modified": "2025-11-08 20:24:15", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Arrange my '~/photographs/vacations/' directory by organizing the photos from three vacations...", "when_to_use": "When interacting with file systems via APIs, especially when handling directory operations", "category": "failure", "created_time": "2025-11-08 20:24:15", "modified_time": "2025-11-08 20:24:15", "generalized_query": "Organize files in a directory by categorizing them into subdirectories based on metadata patterns", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "fd923613740841ffa1d8cf26a934e74e", "memory_type": "procedural", "when_to_use": "When moving files between locations in a file system", "content": "Ensure source files exist and destination paths are valid files (with extensions) before initiating moves; use overwrite flags for existing files", "score": 0, "time_created": "2025-11-08 20:24:15", "time_modified": "2025-11-08 20:24:15", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Move files to their respective directories while maintaining original filenames", "when_to_use": "When moving files between locations in a file system", "category": "failure", "created_time": "2025-11-08 20:24:15", "modified_time": "2025-11-08 20:24:15", "generalized_query": "Transfer files between directories while preserving filename integrity", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "655bf6a4df4d4d049a8cd4f59c994bda", "memory_type": "procedural", "when_to_use": "When interacting with APIs that require authentication, especially in environments where header-based authorization is not supported.", "content": "Always verify API authentication requirements and parameter expectations by consulting the API documentation. Use designated authentication parameters (e.g., 'access_token') rather than relying on header-based authorization if the API does not support it.", "score": 0, "time_created": "2025-11-08 20:24:08", "time_modified": "2025-11-08 20:24:08", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Arrange my '~/photographs/vacations/' directory by organizing the photos from three vacations.", "when_to_use": "When interacting with APIs that require authentication, especially in environments where header-based authorization is not supported.", "category": "failure", "created_time": "2025-11-08 20:24:08", "modified_time": "2025-11-08 20:24:08", "generalized_query": "Organize files in a directory into subdirectories based on metadata or naming conventions.", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "94ee1d65d9e545ada320f9c4f0199a93", "memory_type": "procedural", "when_to_use": "When organizing files based on metadata like creation dates or directory structures", "content": "Always verify file existence and current location before performing move operations to avoid attempting to move non-existent or already relocated files.", "score": 0, "time_created": "2025-11-08 20:24:13", "time_modified": "2025-11-08 20:24:13", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Arrange my '~/photographs/vacations/' directory by organizing the photos from three vacations. The files created in February and March of this year correspond to Petra and Budapest, respectively, while the others are from Amsterdam. Move them into sub-directories named after their respective vacation spots, maintaining the original file names.", "when_to_use": "When organizing files based on metadata like creation dates or directory structures", "category": "failure", "created_time": "2025-11-08 20:24:13", "modified_time": "2025-11-08 20:24:13", "generalized_query": "Organize files in a directory into subdirectories based on metadata (e.g., creation date) and specific criteria (e.g., month, location).", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "b1b43ff356ef4e53a793d2a0719e3956", "memory_type": "procedural", "when_to_use": "When working with restricted APIs that do not allow standard OS modules", "content": "Rely exclusively on the allowed APIs for file operations and avoid using prohibited modules like 'os' to prevent runtime errors.", "score": 0, "time_created": "2025-11-08 20:24:13", "time_modified": "2025-11-08 20:24:13", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Arrange my '~/photographs/vacations/' directory by organizing the photos from three vacations...", "when_to_use": "When working with restricted APIs that do not allow standard OS modules", "category": "failure", "created_time": "2025-11-08 20:24:13", "modified_time": "2025-11-08 20:24:13", "generalized_query": "Perform file operations in an environment where standard OS modules (e.g., os, shutil) are restricted.", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "b46537514b4c49099fb40a581bc42b40", "memory_type": "procedural", "when_to_use": "When organizing files based on metadata-driven categorization (e.g., dates, creation times)", "content": "Successful execution relied on: 1) Authenticating via supervisor app to obtain file system access token, 2) Using file metadata (creation_date) instead of filename patterns for accurate date parsing, 3) Mapping parsed dates to vacation locations with explicit year validation, 4) Leveraging API-specific parameters (access_token, overwrite flags) for file operations", "score": 0, "time_created": "2025-11-08 20:24:19", "time_modified": "2025-11-08 20:24:19", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 based on metadata-driven categorization (e.g., dates, creation times)", "category": "success", "created_time": "2025-11-08 20:24:19", "modified_time": "2025-11-08 20:24:19", "generalized_query": "Categorize and relocate files into destination-specific directories based on metadata (e.g., creation dates) and predefined mappings", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "3c02c278dfb64562b10777681fd820af", "memory_type": "procedural", "when_to_use": "When dealing with API rate limiting or authentication requirements", "content": "Critical success factors included: 1) Using supervisor app to retrieve credentials programmatically, 2) Validating API responses for authentication status, 3) Including access_token parameter in all API requests, 4) Implementing error handling for 401/422 responses through iterative debugging", "score": 0, "time_created": "2025-11-08 20:24:19", "time_modified": "2025-11-08 20:24:19", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Arrange my '~/photographs/vacations/' directory...", "when_to_use": "When dealing with API rate limiting or authentication requirements", "category": "success", "created_time": "2025-11-08 20:24:19", "modified_time": "2025-11-08 20:24:19", "generalized_query": "Perform file operations in an environment with API authentication requirements", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "5a903c0b83b54c47a5f153c292ec65a0", "memory_type": "procedural", "when_to_use": "When filtering songs based on release year in Spotify", "content": "The higher-scoring approach succeeded by accurately identifying release years via the 'show_song' API instead of relying on flawed 'added_at' timestamps. It implemented robust validation (checking song ID existence, type conversion) and handled pagination properly, whereas the lower-scoring approach used incorrect metadata fields and lacked error mitigation for incomplete data.", "score": 0, "time_created": "2025-11-08 20:24:57", "time_modified": "2025-11-08 20:24:57", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Remove all songs from my Spotify song library and playlists that were released after 2021 year.", "when_to_use": "When filtering songs based on release year in Spotify", "category": "comparative", "created_time": "2025-11-08 20:24:57", "modified_time": "2025-11-08 20:24:57", "generalized_query": "Filter and remove media items older than a specific date from a digital library and associated collections", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "949f213b9b3b4449a09bb43a956a4e6b", "memory_type": "procedural", "when_to_use": "When performing actions that require API task completion after processing", "content": "Always use proper API completion functions instead of print statements for task termination. Verify syntax validity for all executable lines, especially in final steps.", "score": 0, "time_created": "2025-11-08 20:24:48", "time_modified": "2025-11-08 20:24:48", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Remove all songs from my Spotify song library and playlists that were released after 2021 year.", "when_to_use": "When performing actions that require API task completion after processing", "category": "failure", "created_time": "2025-11-08 20:24:48", "modified_time": "2025-11-08 20:24:48", "generalized_query": "Remove items from a music library and associated playlists based on release date criteria", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "14a8a6afe3fd44069b0a2806318c36b1", "memory_type": "procedural", "when_to_use": "When handling date-based filtering operations", "content": "Use string splitting and numeric comparison carefully for date fields. Validate date formats before performing comparisons.", "score": 0, "time_created": "2025-11-08 20:24:48", "time_modified": "2025-11-08 20:24:48", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Remove all songs from my Spotify song library and playlists that were released after 2021 year.", "when_to_use": "When handling date-based filtering operations", "category": "failure", "created_time": "2025-11-08 20:24:48", "modified_time": "2025-11-08 20:24:48", "generalized_query": "Filter and remove elements based on temporal criteria", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "33039a9992a54edbb4beea770b6c17a2", "memory_type": "procedural", "when_to_use": "When filtering songs based on release dates in Spotify", "content": "The higher-scoring approach succeeded by: 1) Correctly identifying the 'show_song_library' API for song retrieval, 2) Using 'release_date' from song details rather than 'added_at' for accurate filtering, 3) Implementing nested API calls to get song metadata for precise date validation. The lower-scoring approach failed due to incorrect field assumptions ('added_at') and persistent syntax errors in task completion.", "score": 0, "time_created": "2025-11-08 20:24:49", "time_modified": "2025-11-08 20:24:49", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Remove all songs from my Spotify song library and playlists that were released before 2021 year.", "when_to_use": "When filtering songs based on release dates in Spotify", "category": "comparative", "created_time": "2025-11-08 20:24:49", "modified_time": "2025-11-08 20:24:49", "generalized_query": "Filter and remove music library items based on release date criteria", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "2b96f6f6ecaf4a11aafa1ab5ab3e4256", "memory_type": "procedural", "when_to_use": "When handling dynamic API responses with missing fields", "content": "The higher-scoring approach demonstrated resilience by: 1) Verifying field existence through API documentation, 2) Dynamically adapting to schema changes (e.g., using 'release_date' instead of 'release_year'), 3) Implementing fallback mechanisms for data parsing. The lower-scoring approach failed due to rigid assumptions about data structure and lack of schema validation.", "score": 0, "time_created": "2025-11-08 20:24:49", "time_modified": "2025-11-08 20:24:49", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Remove all songs from my Spotify song library and playlists that were released before 2021 year.", "when_to_use": "When handling dynamic API responses with missing fields", "category": "comparative", "created_time": "2025-11-08 20:24:49", "modified_time": "2025-11-08 20:24:49", "generalized_query": "Process API data with evolving schema requirements", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "dcb67fe761154690871b251ff102a539", "memory_type": "procedural", "when_to_use": "When implementing task completion in automation workflows", "content": "Ensure completion functions receive proper parameters (e.g., operation results) and handle edge cases like empty result sets gracefully", "score": 0, "time_created": "2025-11-08 20:25:01", "time_modified": "2025-11-08 20:25:01", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Remove all songs from my Spotify song library and playlists that were released before 2021 year.", "when_to_use": "When implementing task completion in automation workflows", "category": "failure", "created_time": "2025-11-08 20:25:01", "modified_time": "2025-11-08 20:25:01", "generalized_query": "Execute final task completion in automated processes", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "5399d03889f049d08e60235f92156f0c", "memory_type": "procedural", "when_to_use": "When filtering items in a music library based on release dates or other metadata not directly available in initial listings", "content": "Successfully removed old songs by first verifying available APIs, then using nested API calls to access detailed metadata (e.g., release_date) when required. Key steps included: 1) Using show_song_library instead of non-existent show_songs API 2) Fetching song details via show_song() to extract release_year from release_date 3) Accessing playlist songs through show_playlist() rather than direct show_playlist_songs() 4) Implementing pagination for both songs and playlists", "score": 0, "time_created": "2025-11-08 20:25:00", "time_modified": "2025-11-08 20:25:00", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 items in a music library based on release dates or other metadata not directly available in initial listings", "category": "success", "created_time": "2025-11-08 