This commit resolves several issues with the task expansion system to ensure higher quality subtasks and better synchronization: 1. Task File Generation - Add automatic regeneration of task files after expanding tasks - Ensure individual task text files stay in sync with tasks.json - Avoids manual regeneration steps after task expansion 2. Perplexity API Integration - Fix 'researchPrompt is not defined' error in Perplexity integration - Add specialized research-oriented prompt template - Improve system message for better context and instruction - Better fallback to Claude when Perplexity unavailable 3. Subtask Parsing Improvements - Enhance regex pattern to handle more formatting variations - Implement multiple parsing strategies for different response formats: * Improved section detection with flexible headings * Added support for numbered and bulleted lists * Implemented heuristic-based title and description extraction - Create more meaningful dummy subtasks with relevant titles and descriptions instead of generic placeholders - Ensure minimal descriptions are always provided 4. Quality Verification and Retry System - Add post-expansion verification to identify low-quality subtask sets - Detect tasks with too many generic/placeholder subtasks - Implement interactive retry mechanism with enhanced prompts - Use adjusted settings for retries (research mode, subtask count) - Clear existing subtasks before retry to prevent duplicates - Provide detailed reporting of verification and retry process These changes significantly improve the quality of generated subtasks and reduce the need for manual intervention when subtask generation produces suboptimal results.
171 lines
10 KiB
JSON
171 lines
10 KiB
JSON
{
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"meta": {
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"generatedAt": "2025-03-21T20:01:53.007Z",
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"tasksAnalyzed": 20,
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"thresholdScore": 5,
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"projectName": "Your Project Name",
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"usedResearch": true
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},
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"complexityAnalysis": [
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{
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"taskId": 1,
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"taskTitle": "Implement Task Data Structure",
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"complexityScore": 8,
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"recommendedSubtasks": 5,
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"expansionPrompt": "Break down the task of creating the tasks.json structure into subtasks focusing on schema design, model creation, validation, file operations, and error handling.",
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"reasoning": "This task involves multiple critical components including schema design, model creation, and file operations, each requiring detailed attention and validation."
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},
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{
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"taskId": 2,
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"taskTitle": "Develop Command Line Interface Foundation",
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"complexityScore": 7,
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"recommendedSubtasks": 5,
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"expansionPrompt": "Divide the CLI development into subtasks such as command parsing, help documentation, console output, logging system, and global options handling.",
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"reasoning": "Creating a CLI involves several distinct functionalities that need to be implemented and integrated, each contributing to the overall complexity."
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},
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{
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"taskId": 3,
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"taskTitle": "Implement Basic Task Operations",
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"complexityScore": 9,
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"recommendedSubtasks": 6,
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"expansionPrompt": "Break down the task operations into subtasks including listing, creating, updating, deleting, status changes, dependency management, and priority handling.",
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"reasoning": "This task requires implementing a wide range of operations, each with its own logic and dependencies, increasing the complexity."
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},
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{
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"taskId": 4,
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"taskTitle": "Create Task File Generation System",
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"complexityScore": 7,
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"recommendedSubtasks": 5,
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"expansionPrompt": "Divide the file generation system into subtasks such as template creation, file generation, synchronization, file naming, and update handling.",
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"reasoning": "The task involves creating a system that generates and synchronizes files, requiring careful handling of templates and updates."
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},
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{
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"taskId": 5,
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"taskTitle": "Integrate Anthropic Claude API",
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"complexityScore": 8,
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"recommendedSubtasks": 6,
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"expansionPrompt": "Break down the API integration into subtasks including authentication, prompt templates, response handling, error management, token tracking, and model configuration.",
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"reasoning": "Integrating an external API involves multiple steps from authentication to response handling, each adding to the complexity."
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},
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{
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"taskId": 6,
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"taskTitle": "Build PRD Parsing System",
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"complexityScore": 9,
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"recommendedSubtasks": 6,
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"expansionPrompt": "Divide the PRD parsing system into subtasks such as file reading, prompt engineering, task conversion, dependency inference, priority assignment, and chunking.",
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"reasoning": "Parsing PRDs and converting them into tasks requires handling various complexities including dependency inference and priority assignment."
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},
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{
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"taskId": 7,
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"taskTitle": "Implement Task Expansion with Claude",
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"complexityScore": 7,
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"recommendedSubtasks": 5,
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"expansionPrompt": "Break down the task expansion into subtasks including prompt creation, workflow implementation, context-aware expansion, relationship management, subtask specification, and regeneration.",
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"reasoning": "Expanding tasks into subtasks using AI involves creating prompts and managing relationships, adding to the complexity."
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},
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{
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"taskId": 8,
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"taskTitle": "Develop Implementation Drift Handling",
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"complexityScore": 8,
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"recommendedSubtasks": 5,
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"expansionPrompt": "Divide the drift handling into subtasks including task updates, rewriting, dependency chain updates, completed work preservation, and update analysis.",
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"reasoning": "Handling implementation drift requires updating tasks and dependencies while preserving completed work, increasing complexity."