20:25:00", "modified_time": "2025-11-08 20:25:00", "generalized_query": "Filter and remove items from a music library based on metadata criteria such as release dates", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "3f9010057f274856812f0527faaaf455", "memory_type": "procedural", "when_to_use": "When handling pagination in API requests for large datasets", "content": "Implement robust pagination handling with error recovery when fetching large datasets, as incomplete pages may lead to missed items during filtering operations.", "score": 0, "time_created": "2025-11-08 20:25:16", "time_modified": "2025-11-08 20:25:16", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Remove all songs from my Spotify song library and playlists that were released in or before 2021 year.", "when_to_use": "When handling pagination in API requests for large datasets", "category": "failure", "created_time": "2025-11-08 20:25:16", "modified_time": "2025-11-08 20:25:16", "generalized_query": "Process paginated API responses for bulk operations", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "bb3028b4f08a4ae58014b657e12458f9", "memory_type": "procedural", "when_to_use": "When interacting with external APIs to retrieve or manipulate data", "content": "Always verify API existence and structure before making calls; use defensive programming to handle missing keys/attributes in responses", "score": 0, "time_created": "2025-11-08 20:25:13", "time_modified": "2025-11-08 20:25:13", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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. The workout plan is in Simple Note.", "when_to_use": "When interacting with external APIs to retrieve or manipulate data", "category": "failure", "created_time": "2025-11-08 20:25:13", "modified_time": "2025-11-08 20:25:13", "generalized_query": "Retrieve and execute a pre-defined plan from a notes app to control a music streaming service", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "ee8270c89d2245b18b4fb216f47f88da", "memory_type": "procedural", "when_to_use": "When accessing sensitive credentials or tokens", "content": "Implement secure credential retrieval patterns using supervised account password stores and avoid hardcoding credentials", "score": 0, "time_created": "2025-11-08 20:25:13", "time_modified": "2025-11-08 20:25:13", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Start playing a playlist on Spotify that has enough songs for my workout today...", "when_to_use": "When accessing sensitive credentials or tokens", "category": "failure", "created_time": "2025-11-08 20:25:13", "modified_time": "2025-11-08 20:25:13", "generalized_query": "Access application credentials across multiple services for automation", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "e1057cb423b644f88968ad00e9c10435", "memory_type": "procedural", "when_to_use": "When integrating multiple APIs for task automation", "content": "The higher-scoring approach succeeded by systematically handling authentication, validating API tokens, and using precise API methods. It first retrieved the workout plan from Simple Note, calculated required duration, and then found a matching Spotify playlist. The lower-scoring approach failed due to improper token handling, incorrect API method calls, and lack of error recovery for authentication failures.", "score": 0, "time_created": "2025-11-08 20:25:41", "time_modified": "2025-11-08 20:25:41", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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. The workout plan is in Simple Note.", "when_to_use": "When integrating multiple APIs for task automation", "category": "comparative", "created_time": "2025-11-08 20:25:41", "modified_time": "2025-11-08 20:25:41", "generalized_query": "Automate playlist playback based on external workout data", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "285461208d764bc79c2bd16c7ca9a803", "memory_type": "procedural", "when_to_use": "When interacting with external APIs requiring authentication", "content": "Always verify API endpoint existence and validate authentication tokens before making requests to avoid 401 Unauthorized errors", "score": 0, "time_created": "2025-11-08 20:25:51", "time_modified": "2025-11-08 20:25:51", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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. The workout plan is in Simple Note.", "when_to_use": "When interacting with external APIs requiring authentication", "category": "failure", "created_time": "2025-11-08 20:25:51", "modified_time": "2025-11-08 20:25:51", "generalized_query": "Automate playlist creation across services using data from external notes", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "2dc371e46dd84fa5b509da572e1a9442", "memory_type": "procedural", "when_to_use": "When interacting with external APIs to retrieve or manipulate data (e.g., notes, playlists)", "content": "Always verify API method existence and parameter requirements before invocation, and handle authentication contextually rather than hardcoding credentials", "score": 0, "time_created": "2025-11-08 20:25:46", "time_modified": "2025-11-08 20:25:46", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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. The workout plan is in Simple Note.", "when_to_use": "When interacting with external APIs to retrieve or manipulate data (e.g., notes, playlists)", "category": "failure", "created_time": "2025-11-08 20:25:46", "modified_time": "2025-11-08 20:25:46", "generalized_query": "Automate creation and playback of a curated playlist based on a structured plan stored in a notes app", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "2e31be5ac69c4eabbbd10116f98c4650", "memory_type": "procedural", "when_to_use": "When filtering items based on multiple criteria (e.g., liked and downloaded status) in a library cleanup task", "content": "The higher-scoring approach used set operations for efficient membership testing (O(1) lookup) instead of nested loops (O(n^2)), enabling faster validation of song/album eligibility. This allowed the system to handle empty result sets gracefully and proceed to the next logical step (album validation) without blocking progress.", "score": 0, "time_created": "2025-11-08 20:26:02", "time_modified": "2025-11-08 20:26:02", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Keep only those songs and albums in my song and album library, respectively, that I have liked and downloaded", "when_to_use": "When filtering items based on multiple criteria (e.g., liked and downloaded status) in a library cleanup task", "category": "comparative", "created_time": "2025-11-08 20:26:02", "modified_time": "2025-11-08 20:26:02", "generalized_query": "Filter library items based on combined criteria of user preference and download status", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "8c6d00ad955c42ecb3b25ea8754b66f5", "memory_type": "procedural", "when_to_use": "When implementing conditional removal operations in API workflows", "content": "Validate the existence of target items before invoking removal operations to prevent API method errors", "score": 0, "time_created": "2025-11-08 20:26:02", "time_modified": "2025-11-08 20:26:02", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Remove songs and albums that are not liked and downloaded", "when_to_use": "When implementing conditional removal operations in API workflows", "category": "failure", "created_time": "2025-11-08 20:26:02", "modified_time": "2025-11-08 20:26:02", "generalized_query": "Conditional removal of items based on multiple validation criteria", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "606998c3c99e4b89af8b9514c1454c1e", "memory_type": "procedural", "when_to_use": "When interacting with file systems via APIs that require authentication", "content": "Always verify API endpoint requirements for parameters like directory paths and authentication tokens. Use absolute paths instead of tilde expansions and ensure proper token inclusion in all requests", "score": 0, "time_created": "2025-11-08 20:26:31", "time_modified": "2025-11-08 20:26:31", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Compress ~/photographs/vacations/<vacation_spot> directories into ZIP files and delete original directories", "when_to_use": "When interacting with file systems via APIs that require authentication", "category": "failure", "created_time": "2025-11-08 20:26:31", "modified_time": "2025-11-08 20:26:31", "generalized_query": "Compress specific directories into archives and clean up original folders using file system APIs", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "58be10c439d645098dba77a7e7052f2f", "memory_type": "procedural", "when_to_use": "When dealing with nested directory structures and file compression tasks", "content": "Effective pattern: 1) Identify target directories via recursive listing and filtering 2) Generate output paths based on directory names 3) Use API-specific parameters (like overwrite=True) to handle edge cases 4) Perform cleanup after successful compression. This approach ensures atomic operations and maintains data integrity.", "score": 0, "time_created": "2025-11-08 20:26:33", "time_modified": "2025-11-08 20:26:33", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Compress ~/photographs/vacations/<vacation_spot> sub-directories into ZIP files and delete original directories", "when_to_use": "When dealing with nested directory structures and file compression tasks", "category": "success", "created_time": "2025-11-08 20:26:33", "modified_time": "2025-11-08 20:26:33", "generalized_query": "Archive named subdirectories into format-specific containers while maintaining directory structure integrity", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "b10fc00e66894b74b41c879871b75a07", "memory_type": "procedural", "when_to_use": "When filtering items based on user interaction metrics (likes/downloads) in a library cleanup task", "content": "The higher-scoring approach used set-based lookups for O(1) membership testing, properly handled nested data structures for album validation, and avoided data type mismatches. The lower-scoring approach failed due to incorrect assumptions about data structures (e.g., using 'playlist_id' instead of song relationships) and improper error handling for invalid operations.", "score": 0, "time_created": "2025-11-08 20:26:36", "time_modified": "2025-11-08 20:26:36", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Keep only those songs and albums in my song and album library, respectively, that I have liked or downloaded, and remove the rest.", "when_to_use": "When filtering items based on user interaction metrics (likes/downloads) in a library cleanup task", "category": "comparative", "created_time": "2025-11-08 20:26:36", "modified_time": "2025-11-08 20:26:36", "generalized_query": "Filter library items based on user interaction criteria (e.g., likes, downloads) while maintaining relationship constraints (e.g., albums requiring all songs to meet criteria)", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "be447b395bc8433a936efdefe6a1e817", "memory_type": "procedural", "when_to_use": "When dealing with API responses that may contain unexpected data types or structures.", "content": "Implement type-checking and structure validation (e.g., verifying dictionary keys) for all API responses before using their contents in computations.", "score": 0, "time_created": "2025-11-08 20:26:30", "time_modified": "2025-11-08 20:26:30", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Keep only songs and albums I have liked or downloaded in Spotify, removing the rest.", "when_to_use": "When dealing with API responses that may contain unexpected data types or structures.", "category": "failure", "created_time": "2025-11-08 20:26:30", "modified_time": "2025-11-08 20:26:30", "generalized_query": "Process API-derived data with type-aware validation to prevent runtime errors.", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "a0b8cd0187a34210b75a10f5ec04105c", "memory_type": "procedural", "when_to_use": "When performing library cleanup tasks on Spotify", "content": "Use 'remove_song_from_library' and 'remove_album_from_library' APIs with condition checks for likes/downloads before deletion", "score": 0, "time_created": "2025-11-08 20:26:28", "time_modified": "2025-11-08 20:26:28", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "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 performing library cleanup tasks on Spotify", "category": "failure", "created_time": "2025-11-08 20:26:28", "modified_time": "2025-11-08 20:26:28", "generalized_query": "Filter and retain only liked or downloaded items in music library", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "7288ae6ff04f4c648086fa0eff414694", "memory_type": "procedural", "when_to_use": "When interacting with APIs that require authentication, always verify the necessary credentials and token validity before making requests.", "content": "Authorization failures often stem from missing or invalid tokens; ensure proper authentication mechanisms are in place when accessing protected APIs.", "score": 0, "time_created": "2025-11-08 20:26:43", "time_modified": "2025-11-08 20:26:43", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Get the list of sub-directories in the '~/photos/' directory using the file_system app.", "when_to_use": "When interacting with APIs that require authentication, always verify the necessary credentials and token validity before making requests.", "category": "failure", "created_time": "2025-11-08 20:26:43", "modified_time": "2025-11-08 20:26:43", "generalized_query": "Retrieve directory contents from a specified path using a file system API.", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "ed4014d014d643eab89b90895e1222a4", "memory_type": "procedural", "when_to_use": "When processing directory structures, explicitly filter for sub-directories after retrieving directory listings.", "content": "Raw directory listings include files and folders; implement filtering logic to isolate sub-directories before performing operations like compression.", "score": 0, "time_created": "2025-11-08 20:26:43", "time_modified": "2025-11-08 20:26:43", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Compress and archive vacation spot sub-directories into tar files.", "when_to_use": "When processing directory structures, explicitly filter for sub-directories after retrieving directory listings.", "category": "failure", "created_time": "2025-11-08 20:26:43", "modified_time": "2025-11-08 20:26:43", "generalized_query": "Process hierarchical directory structures for batch operations.", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "ae4c479ea57c46278c230f3eeac4072c", "memory_type": "procedural", "when_to_use": "When creating playlists based on dynamic recommendations or filtering content by genre and release date", "content": "The higher-scoring approach succeeded by directly using the show_recommendations API with proper authentication, while the lower-scoring attempt failed due to missing access token parameters and reliance on incomplete playlist searches. Proper token inclusion and direct API usage for recommendations created a more efficient workflow", "score": 0, "time_created": "2025-11-08 20:27:32", "time_modified": "2025-11-08 20:27:32", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 creating playlists based on dynamic recommendations or filtering content by genre and release date", "category": "comparative", "created_time": "2025-11-08 20:27:32", "modified_time": "2025-11-08 20:27:32", "generalized_query": "Curate a genre-specific playlist using platform-native recommendation APIs with temporal filters", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "79b06c59805847b7b3e5751eb0c9b982", "memory_type": "procedural", "when_to_use": "When implementing API-based workflows requiring multiple-step operations", "content": "The higher-scoring approach demonstrated better error handling by explicitly including access tokens in all API calls, whereas the lower-scoring attempt failed due to missing authentication parameters. Sequential API calls with proper token management ensured successful execution of the entire workflow", "score": 0, "time_created": "2025-11-08 20:27:32", "time_modified": "2025-11-08 20:27:32", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 implementing API-based workflows requiring multiple-step operations", "category": "comparative", "created_time": "2025-11-08 20:27:32", "modified_time": "2025-11-08 20:27:32", "generalized_query": "Execute multi-stage API operations with proper authentication handling", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "8ef05c912a0d4ce68902756b982a4af0", "memory_type": "procedural", "when_to_use": "When performing file system operations requiring authentication and directory manipulation", "content": "Successful execution required: 1) Authenticating via login API with proper credentials, 2) Using access tokens for authorized API calls, 3) Iterating through directories with precise filtering, 4) Sequentially applying compression and deletion operations. The key was maintaining authentication context while processing each directory individually.", "score": 0, "time_created": "2025-11-08 20:27:13", "time_modified": "2025-11-08 20:27:13", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Compress vacation directories into ZIP files and delete original directories", "when_to_use": "When performing file system operations requiring authentication and directory manipulation", "category": "success", "created_time": "2025-11-08 20:27:13", "modified_time": "2025-11-08 20:27:13", "generalized_query": "Compress specific directories into archives and clean up original folders", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "4efa1faa73544cada3674d4878d7462e", "memory_type": "procedural", "when_to_use": "When accessing protected API endpoints that require explicit authorization headers", "content": "The higher-scoring approach correctly included the access_token in API calls as required parameters, while the lower-scoring approach incorrectly attempted to use headers for token validation without understanding the API's authentication requirements. Proper parameter placement and understanding API documentation were critical to success", "score": 0, "time_created": "2025-11-08 20:27:22", "time_modified": "2025-11-08 20:27:22", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 accessing protected API endpoints that require explicit authorization headers", "category": "comparative", "created_time": "2025-11-08 20:27:22", "modified_time": "2025-11-08 20:27:22", "generalized_query": "Securely access and manipulate directory structures with API authentication", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "7a78d8d74d30408d9e2a1440b1f47d63", "memory_type": "procedural", "when_to_use": "When dealing with API authentication and parameter validation in automation workflows", "content": "The higher-scoring approach succeeded by systematically addressing authentication issues through password retrieval, validating API parameters (like page_limit), and properly handling access tokens. It demonstrated incremental problem-solving by first resolving login issues, then API endpoint limitations, and finally playlist creation requirements. The lower-scoring approach failed due to persistent authentication errors and lack of parameter validation, showing how minor implementation details can significantly impact success.", "score": 0, "time_created": "2025-11-08 20:27:33", "time_modified": "2025-11-08 20:27:33", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Add all spotify-recommended R&B songs released in this year to a new \"R&B Recommendation\" playlist.", "when_to_use": "When dealing with API authentication and parameter validation in automation workflows", "category": "comparative", "created_time": "2025-11-08 20:27:33", "modified_time": "2025-11-08 20:27:33", "generalized_query": "Curate a music playlist using platform-specific recommendations with authentication and API parameter handling", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "280043dd4cd543a3add56919161101d5", "memory_type": "procedural", "when_to_use": "When dealing with special characters in passwords", "content": "Use proper string formatting to handle special characters (e.g., escape backticks/quotes); validate password complexity requirements of the target service", "score": 0, "time_created": "2025-11-08 20:27:31", "time_modified": "2025-11-08 20:27:31", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Add all spotify-recommended R&B songs released in this year to a new \"R&B Recommendation\" playlist.", "when_to_use": "When dealing with special characters in passwords", "category": "failure", "created_time": "2025-11-08 20:27:31", "modified_time": "2025-11-08 20:27:31", "generalized_query": "Handle password fields containing special characters in API requests", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "6eb4501d07ff4116aa3ba38b9208d1ed", "memory_type": "procedural", "when_to_use": "When interacting with APIs that require OAuth2 authentication", "content": "Ensure access tokens are properly configured in API requests (e.g., headers) and verify endpoint availability before assuming API existence", "score": 0, "time_created": "2025-11-08 20:27:35", "time_modified": "2025-11-08 20:27:35", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Add all spotify-recommended classical songs released in this year to a new 'Spotify Recommended Songs' playlist.", "when_to_use": "When interacting with APIs that require OAuth2 authentication", "category": "failure", "created_time": "2025-11-08 20:27:35", "modified_time": "2025-11-08 20:27:35", "generalized_query": "Automate playlist creation with filtered music recommendations from a music service", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "082d36bf861d4f36af918ec04f9dfc90", "memory_type": "procedural", "when_to_use": "When creating resources via APIs (like playlists), ensure all required parameters (e.g., title) are provided and properly authenticated.", "content": "Always include required parameters (e.g., 'title') and pass authentication tokens as arguments when calling API methods that modify resources.", "score": 0, "time_created": "2025-11-08 20:27:30", "time_modified": "2025-11-08 20:27:30", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Add all spotify-recommended classical songs released in this year to a new \"Spotify Recommended Songs\" playlist.", "when_to_use": "When creating resources via APIs (like playlists), ensure all required parameters (e.g., title) are provided and properly authenticated.", "category": "failure", "created_time": "2025-11-08 20:27:30", "modified_time": "2025-11-08 20:27:30", "generalized_query": "Create and manage music playlists through an API with proper authentication and parameter validation.", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "a2bbbd3795194697aa545a0432242c96", "memory_type": "procedural", "when_to_use": "When interacting with APIs that require idempotent operations (e.g., liking songs, updating preferences)", "content": "Always verify if an action (like liking a song) has already been performed before attempting it, and de-duplicate song IDs to avoid redundant operations", "score": 0, "time_created": "2025-11-08 20:28:05", "time_modified": "2025-11-08 20:28:05", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 that require idempotent operations (e.g., liking songs, updating preferences)", "category": "failure", "created_time": "2025-11-08 20:28:05", "modified_time": "2025-11-08 20:28:05", "generalized_query": "Like all songs in a music player queue and associated playlists", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "b592c8061b5c4e5b9679c687c9f11b0b", "memory_type": "procedural", "when_to_use": "When automating Spotify queue interactions requiring precise API alignment", "content": "The higher-scoring approach succeeded by systematically discovering the correct API ('show_song_queue') through documentation inspection, while the lower-scoring approach failed due to task misalignment - it counted playlists instead of modifying queue songs. Proper API discovery and strict adherence to the original task query were critical factors.", "score": 0, "time_created": "2025-11-08 20:28:06", "time_modified": "2025-11-08 20:28:06", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Like all the songs played so far in my spotify music player queue, including the current one.", "when_to_use": "When automating Spotify queue interactions requiring precise API alignment", "category": "comparative", "created_time": "2025-11-08 20:28:06", "modified_time": "2025-11-08 20:28:06", "generalized_query": "Interact with Spotify music player queue to modify song metadata", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "8caa34e598f243eda1bea1705609d065", "memory_type": "procedural", "when_to_use": "When handling authentication flows with sensitive credentials", "content": "The higher-scoring approach demonstrated better credential management by first retrieving the password via supervisor API before login, whereas the lower-scoring approach directly used stored credentials. This highlights the importance of secure credential handling and using intermediary services for sensitive information.", "score": 0, "time_created": "2025-11-08 20:28:06", "time_modified": "2025-11-08 20:28:06", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Like all the songs played so far in my spotify music player queue, including the current one.", "when_to_use": "When handling authentication flows with sensitive credentials", "category": "comparative", "created_time": "2025-11-08 20:28:06", "modified_time": "2025-11-08 20:28:06", "generalized_query": "Perform authenticated operations on music streaming platform", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "4507ec0f23b545a6901750c95ef484a9", "memory_type": "procedural", "when_to_use": "When the task requires direct interaction with a music queue or playlist", "content": "The higher-scoring approach directly manipulated the song queue using targeted APIs (show_song_queue, like_song) to achieve the task goal. The lower-scoring approach incorrectly focused on playlist data aggregation rather than queue modification, leading to task misalignment. The critical difference was executing the 'like' action on queue items versus collecting metadata from playlists.", "score": 0, "time_created": "2025-11-08 20:28:10", "time_modified": "2025-11-08 20:28:10", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Like all the songs played so far in my spotify music player queue, including the current one.", "when_to_use": "When the task requires direct interaction with a music queue or playlist", "category": "comparative", "created_time": "2025-11-08 20:28:10", "modified_time": "2025-11-08 20:28:10", "generalized_query": "Perform bulk interaction with a music queue or playlist items", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "89aae66d97e84d8b8242cdd28a3b4995", "memory_type": "procedural", "when_to_use": "When handling payment requests and needing to modify or cancel them", "content": "Deny or delete payment requests only if they are unapproved; once approved, use refund mechanisms