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},
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{
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"taskId": 9,
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"taskTitle": "Integrate Perplexity API",
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"complexityScore": 7,
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"recommendedSubtasks": 5,
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"expansionPrompt": "Break down the API integration into subtasks including authentication, prompt templates, response handling, fallback logic, quality comparison, and model selection.",
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"reasoning": "Integrating another external API involves similar complexities as the Claude API integration, including authentication and response handling."
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},
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{
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"taskId": 10,
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"taskTitle": "Create Research-Backed Subtask Generation",
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"complexityScore": 8,
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"recommendedSubtasks": 6,
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"expansionPrompt": "Divide the research-backed generation into subtasks including prompt creation, context enrichment, domain knowledge incorporation, detailed generation, and reference inclusion.",
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"reasoning": "Enhancing subtask generation with research requires handling domain-specific knowledge and context enrichment, adding complexity."
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},
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{
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"taskId": 11,
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"taskTitle": "Implement Batch Operations",
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"complexityScore": 7,
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"recommendedSubtasks": 5,
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"expansionPrompt": "Break down the batch operations into subtasks including status updates, subtask generation, task filtering, dependency management, prioritization, and command creation.",
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"reasoning": "Implementing batch operations involves handling multiple tasks simultaneously, each with its own set of operations."
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},
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{
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"taskId": 12,
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"taskTitle": "Develop Project Initialization System",
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"complexityScore": 8,
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"recommendedSubtasks": 6,
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"expansionPrompt": "Divide the project initialization into subtasks including templating, setup wizard, environment configuration, directory structure, example tasks, and default configuration.",
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"reasoning": "Creating a project initialization system involves setting up multiple components and configurations, increasing complexity."
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},
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{
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"taskId": 13,
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"taskTitle": "Create Cursor Rules Implementation",
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"complexityScore": 7,
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"recommendedSubtasks": 5,
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"expansionPrompt": "Break down the Cursor rules implementation into subtasks including documentation creation, rule implementation, directory setup, and integration documentation.",
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"reasoning": "Implementing Cursor rules involves creating documentation and setting up directory structures, adding to the complexity."
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},
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{
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"taskId": 14,
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"taskTitle": "Develop Agent Workflow Guidelines",
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"complexityScore": 7,
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"recommendedSubtasks": 5,
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"expansionPrompt": "Divide the agent workflow guidelines into subtasks including task discovery, selection, implementation, verification, prioritization, and dependency handling.",
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"reasoning": "Creating guidelines for AI agents involves defining workflows and handling dependencies, increasing complexity."
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},
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{
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"taskId": 15,
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"taskTitle": "Implement Agent Command Integration",
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"complexityScore": 8,
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"recommendedSubtasks": 6,
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"expansionPrompt": "Break down the agent command integration into subtasks including command syntax, example interactions, response patterns, context management, special flags, and output interpretation.",
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"reasoning": "Integrating commands for AI agents involves handling syntax, responses, and context, adding to the complexity."
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},
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{
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"taskId": 16,
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"taskTitle": "Create Configuration Management System",
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"complexityScore": 8,
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"recommendedSubtasks": 6,
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"expansionPrompt": "Divide the configuration management into subtasks including environment handling, .env support, validation, defaults, template creation, documentation, and API key security.",
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"reasoning": "Implementing a robust configuration system involves handling environment variables, validation, and security, increasing complexity."
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},
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{
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"taskId": 17,
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"taskTitle": "Implement Comprehensive Logging System",
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"complexityScore": 7,
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"recommendedSubtasks": 5,
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"expansionPrompt": "Break down the logging system into subtasks including log levels, output destinations, command logging, API logging, error tracking, metrics, and file rotation.",
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"reasoning": "Creating a logging system involves implementing multiple log levels and destinations, adding to the complexity."
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},
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{
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"taskId": 18,
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"taskTitle": "Create Comprehensive User Documentation",
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"complexityScore": 8,
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"recommendedSubtasks": 6,
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"expansionPrompt": "Divide the user documentation into subtasks including README creation, command reference, configuration guide, examples, troubleshooting, API documentation, and best practices.",
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"reasoning": "Developing comprehensive documentation involves covering multiple aspects of the system, increasing complexity."
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},
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{
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"taskId": 19,
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"taskTitle": "Implement Error Handling and Recovery",
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"complexityScore": 8,
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"recommendedSubtasks": 6,
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"expansionPrompt": "Break down the implementation of error handling and recovery into 6 subtasks, focusing on different aspects like message formatting, API handling, file system recovery, data validation, command errors, and system state recovery. For each subtask, specify the key components to implement and any specific techniques or best practices to consider.",
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"reasoning": "High complexity due to system-wide implementation, multiple error types, and recovery mechanisms. Requires careful design and integration across various system components."
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},
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{
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"taskId": 20,
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"taskTitle": "Create Token Usage Tracking and Cost Management",
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"complexityScore": 7,
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"recommendedSubtasks": 5,
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"expansionPrompt": "Divide the token usage tracking and cost management system into 5 subtasks, covering usage tracking implementation, limit configuration, reporting and cost estimation, caching and optimization, and alert system development. For each subtask, outline the main features to implement and any key considerations for effective integration with the existing system.",
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"reasoning": "Moderate to high complexity due to the need for accurate tracking, optimization strategies, and integration with existing API systems. Involves both data processing and user-facing features."
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}
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]
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} |