instead", "score": 0, "time_created": "2025-11-08 20:28:15", "time_modified": "2025-11-08 20:28:15", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Send money back to Robert after an accidental Venmo payment", "when_to_use": "When handling payment requests and needing to modify or cancel them", "category": "failure", "created_time": "2025-11-08 20:28:15", "modified_time": "2025-11-08 20:28:15", "generalized_query": "Revoke or reverse an approved payment request", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "d6ceefd91cab420ab95cf32551ba8bb1", "memory_type": "procedural", "when_to_use": "When accessing external services like phone apps for communication", "content": "Ensure proper authentication and verify contact data exists in the target service before attempting to send messages", "score": 0, "time_created": "2025-11-08 20:28:15", "time_modified": "2025-11-08 20:28:15", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Call Robert to request a refund via phone", "when_to_use": "When accessing external services like phone apps for communication", "category": "failure", "created_time": "2025-11-08 20:28:15", "modified_time": "2025-11-08 20:28:15", "generalized_query": "Retrieve contact information from a linked service to initiate communication", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "e1f9a301e2774f2982aabc794229c770", "memory_type": "procedural", "when_to_use": "When accessing protected API endpoints like Venmo or Phone services", "content": "Always verify API authentication tokens are valid and properly scoped before making requests to protected endpoints", "score": 0, "time_created": "2025-11-08 20:28:47", "time_modified": "2025-11-08 20:28:47", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Send money back to Cory after an accidental Venmo payment", "when_to_use": "When accessing protected API endpoints like Venmo or Phone services", "category": "failure", "created_time": "2025-11-08 20:28:47", "modified_time": "2025-11-08 20:28:47", "generalized_query": "Recover funds from an unintended payment request to a specific recipient", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "1b207d74dd144646bf1f29ac2203b64d", "memory_type": "procedural", "when_to_use": "When searching for user information across multiple data sources", "content": "Implement fallback search strategies combining name, email, and phone number checks with proper error handling for missing data", "score": 0, "time_created": "2025-11-08 20:28:47", "time_modified": "2025-11-08 20:28:47", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Find Cory's contact information to refund an accidental payment", "when_to_use": "When searching for user information across multiple data sources", "category": "failure", "created_time": "2025-11-08 20:28:47", "modified_time": "2025-11-08 20:28:47", "generalized_query": "Locate user information using limited identifying details", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "1787a85b3f1244a5a36d44b650e459f3", "memory_type": "procedural", "when_to_use": "When modifying payment request states", "content": "Check the payment request's current status (e.g., 'approved_at' or 'denied_at') before attempting to modify it. Use the appropriate endpoint based on the platform's API design (e.g., PATCH for updates, POST for denials).", "score": 0, "time_created": "2025-11-08 20:28:53", "time_modified": "2025-11-08 20:28:53", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Deny a previously sent payment request", "when_to_use": "When modifying payment request states", "category": "failure", "created_time": "2025-11-08 20:28:53", "modified_time": "2025-11-08 20:28:53", "generalized_query": "Modify the state of a payment request (approve/deny)", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "009f2c58134947308f7fef0962fab63a", "memory_type": "procedural", "when_to_use": "When authenticating to APIs requiring access tokens, especially after initial login failures", "content": "The higher-scoring approach succeeded by correctly obtaining and using an access token after resolving authentication issues, while the lower-scoring approach failed due to repeated credential errors and missing token usage. Proper error handling and token management were critical for successful API interactions.", "score": 0, "time_created": "2025-11-08 20:28:53", "time_modified": "2025-11-08 20:28:53", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "All phone text messages and voice messages from 3654328626 are spam, delete them.", "when_to_use": "When authenticating to APIs requiring access tokens, especially after initial login failures", "category": "comparative", "created_time": "2025-11-08 20:28:53", "modified_time": "2025-11-08 20:28:53", "generalized_query": "Delete spam messages from a specific phone number using authenticated API calls", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "784975a836cd4e65a7a72e1426b5340e", "memory_type": "procedural", "when_to_use": "When retrieving sensitive account information", "content": "Password retrieval from supervisor accounts may require additional authorization layers. Direct password usage often fails due to encryption, token requirements, or permission constraints", "score": 0, "time_created": "2025-11-08 20:28:56", "time_modified": "2025-11-08 20:28:56", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "All phone text messages and voice messages from 3654328626 are spam, delete them.", "when_to_use": "When retrieving sensitive account information", "category": "failure", "created_time": "2025-11-08 20:28:56", "modified_time": "2025-11-08 20:28:56", "generalized_query": "Access account-specific data across multiple systems", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "893a7a172ec24cf0a78d049d40aa378d", "memory_type": "procedural", "when_to_use": "When extracting data from structured lists", "content": "Use safe list comprehension syntax and validate data structures before accessing nested elements to avoid TypeErrors", "score": 0, "time_created": "2025-11-08 20:28:53", "time_modified": "2025-11-08 20:28:53", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "All phone text messages and voice messages from 3654328626 are spam, delete them.", "when_to_use": "When extracting data from structured lists", "category": "failure", "created_time": "2025-11-08 20:28:53", "modified_time": "2025-11-08 20:28:53", "generalized_query": "Retrieve and process data from account management systems", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "1275add4f6a342b0ada2b9bb6e967f41", "memory_type": "procedural", "when_to_use": "When initiating a refund for an accidental payment via Venmo or similar platforms", "content": "Successfully refunded an accidental payment by first authenticating via API, filtering approved payment requests, and creating a transaction with the correct positive amount. Key steps included handling authentication errors, validating transaction parameters (e.g., positive amounts), and leveraging API endpoints for payment request management.", "score": 0, "time_created": "2025-11-08 20:28:42", "time_modified": "2025-11-08 20:28:42", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Send them the money back.", "when_to_use": "When initiating a refund for an accidental payment via Venmo or similar platforms", "category": "success", "created_time": "2025-11-08 20:28:42", "modified_time": "2025-11-08 20:28:42", "generalized_query": "Refund an accidental payment to a specific recipient", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "ad48a9a41d4543d4a01bf75a05aad740", "memory_type": "procedural", "when_to_use": "When extracting sensitive data like passwords from external stores", "content": "Use proper list comprehensions and filtering to extract specific entries, avoiding type errors from misstructured queries.", "score": 0, "time_created": "2025-11-08 20:29:00", "time_modified": "2025-11-08 20:29:00", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Retrieve Venmo account password from supervisor API", "when_to_use": "When extracting sensitive data like passwords from external stores", "category": "failure", "created_time": "2025-11-08 20:29:00", "modified_time": "2025-11-08 20:29:00", "generalized_query": "Access credential stores for authentication", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "06e99694ce6045e78a5a28949f77c38a", "memory_type": "procedural", "when_to_use": "When encountering 422 errors during API operations", "content": "Validate the operation's eligibility (e.g., request status, user permissions) before invoking API actions to avoid invalid operation errors.", "score": 0, "time_created": "2025-11-08 20:29:00", "time_modified": "2025-11-08 20:29:00", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Deny a payment request", "when_to_use": "When encountering 422 errors during API operations", "category": "failure", "created_time": "2025-11-08 20:29:00", "modified_time": "2025-11-08 20:29:00", "generalized_query": "Modify Venmo payment requests", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "689a5cddef254d0799231b4ef87bba85", "memory_type": "procedural", "when_to_use": "When needing to delete all messages (text/voice) from a specific phone number in a phone app with API-based management", "content": "The successful execution involved three key patterns: 1) Authenticating with proper credentials via supervisor-accessed passwords, 2) Using pagination parameters (page_index/page_limit) to retrieve all messages despite API limits, 3) Systematically deleting each message via individual API calls after full retrieval. The combination of API documentation analysis, error handling for authentication, and iterative processing enabled complete deletion of spam content.", "score": 0, "time_created": "2025-11-08 20:29:03", "time_modified": "2025-11-08 20:29:03", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "All phone text messages and voice messages from 9294880327 are spam, delete them.", "when_to_use": "When needing to delete all messages (text/voice) from a specific phone number in a phone app with API-based management", "category": "success", "created_time": "2025-11-08 20:29:03", "modified_time": "2025-11-08 20:29:03", "generalized_query": "Delete all communication records (text/voice) from a specified phone number in a phone application", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "ac687eabb1a14fda9512cf89238943bd", "memory_type": "procedural", "when_to_use": "When handling username/password authentication flows", "content": "Validate credentials against API-specific requirements (e.g., username format, password scope) rather than assuming generic account names", "score": 0, "time_created": "2025-11-08 20:29:05", "time_modified": "2025-11-08 20:29:05", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "All phone text messages and voice messages from 9294880327 are spam, delete them.", "when_to_use": "When handling username/password authentication flows", "category": "failure", "created_time": "2025-11-08 20:29:05", "modified_time": "2025-11-08 20:29:05", "generalized_query": "Authenticate to a service using username/password credentials", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "b6ec6ca2ba1d4be8b2b5347498c57b41", "memory_type": "procedural", "when_to_use": "When authenticating to access restricted APIs like phone message management", "content": "The higher-scoring approach succeeded by first obtaining valid authentication credentials through the supervisor app, then systematically using access tokens for API calls. The lower-scoring approach failed due to incorrect password handling and lack of token management, resulting in repeated 401 errors. Proper authentication flow and token persistence were critical for successful message deletion.", "score": 0, "time_created": "2025-11-08 20:29:41", "time_modified": "2025-11-08 20:29:41", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "All phone text messages and voice messages from 5708520672 are spam, delete them.", "when_to_use": "When authenticating to access restricted APIs like phone message management", "category": "comparative", "created_time": "2025-11-08 20:29:41", "modified_time": "2025-11-08 20:29:41", "generalized_query": "Delete spam messages from a specific phone number using authenticated API access", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "395f26da2a614b39a930286550751721", "memory_type": "procedural", "when_to_use": "When interacting with APIs that require authentication or specific permissions", "content": "Always verify API availability and authentication requirements before invoking operations. Use 'show_api_descriptions' to confirm available endpoints and their prerequisites.", "score": 0, "time_created": "2025-11-08 20:29:45", "time_modified": "2025-11-08 20:29:45", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "All phone text messages and voice messages from 5708520672 are spam, delete them.", "when_to_use": "When interacting with APIs that require authentication or specific permissions", "category": "failure", "created_time": "2025-11-08 20:29:45", "modified_time": "2025-11-08 20:29:45", "generalized_query": "Delete messages from a specific phone number in a messaging system", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "e0de5b433e8c45f0b3e2e72ce3b72b04", "memory_type": "procedural", "when_to_use": "When authenticating with an API requires retrieving credentials from a secure source and handling pagination for large datasets", "content": "Successfully retrieved Spotify credentials from a password store, used pagination to collect all matching artists, filtered by genre and follower count, and executed authenticated API calls with proper access tokens. Key pattern: Use API pagination with incremental page indexes until no more results, combine multiple filters (genre + follower count) in list comprehensions, and ensure all required authentication parameters (access_token) are explicitly passed in API requests", "score": 0, "time_created": "2025-11-08 20:29:37", "time_modified": "2025-11-08 20:29:37", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Follow all the edm artists on Spotify that have at least 23 followers", "when_to_use": "When authenticating with an API requires retrieving credentials from a secure source and handling pagination for large datasets", "category": "success", "created_time": "2025-11-08 20:29:37", "modified_time": "2025-11-08 20:29:37", "generalized_query": "Filter and follow artists in a music database with specific follower thresholds and genre criteria", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "1a08d78b973649758b56bd0602c30383", "memory_type": "procedural", "when_to_use": "When mapping identifiers to meaningful data", "content": "Always verify that identifier mappings (e.g., song_id → artist) use valid lookup mechanisms", "score": 0, "time_created": "2025-11-08 20:29:45", "time_modified": "2025-11-08 20:29:45", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Follow all the edm artists on Spotify that have at least 23 followers", "when_to_use": "When mapping identifiers to meaningful data", "category": "failure", "created_time": "2025-11-08 20:29:45", "modified_time": "2025-11-08 20:29:45", "generalized_query": "Resolve identifier-to-entity mappings in data pipelines", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "e874a95042044336b062aa93257ca297", "memory_type": "procedural", "when_to_use": "When needing to filter and act on entities (e.g., artists, users) with specific attributes (e.g., follower count, genre) in a platform like Spotify", "content": "Successfully combined API exploration, parameterized filtering, and iterative action execution. Key steps: 1) Verify API availability (e.g., `search_artists` instead of non-existent `show_artists`) 2) Use filters (`min_follower_count`, `genre`) to narrow results 3) Iterate through results to perform actions (`follow_artist`)", "score": 0, "time_created": "2025-11-08 20:29:32", "time_modified": "2025-11-08 20:29:32", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Follow all the classical artists on Spotify that have at least 22 followers", "when_to_use": "When needing to filter and act on entities (e.g., artists, users) with specific attributes (e.g., follower count, genre) in a platform like Spotify", "category": "success", "created_time": "2025-11-08 20:29:32", "modified_time": "2025-11-08 20:29:32", "generalized_query": "Identify and interact with entities meeting specific criteria (e.g., follower count, category) in a music platform", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "91b4dbae0088415083cbaaac838dce50", "memory_type": "procedural", "when_to_use": "When interacting with music platforms like Spotify to follow artists based on follower counts", "content": "Misaligning data sources (e.g., playlist likes vs artist followers) leads to incorrect filtering; always validate that metrics correspond directly to the target entity (artists, not playlists) in the task", "score": 0, "time_created": "2025-11-08 20:29:34", "time_modified": "2025-11-08 20:29:34", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Follow all the reggae artists on Spotify that have at least 21 followers", "when_to_use": "When interacting with music platforms like Spotify to follow artists based on follower counts", "category": "failure", "created_time": "2025-11-08 20:29:34", "modified_time": "2025-11-08 20:29:34", "generalized_query": "Follow artists on a music platform that meet specific follower thresholds and genre criteria", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "f96b1b4da2a34f36a54969e624ec02c9", "memory_type": "procedural", "when_to_use": "When processing large datasets from APIs with pagination limits", "content": "Infinite loops can occur if pagination parameters (e.g., page_index) are not properly bounded by API response limits; implement explicit termination conditions", "score": 0, "time_created": "2025-11-08 20:29:34", "time_modified": "2025-11-08 20:29:34", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Follow all the reggae artists on Spotify that have at least 21 followers", "when_to_use": "When processing large datasets from APIs with pagination limits", "category": "failure", "created_time": "2025-11-08 20:29:34", "modified_time": "2025-11-08 20:29:34", "generalized_query": "Process paginated API responses to extract entities meeting specific criteria", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "bd87c22d9def4564b36be445701a2a2e", "memory_type": "procedural", "when_to_use": "When accessing files via an API that requires authentication", "content": "Always verify API method existence and authentication requirements before attempting file operations. Ensure the file path is valid and the file exists before invoking read operations.", "score": 0, "time_created": "2025-11-08 20:30:20", "time_modified": "2025-11-08 20:30:20", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "I paid for our last month's electricity bill. Its amount is supposed to be shared equally among my roommates and me. 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 accessing files via an API that requires authentication", "category": "failure", "created_time": "2025-11-08 20:30:20", "modified_time": "2025-11-08 20:30:20", "generalized_query": "Access a file from a secured file system and process its content for subsequent actions", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "dcc2681fb19d46838107a68f433a3f78", "memory_type": "procedural", "when_to_use": "When parsing financial data from documents", "content": "Implement robust text cleaning processes to handle currency symbols and formatting inconsistencies", "score": 0, "time_created": "2025-11-08 20:30:19", "time_modified": "2025-11-08 20:30:19", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Extract total amount from electricity bill receipt", "when_to_use": "When parsing financial data from documents", "category": "failure", "created_time": "2025-11-08 20:30:19", "modified_time": "2025-11-08 20:30:19", "generalized_query": "Parse numerical values from text-based financial documents", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "ad5e5e10a6084b8092b17c0dccffbfce", "memory_type": "procedural", "when_to_use": "When managing roommate relationships", "content": "Use relationship-based search filters and validate access tokens before querying contact databases", "score": 0, "time_created": "2025-11-08 20:30:19", "time_modified": "2025-11-08 20:30:19", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Get list of roommates from phone contacts", "when_to_use": "When managing roommate relationships", "category": "failure", "created_time": "2025-11-08 20:30:19", "modified_time": "2025-11-08 20:30:19", "generalized_query": "Retrieve contact information for shared living arrangements", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "c0053c13c01a48c684ec0e18b8e64ac4", "memory_type": "procedural", "when_to_use": "When marking a note as completed in a note-taking app", "content": "Always verify the existence of a note before attempting to modify it, as the note may need to be created first if it doesn't exist", "score": 0, "time_created": "2025-11-08 20:30:19", "time_modified": "2025-11-08 20:30:19", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Mark \"Learning to cook a signature dish from scratch\" in my Bucket List Simple Note as done", "when_to_use": "When marking a note as completed in a note-taking app", "category": "failure", "created_time": "2025-11-08 20:30:19", "modified_time": "2025-11-08 20:30:19", "generalized_query": "Update a specific note's status in a task management system", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "1957a4b9d5cb4f74bf65182843412e13", "memory_type": "procedural", "when_to_use": "When encountering API method errors during execution", "content": "Validate API method availability and parameters against documentation before invocation to prevent runtime errors", "score": 0, "time_created": "2025-11-08 20:30:19", "time_modified": "2025-11-08 20:30:19", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Mark \"Learning to cook a signature dish from scratch\" in my Bucket List Simple Note as done", "when_to_use": "When encountering API method errors during execution", "category": "failure", "created_time": "2025-11-08 20:30:19", "modified_time": "2025-11-08 20:30:19", "generalized_query": "Perform actions requiring API interactions with external systems", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "241c6d4aa5004fc6a98a43d658a115d4", "memory_type": "procedural", "when_to_use": "When accessing files via an API that requires authentication", "content": "Always verify file existence and authenticate properly before accessing files; use 'file_exists' API to prevent 404 errors and ensure correct authentication tokens are used", "score": 0, "time_created": "2025-11-08 20:30:21", "time_modified": "2025-11-08 20:30:21", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 files via an API that requires authentication", "category": "failure", "created_time": "2025-11-08 20:30:21", "modified_time": "2025-11-08 20:30:21", "generalized_query": "Retrieve file content from a secured file system and distribute costs via Venmo", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "e419ef6dc5f24d98a169dfefed66eddc", "memory_type": "procedural", "when_to_use": "When implementing payment distribution workflows", "content": "Validate all prerequisite conditions (file existence, authentication, data accuracy) before initiating payment actions to prevent workflow interruptions.", "score": 0, "time_created": "2025-11-08 20:30:21", "time_modified": "2025-11-08 20:30:21", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Make venmo requests to roommates for shared expenses", "when_to_use": "When implementing payment distribution workflows", "category": "failure", "created_time": "2025-11-08 20:30:21", "modified_time": "2025-11-08 20:30:21", "generalized_query": "Distribute shared costs among multiple parties via payment platform", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "93e618777ee64819be0bb4102d7e959c", "memory_type": "procedural", "when_to_use": "When accessing protected files or APIs requiring authentication", "content": "Always verify authentication tokens are valid and properly formatted in request headers when accessing secured APIs. Use 'Bearer' token format with correct scope permissions", "score": 0, "time_created": "2025-11-08 20:30:23", "time_modified": "2025-11-08 20:30:23", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "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 protected files or APIs requiring authentication", "category": "failure", "created_time": "2025-11-08 20:30:23", "modified_time": "2025-11-08 20:30:23", "generalized_query": "Access a file from a protected file system to retrieve data for financial transactions", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "cb3cd2d4734e41da9f40837a8eb643c9", "memory_type": "procedural", "when_to_use": "When dealing with file system operations", "content": "Use directory existence checks before attempting file operations to avoid permission errors. Verify directory paths match expected structure (e.g., 'receipts' may require full path)", "score": 0, "time_created": "2025-11-08 20:30:23", "time_modified": "2025-11-08 20:30:23", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "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 dealing with file system operations", "category": "failure", "created_time": "2025-11-08 20:30:23", "modified_time": "2025-11-08 20:30:23", "generalized_query": "Locate and retrieve specific files from a directory structure", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "6c11926e44ac4051922ee4b7609f7939", "memory_type": "procedural", "when_to_use": "When handling multi-account authentication across different services", "content": "Store and retrieve credentials securely using centralized password management interfaces", "score": 0, "time_created": "2025-11-08 20:30:21", "time_modified": "2025-11-08 20:30:21", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Login to file_system and phone apps to access account information", "when_to_use": "When handling multi-account authentication across different services", "category": "failure", "created_time": "2025-11-08 20:30:21", "modified_time": "2025-11-08 20:30:21", "generalized_query": "Authenticate to multiple services with credential management", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "3b42598a917b4e798050a6b26050f503", "memory_type": "procedural", "when_to_use": "When processing shared financial obligations", "content": "Use combination of contact management and expense tracking systems to verify sharing arrangements", "score": 0, "time_created": "2025-11-08 20:30:21", "time_modified": "2025-11-08 20:30:21", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Determine number of roommates to split internet bill costs", "when_to_use": "When processing shared financial obligations", "category": "failure", "created_time": "2025-11-08 20:30:21", "modified_time": "2025-11-08 20:30:21", "generalized_query": "Identify shared expense participants using available data sources", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "5c3249aa220e4bfaa58c69d3cfa228e0", "memory_type": "procedural", "when_to_use": "When interacting with an API that requires authentication (e.g., updating notes in a private app like Simple Note)", "content": "The successful execution relied on three critical patterns: (1) Retrieving and validating credentials via a supervisor tool to obtain a valid access token, (2) Using the access token in all API requests to maintain authorization, and (3) Precisely locating the target note via search and updating its content with exact string replacement. The sequence demonstrates systematic error handling for authentication failures and precise API parameter management.", "score": 0, "time_created": "2025-11-08 20:30:53", "time_modified": "2025-11-08 20:30:53", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Mark \"Witnessing a total solar eclipse\" in my Bucket List Simple Note as done", "when_to_use": "When interacting with an API that requires authentication (e.g., updating notes in a private app like Simple Note)", "category": "success", "created_time": "2025-11-08 20:30:53", "modified_time": "2025-11-08 20:30:53", "generalized_query": "Update a specific task status in a private note-taking application", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "dca46696ef0e43219551526076506b4a", "memory_type": "procedural", "when_to_use": "When modifying task status in a notes-based bucket list system requiring API authentication", "content": "Successfully modified a note's content by first authenticating via API, locating the note by title through search, obtaining the note ID, and performing precise string replacement in the content field. This approach handles authentication barriers, resource location challenges, and content-specific formatting requirements.", "score": 0, "time_created": "2025-11-08 20:30:47", "time_modified": "2025-11-08 20:30:47", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Mark \"Taking a solo backpacking trip\" in my Bucket List Simple Note as not done", "when_to_use": "When modifying task status in a notes-based bucket list system requiring API authentication", "category": "success", "created_time": "2025-11-08 20:30:47", "modified_time": "2025-11-08 20:30:47", "generalized_query": "Update task status in a notes-based to-do list system", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "9122e0055fd345828dc0b80b5e8b9144", "memory_type": "procedural", "when_to_use": "When accessing protected resources in an API", "content": "Implement token validation checks before making API requests and use proper authentication mechanisms as documented in API specs", "score": 0, "time_created": "2025-11-08 20:30:59", "time_modified": "2025-11-08 20:30:59", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Mark 'Taking a solo backpacking trip' in my Bucket List Simple Note as not done", "when_to_use": "When accessing protected resources in an API", "category": "failure", "created_time": "2025-11-08 20:30:59", "modified_time": "2025-11-08 20:30:59", "generalized_query": "Modify note status in a secured note-taking application", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "a91901f5a6f048549449473646bd1657", "memory_type": "procedural", "when_to_use": "When interacting with APIs that require authentication or manipulating alarm settings", "content": "Always verify authentication tokens are valid and properly included in API requests, validate data structures before accessing nested elements, and confirm resource existence before performing operations", "score": 0, "time_created": "2025-11-08 20:30:51", "time_modified": "2025-11-08 20:30:51", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Move my go-to-sleep phone alarm to 1 hour later and disable the rest", "when_to_use": "When interacting with APIs that require authentication or manipulating alarm settings", "category": "failure", "created_time": "2025-11-08 20:30:51", "modified_time": "2025-11-08 20:30:51", "generalized_query": "Modify specific alarm settings and disable others in a device management system", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "568afc6461164f4badcd0112195400df", "memory_type": "procedural", "when_to_use": "When accessing protected APIs requiring authentication", "content": "Always verify authentication tokens are valid and properly scoped before accessing user-specific resources", "score": 0, "time_created": "2025-11-08 20:31:00", "time_modified": "2025-11-08 20:31:00", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Move my wake-up phone alarm to 40 minutes earlier and disable the rest", "when_to_use": "When accessing protected APIs requiring authentication", "category": "failure", "created_time": "2025-11-08 20:31:00", "modified_time": "2025-11-08 20:31:00", "generalized_query": "Modify scheduled tasks with time adjustments and disable others", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "aa85724cf47c43869c7bee7fa968edce", "memory_type": "procedural", "when_to_use": "When modifying alarm configurations in phone apps", "content": "Use datetime libraries for precise time calculations. Apply bulk operations for disabling multiple alarms while ensuring proper access token validation", "score": 0, "time_created": "2025-11-08 20:30:57", "time_modified": "2025-11-08 20:30:57", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Move my wake-up phone alarm to 40 minutes earlier and disable the rest", "when_to_use": "When modifying alarm configurations in phone apps", "category": "failure", "created_time": "2025-11-08 20:30:57", "modified_time": "2025-11-08 20:30:57", "generalized_query": "Update and disable multiple alarms with specific time adjustments", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "47d8f61cd20c4e7b9a9fbe019910a932", "memory_type": "procedural", "when_to_use": "When estimating playlist durations or handling time-based calculations", "content": "Avoid assuming fixed durations for tracks; use actual track metadata for accurate time calculations", "score": 0, "time_created": "2025-11-08 20:31:32", "time_modified": "2025-11-08 20:31:32", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "How long is my longest Spotify playlist, in minutes, rounded to the nearest number?", "when_to_use": "When estimating playlist durations or handling time-based calculations", "category": "failure", "created_time": "2025-11-08 20:31:32", "modified_time": "2025-11-08 20:31:32", "generalized_query": "Estimate the maximum duration of a music collection from a streaming service, rounded to the nearest whole number", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "cb09c14ead564110b1f12c9a95bd0928", "memory_type": "procedural", "when_to_use": "When dealing with paginated API responses for large datasets", "content": "Implement robust pagination handling to ensure complete data retrieval from API endpoints", "score": 0, "time_created": "2025-11-08 20:31:32", "time_modified": "2025-11-08 20:31:32", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "How long is my longest Spotify playlist, in minutes, rounded to the nearest number?", "when_to_use": "When dealing with paginated API responses for large datasets", "category": "failure", "created_time": "2025-11-08 20:31:32", "modified_time": "2025-11-08 20:31:32", "generalized_query": "Retrieve and process extensive dataset fragments from an API with pagination", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "cc1b90d0bc1f477da4764534b56f5468", "memory_type": "procedural", "when_to_use": "When requiring precise numerical rounding operations", "content": "Verify rounding logic aligns with specified precision requirements and edge case scenarios", "score": 0, "time_created": "2025-11-08 20:31:32", "time_modified": "2025-11-08 20:31:32", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "How long is my longest Spotify playlist, in minutes, rounded to the nearest number?", "when_to_use": "When requiring precise numerical rounding operations", "category": "failure", "created_time": "2025-11-08 20:31:32", "modified_time": "2025-11-08 20:31:32", "generalized_query": "Perform mathematical rounding operations on calculated metrics", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "c519ba530e4e4ad48ab398d4745adc6c", "memory_type": "procedural", "when_to_use": "When calculating durations for playlists or music-related tasks", "content": "Misinterpreting 'longest playlist' as total accumulated duration across all playlists leads to incorrect results. Always verify whether the task requires analyzing individual items (e.g., single playlist metrics) versus aggregated data (e.g., total library statistics).", "score": 0, "time_created": "2025-11-08 20:31:30", "time_modified": "2025-11-08 20:31:30", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "How long is my longest Spotify playlist, in minutes, rounded to the nearest number?", "when_to_use": "When calculating durations for playlists or music-related tasks", "category": "failure", "created_time": "2025-11-08 20:31:30", "modified_time": "2025-11-08 20:31:30", "generalized_query": "Determine the duration of the longest playlist in a music service, rounded to the nearest whole number", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "b097701fcff34dd99f5acea4a95633c9", "memory_type": "procedural", "when_to_use": "For time-based calculations, always convert units explicitly and apply proper rounding techniques", "content": "The solution successfully converted total seconds to minutes using division and Python's built-in round() function. This approach ensures accurate unit conversion and proper rounding for time measurements, avoiding common floating-point precision issues", "score": 0, "time_created": "2025-11-08 20:31:34", "time_modified": "2025-11-08 20:31:34", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "How long is my longest Spotify playlist, in minutes, rounded to the nearest number?", "when_to_use": "For time-based calculations, always convert units explicitly and apply proper rounding techniques", "category": "success", "created_time": "2025-11-08 20:31:34", "modified_time": "2025-11-08 20:31:34", "generalized_query": "Convert cumulative time measurements between units with precision rounding", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "435cb5d3593b433b92d237866f4414dd", "memory_type": "procedural", "when_to_use": "When performing API operations requiring authentication", "content": "Authentication tokens must be explicitly obtained and included in API requests. Repeated failed attempts with incorrect credentials should trigger credential validation checks rather than continuous retries.", "score": 0, "time_created": "2025-11-08 20:31:38", "time_modified": "2025-11-08 20:31:38", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Move my go-to-sleep phone alarm to 20 minutes later and disable the rest", "when_to_use": "When performing API operations requiring authentication", "category": "failure", "created_time": "2025-11-08 20:31:38", "modified_time": "2025-11-08 20:31:38", "generalized_query": "Modify alarm settings and manage multiple alarms on a phone application", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "214bf691def64fbab9582bd94d62d714", "memory_type": "procedural", "when_to_use": "When executing code in restricted environments", "content": "Avoid embedding explanatory text in executable code. Maintain strict separation between code commands and natural language instructions to prevent syntax errors in restricted execution environments.", "score": 0, "time_created": "2025-11-08 20:31:38", "time_modified": "2025-11-08 20:31:38", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Move my go-to-sleep phone alarm to 20 minutes later and disable the rest", "when_to_use": "When executing code in restricted environments", "category": "failure", "created_time": "2025-11-08 20:31:38", "modified_time": "2025-11-08 20:31:38", "generalized_query": "Execute code sequences with strict syntax requirements", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "45ffb3b8df7846c2a240e75e754a6aa2", "memory_type": "procedural", "when_to_use": "When searching for specific alarms by label in device management tasks", "content": "Use case-insensitive and partial string matching for alarm labels, as exact matches may not be reliable. Verify alarm state and properties before modification", "score": 0, "time_created": "2025-11-08 20:31:35", "time_modified": "2025-11-08 20:31:35", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Move my go-to-sleep phone alarm to 20 minutes later and disable the rest", "when_to_use": "When searching for specific alarms by label in device management tasks", "category": "failure", "created_time": "2025-11-08 20:31:35", "modified_time": "2025-11-08 20:31:35", "generalized_query": "Identify and modify alarms based on descriptive labels in device systems", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "531bb0904f9d427ab9e446a3da9f994e", "memory_type": "procedural", "when_to_use": "When accessing nested data via APIs, verify the exact field names in the response schema before assuming default keys", "content": "Successful execution relied on cross-referencing API response schemas (step 7) to identify the correct duration field ('duration' vs. incorrectly assumed 'duration_seconds'). This highlights the importance of validating data structures before processing.", "score": 0, "time_created": "2025-11-08 20:31:32", "time_modified": "2025-11-08 20:31:32", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "How long is my shortest Spotify playlist, in minutes, rounded to the nearest number?", "when_to_use": "When accessing nested data via APIs, verify the exact field names in the response schema before assuming default keys", "category": "success", "created_time": "2025-11-08 20:31:32", "modified_time": "2025-11-08 20:31:32", "generalized_query": "Determine the shortest duration of a playlist across a music platform, considering song metadata", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "2e49d8eaf787419cbab3bfb1a986c91c", "memory_type": "procedural", "when_to_use": "When handling authentication flows with sensitive credentials", "content": "Store and handle credentials securely using dedicated authentication modules rather than hardcoding passwords in scripts", "score": 0, "time_created": "2025-11-08 20:31:39", "time_modified": "2025-11-08 20:31:39", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "How long is my shortest Spotify playlist, in minutes, rounded to the nearest number?", "when_to_use": "When handling authentication flows with sensitive credentials", "category": "failure", "created_time": "2025-11-08 20:31:39", "modified_time": "2025-11-08 20:31:39", "generalized_query": "Access protected resources via authenticated API endpoints", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "6389de26c7274de6a2233c189542420a", "memory_type": "procedural", "when_to_use": "When searching for specific playlists or albums in a music service", "content": "Verify the existence of required resources (e.g., playlists/albums) before proceeding with dependent actions to avoid infinite loops and redundant operations", "score": 0, "time_created": "2025-11-08 20:32:04", "time_modified": "2025-11-08 20:32:04", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Play the least listened to song on Spotify from the Echo Chamber Chronicles album.", "when_to_use": "When searching for specific playlists or albums in a music service", "category": "failure", "created_time": "2025-11-08 20:32:04", "modified_time": "2025-11-08 20:32:04", "generalized_query": "Retrieve and play a specific song from an album in a music streaming service", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "c960c57988884bd9bd93fa324784da71", "memory_type": "procedural", "when_to_use": "When generating diagnostic messages or outputs during execution", "content": "Use proper syntax for code execution vs. text output; avoid mixing executable code with plain text explanations in the same context", "score": 0, "time_created": "2025-11-08 20:32:04", "time_modified": "2025-11-08 20:32:04", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Play the least listened to song on Spotify from the Echo Chamber Chronicles album.", "when_to_use": "When generating diagnostic messages or outputs during execution", "category": "failure", "created_time": "2025-11-08 20:32:04", "modified_time": "2025-11-08 20:32:04", "generalized_query": "Generate diagnostic outputs during task execution", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "9b1ccd40eb70453394f2835403e4a832", "memory_type": "procedural", "when_to_use": "When handling dynamic API interactions", "content": "Validate API method existence and parameters against documented specifications before invocation. Use versioned or stable API endpoints to prevent runtime errors due to deprecated functionality.", "score": 0, "time_created": "2025-11-08 20:32:07", "time_modified": "2025-11-08 20:32:07", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Play the least listened to song on Spotify from the Echo Chamber Chronicles album.", "when_to_use": "When handling dynamic API interactions", "category": "failure", "created_time": "2025-11-08 20:32:07", "modified_time": "2025-11-08 20:32:07", "generalized_query": "Execute actions requiring API calls with version-controlled endpoints", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "638e613d84874f8bb76f3d47f689ea63", "memory_type": "procedural", "when_to_use": "When interacting with APIs that return structured data, especially when relying on specific keys or fields", "content": "Always verify the exact keys and data structure of API responses before accessing nested fields. Assumptions about field names can lead to KeyError exceptions.", "score": 0, "time_created": "2025-11-08 20:32:13", "time_modified": "2025-11-08 20:32:13", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Play the most listened to song on Spotify from my Woodstock Reimagined: Festival Vibes playlist", "when_to_use": "When interacting with APIs that return structured data, especially when relying on specific keys or fields", "category": "failure", "created_time": "2025-11-08 20:32:13", "modified_time": "2025-11-08 20:32:13", "generalized_query": "Identify and play the most listened-to song from a specified music playlist", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "86225760affd47b7b91827bf8c34b71a", "memory_type": "procedural", "when_to_use": "When processing song metadata from playlist IDs to determine playback priority", "content": "Use the correct metric name (e.g., 'play_count' instead of 'listen_count') and ensure song details are fetched explicitly via their IDs to access accurate metadata.", "score": 0, "time_created": "2025-11-08 20:32:13", "time_modified": "2025-11-08 20:32:13", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Play the most listened to song on Spotify from my Woodstock Reimagined: Festival Vibes playlist", "when_to_use": "When processing song metadata from playlist IDs to determine playback priority", "category": "failure", "created_time": "2025-11-08 20:32:13", "modified_time": "2025-11-08 20:32:13", "generalized_query": "Determine the highest-engagement track in a music playlist", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "14ac4f7626d7486c93386ce09b1af3dc", "memory_type": "procedural", "when_to_use": "When accessing Spotify's API to play music based on user-specific criteria", "content": "The higher-scoring approach succeeded by: 1) Correctly handling API errors through iterative debugging (e.g., switching from 'listen_count' to 'play_count'), 2) Ensuring proper authentication by refreshing access tokens when needed, 3) Using precise API endpoints (like 'play_music') with required parameters (access_token). The lower-scoring approach failed due to missing error handling, incorrect API usage, and lack of token validation.", "score": 0, "time_created": "2025-11-08 20:32:33", "time_modified": "2025-11-08 20:32:33", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Play the most listened to song on Spotify from the Velvet Underground album.", "when_to_use": "When accessing Spotify's API to play music based on user-specific criteria", "category": "comparative", "created_time": "2025-11-08 20:32:33", "modified_time": "2025-11-08 20:32:33", "generalized_query": "Retrieve and play the most engaged-with media item from a specific artist/album", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "579a8eaeb85d4c5b83041ba06fe50b47", "memory_type": "procedural", "when_to_use": "When handling API errors related to authorization or missing parameters", "content": "Implement error-handling logic to refresh tokens, validate user input, and ensure required parameters (e.g., email) are provided for API calls that depend on user context.", "score": 0, "time_created": "2025-11-08 20:32:38", "time_modified": "2025-11-08 20:32:38", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Play the most listened to song on Spotify from the Velvet Underground album", "when_to_use": "When handling API errors related to authorization or missing parameters", "category": "failure", "created_time": "2025-11-08 20:32:38", "modified_time": "2025-11-08 20:32:38", "generalized_query": "Execute actions requiring user authentication and data retrieval", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "c0b39a2f10364aafb1ec13ca225873a1", "memory_type": "procedural", "when_to_use": "When handling payment approval tasks involving external accounts", "content": "Always verify sufficient funds in the payment account before attempting to approve requests to avoid insufficiency errors", "score": 0, "time_created": "2025-11-08 20:32:27", "time_modified": "2025-11-08 20:32:27", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Accept all pending Venmo payment requests from my roommates and coworkers.", "when_to_use": "When handling payment approval tasks involving external accounts", "category": "failure", "created_time": "2025-11-08 20:32:27", "modified_time": "2025-11-08 20:32:27", "generalized_query": "Approve pending payment requests from specified contacts", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "9e7849a09da54be29741a8ae10dc1807", "memory_type": "procedural", "when_to_use": "When handling password-sensitive operations or data structures", "content": "Implement robust credential management and data structure validation. Use list comprehensions carefully to avoid type errors when extracting values", "score": 0, "time_created": "2025-11-08 20:32:28", "time_modified": "2025-11-08 20:32:28", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Accept all pending Venmo payment requests from my roommates and coworkers", "when_to_use": "When handling password-sensitive operations or data structures", "category": "failure", "created_time": "2025-11-08 20:32:28", "modified_time": "2025-11-08 20:32:28", "generalized_query": "Access restricted account information or perform actions requiring authentication", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "09e329f00d2e4e50b76a12c95667cc21", "memory_type": "procedural", "when_to_use": "When interacting with APIs that require authentication tokens, especially for time-sensitive operations like approving payments", "content": "Always validate access token validity and expiration time before making API requests, especially for critical operations like payment approvals", "score": 0, "time_created": "2025-11-08 20:32:55", "time_modified": "2025-11-08 20:32:55", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Accept all pending Venmo payment requests from my coworkers and friends", "when_to_use": "When interacting with APIs that require authentication tokens, especially for time-sensitive operations like approving payments", "category": "failure", "created_time": "2025-11-08 20:32:55", "modified_time": "2025-11-08 20:32:55", "generalized_query": "Approve pending payment requests from known contacts using an authenticated API", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "8b97b25417334e76af2c415b89cdb567", "memory_type": "procedural", "when_to_use": "When automating payment request management across multiple apps", "content": "The higher-scoring approach succeeded by directly accessing Venmo's payment request API with proper authentication, while the lower-scoring approach failed due to incorrect API selection (using phone app instead of Venmo), authorization errors, and improper parameter handling. The effective approach used precise API endpoints (show_received_payment_requests, deny_payment_request) with proper pagination and authentication tokens, whereas the less effective approach wasted time on irrelevant APIs and encountered authorization failures.", "score": 0, "time_created": "2025-11-08 20:33:01", "time_modified": "2025-11-08 20:33:01", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Reject all pending Venmo payment requests from my friends and roommates.", "when_to_use": "When automating payment request management across multiple apps", "category": "comparative", "created_time": "2025-11-08 20:33:01", "modified_time": "2025-11-08 20:33:01", "generalized_query": "Automate rejection of pending payment requests from specified contacts", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "d9b90a096e7f4767ba7cc8033bbab691", "memory_type": "procedural", "when_to_use": "When handling data extraction from nested or conditional structures in API responses.", "content": "Use robust data extraction methods (e.g., generator expressions with next()) to avoid type errors and ensure accurate value retrieval.", "score": 0, "time_created": "2025-11-08 20:33:07", "time_modified": "2025-11-08 20:33:07", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Reject all pending Venmo payment requests from my friends and roommates.", "when_to_use": "When handling data extraction from nested or conditional structures in API responses.", "category": "failure", "created_time": "2025-11-08 20:33:07", "modified_time": "2025-11-08 20:33:07", "generalized_query": "Extract specific data fields from complex API response structures.", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "837b6517253c4619a058e538f48a0e9c", "memory_type": "procedural", "when_to_use": "When retrieving song data from Spotify, ensure direct mapping of song IDs to song titles via the Spotify API rather than relying on playlist metadata.", "content": "Song titles must be explicitly retrieved from the Spotify API using song IDs, not inferred from playlist titles or metadata.", "score": 0, "time_created": "2025-11-08 20:33:03", "time_modified": "2025-11-08 20:33:03", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "What is the title of the most played song by Velvet Echo on Spotify.", "when_to_use": "When retrieving song data from Spotify, ensure direct mapping of song IDs to song titles via the Spotify API rather than relying on playlist metadata.", "category": "failure", "created_time": "2025-11-08 20:33:03", "modified_time": "2025-11-08 20:33:03", "generalized_query": "Identify the most played song on a music platform by an artist.", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "84b6ad1c331c484598acabdab7758f37", "memory_type": "procedural", "when_to_use": "When encountering missing API methods during execution", "content": "Verify API availability by querying the platform's documentation endpoints. Replace invalid API calls with verified methods while maintaining the core logic flow. This ensures robustness against API changes while preserving the intended functionality.", "score": 0, "time_created": "2025-11-08 20:33:10", "time_modified": "2025-11-08 20:33:10", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "What is the title of the most played song by Velvet Echo on Spotify.", "when_to_use": "When encountering missing API methods during execution", "category": "success", "created_time": "2025-11-08 20:33:10", "modified_time": "2025-11-08 20:33:10", "generalized_query": "Resolve API method errors during music platform data retrieval", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "f7e680dad1a342a6be19d49eabf0daac", "memory_type": "procedural", "when_to_use": "When accessing nested data structures or API responses", "content": "Always validate the structure of API responses and ensure keys exist before accessing nested fields. Use defensive programming to handle missing data or unexpected formats.", "score": 0, "time_created": "2025-11-08 20:33:31", "time_modified": "2025-11-08 20:33:31", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "What is the title of the most played song by Jasper Skye on Spotify.", "when_to_use": "When accessing nested data structures or API responses", "category": "failure", "created_time": "2025-11-08 20:33:31", "modified_time": "2025-11-08 20:33:31", "generalized_query": "Identify the most frequently played song by a specific artist across their owned playlists", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "289483f4a5f849ac9de9e1ee5b7efa92", "memory_type": "procedural", "when_to_use": "When implementing search/aggregate operations across multiple data sources", "content": "Collect and process all relevant data first before performing calculations. Verify intermediate results at each stage to isolate failure points.", "score": 0, "time_created": "2025-11-08 20:33:31", "time_modified": "2025-11-08 20:33:31", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "What is the title of the most played song by Jasper Skye on Spotify.", "when_to_use": "When implementing search/aggregate operations across multiple data sources", "category": "failure", "created_time": "2025-11-08 20:33:31", "modified_time": "2025-11-08 20:33:31", "generalized_query": "Aggregate metrics across interconnected data sets (e.g., playlists → songs → statistics)", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "8dde90d057a1483590666b211579af3a", "memory_type": "procedural", "when_to_use": "When retrieving data from an API that requires pagination and has rate limit constraints", "content": "Successfully handled API pagination limits by adjusting page_limit parameter (max 20 per request), filtered results by artist name, and identified the most played song by comparing play_count metrics across multiple API calls. Used iterative processing to handle large datasets efficiently.", "score": 0, "time_created": "2025-11-08 20:33:34", "time_modified": "2025-11-08 20:33:34", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "What is the title of the most played song by Jasper Skye on Spotify.", "when_to_use": "When retrieving data from an API that requires pagination and has rate limit constraints", "category": "success", "created_time": "2025-11-08 20:33:34", "modified_time": "2025-11-08 20:33:34", "generalized_query": "Identify the top-performing item (e.g., most played song) by an artist from a music database", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "02e8578a053c4837b39481d86851f8be", "memory_type": "procedural", "when_to_use": "When interacting with Spotify's API to manage artist follow status based on user preferences", "content": "Verify API endpoint existence and correct parameter usage before execution; ensure proper data structure parsing; implement state-checking before modifying relationships", "score": 0, "time_created": "2025-11-08 20:34:03", "time_modified": "2025-11-08 20:34:03", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "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 Spotify's API to manage artist follow status based on user preferences", "category": "failure", "created_time": "2025-11-08 20:34:03", "modified_time": "2025-11-08 20:34:03", "generalized_query": "Modify follow relationships based on content interaction history", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "ebee42e7da0748e1abeee2dd595a5869", "memory_type": "procedural", "when_to_use": "When processing nested data structures from API responses", "content": "Always validate field names and data structures in API responses using documentation; use iterative parsing for nested/arrays structures", "score": 0, "time_created": "2025-11-08 20:34:03", "time_modified": "2025-11-08 20:34:03", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Unfollow all the artists who have not sung even a single song I have liked on Spotify", "when_to_use": "When processing nested data structures from API responses", "category": "failure", "created_time": "2025-11-08 20:34:03", "modified_time": "2025-11-08 20:34:03", "generalized_query": "Extract relational data from nested API responses", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "79a65af8eabf4042a33074a5f8439e0d", "memory_type": "procedural", "when_to_use": "When performing state-modifying operations on third-party services", "content": "Implement idempotent operations with pre-state checks to avoid invalid requests and handle 422 conflict responses", "score": 0, "time_created": "2025-11-08 20:34:03", "time_modified": "2025-11-08 20:34:03", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Unfollow all the artists who have not sung even a single song I have liked on Spotify", "when_to_use": "When performing state-modifying operations on third-party services", "category": "failure", "created_time": "2025-11-08 20:34:03", "modified_time": "2025-11-08 20:34:03", "generalized_query": "Modify external service states based on criteria", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "9e6996dcf5bd4fc5bfde7a04d6135a7e", "memory_type": "procedural", "when_to_use": "When accessing protected APIs requires authentication credentials stored in a secure system", "content": "Retrieve stored credentials from a secure source to authenticate API access, then use the API's search functionality with appropriate parameters (like page_limit constraints) to gather data. Filter results using metric-based sorting (e.g., play_count) to identify the target item.", "score": 0, "time_created": "2025-11-08 20:33:26", "time_modified": "2025-11-08 20:33:26", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "What is the title of the least played song by Zoey James on Spotify.", "when_to_use": "When accessing protected APIs requires authentication credentials stored in a secure system", "category": "success", "created_time": "2025-11-08 20:33:26", "modified_time": "2025-11-08 20:33:26", "generalized_query": "Identify the least engaged content item by an artist in a music database", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "a09ad8cc275c48b0b3d61c99b90f33e8", "memory_type": "procedural", "when_to_use": "When handling nested data structures in API responses", "content": "Always validate the presence of nested fields before accessing them to avoid KeyError. Use dot notation or explicit checks for each level of nesting.", "score": 0, "time_created": "2025-11-08 20:34:09", "time_modified": "2025-11-08 20:34:09", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "What is the title of the least played song by Zoey James on Spotify.", "when_to_use": "When handling nested data structures in API responses", "category": "failure", "created_time": "2025-11-08 20:34:09", "modified_time": "2025-11-08 20:34:09", "generalized_query": "Extract specific attributes from nested JSON data structures", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "4967313832284e3fa7d6a5a0ba583da4", "memory_type": "procedural", "when_to_use": "When generating final output from processed data", "content": "Ensure syntactical correctness when constructing output strings, avoiding unquoted text and improper formatting that may cause execution errors.", "score": 0, "time_created": "2025-11-08 20:34:09", "time_modified": "2025-11-08 20:34:09", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "What is the title of the least played song by Zoey James on Spotify.", "when_to_use": "When generating final output from processed data", "category": "failure", "created_time": "2025-11-08 20:34:09", "modified_time": "2025-11-08 20:34:09", "generalized_query": "Present results from data processing tasks", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "522c2a60fa484d189e777fc7f92d0639", "memory_type": "procedural", "when_to_use": "When interacting with music recommendation systems to follow artists based on user preferences", "content": "Successfully parsed Spotify API responses to extract artist IDs from nested structures (e.g., songs → artists → id) and implemented idempotent operations using try-except blocks to handle duplicate follow requests. Key steps included: 1) Verifying API response schema to locate correct data fields, 2) Using error handling to skip redundant actions without requiring additional API methods.", "score": 0, "time_created": "2025-11-08 20:34:05", "time_modified": "2025-11-08 20:34:05", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Follow all the artists who have sung at least one song I have liked on Spotify.", "when_to_use": "When interacting with music recommendation systems to follow artists based on user preferences", "category": "success", "created_time": "2025-11-08 20:34:05", "modified_time": "2025-11-08 20:34:05", "generalized_query": "Follow artists associated with user-preferred content in a music platform", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "ef5629d8f8ac4fa9bb0d21052df1db51", "memory_type": "procedural", "when_to_use": "When processing nested data structures from API responses", "content": "Inspect API response schemas to understand data nesting levels; use iteration/recursive approaches to access multi-level fields rather than direct key access", "score": 0, "time_created": "2025-11-08 20:34:09", "time_modified": "2025-11-08 20:34:09", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Follow all the artists who have sung at least one song I have liked on Spotify.", "when_to_use": "When processing nested data structures from API responses", "category": "failure", "created_time": "2025-11-08 20:34:09", "modified_time": "2025-11-08 20:34:09", "generalized_query": "Extract relationships from hierarchical data structures", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "6bbce6ebdbcf43e89741a87fd3ce21f5", "memory_type": "procedural", "when_to_use": "When submitting results to a task completion interface", "content": "Ensure output formats strictly match expected types (e.g., strings instead of sets/lists) by converting data structures before submission", "score": 0, "time_created": "2025-11-08 20:34:09", "time_modified": "2025-11-08 20:34:09", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Follow all the artists who have sung at least one song I have liked on Spotify.", "when_to_use": "When submitting results to a task completion interface", "category": "failure", "created_time": "2025-11-08 20:34:09", "modified_time": "2025-11-08 20:34:09", "generalized_query": "Format outputs for automated task verification systems", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "3edfd84bbf104863a882cef381656f8b", "memory_type": "procedural", "when_to_use": "When implementing API interactions requiring dynamic data processing and error handling", "content": "The higher-scoring approach demonstrated superior error handling through incremental debugging (e.g., using API docs to resolve KeyError, adding deduplication with sets, and implementing try-except blocks for duplicate follow errors). It systematically addressed API constraints (like requiring artist IDs) and optimized data flow by directly accessing nested JSON structures. The lower-scoring approach failed due to incomplete pagination handling, redundant checks without error mitigation, and improper use of API parameters.", "score": 0, "time_created": "2025-11-08 20:34:04", "time_modified": "2025-11-08 20:34:04", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Follow all the artists who have sung at least one song I have liked on Spotify.", "when_to_use": "When implementing API interactions requiring dynamic data processing and error handling", "category": "comparative", "created_time": "2025-11-08 20:34:04", "modified_time": "2025-11-08 20:34:04", "generalized_query": "Automate following artists based on user's liked music items across a music platform", "utility": 0, "freq": 0}}
{"workspace_id": "appworld_qwen3_8b", "memory_id": "55fafbf9ed9e4408a02fefcf7a902b7d", "memory_type": "procedural", "when_to_use": "When processing paginated API responses for user data retrieval", "content": "Implement robust pagination handling to ensure complete data retrieval. Verify that the API's page_limit and page_index parameters are correctly configured to capture all relevant entries.", "score": 0, "time_created": "2025-11-08 20:34:32", "time_modified": "2025-11-08 20:34:32", "author": "qwen3-8b", "metadata": {"author": "qwen3-8b", "task_query": "Follow all the artists who have sung at least one song I have liked on Spotify.", "when_to_use": "When processing paginated API responses for user data retrieval", "category": "failure", "created_time": "2025-11-08 20:34:32", "modified_time": "2025-11-08 20:34:32", "generalized_query": "Retrieve and process user-generated data from paginated endpoints", "utility": 0, "freq": 0}}
