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34 Commits

Author SHA1 Message Date
catlog22
35bd0aa8f6 feat: Add workflow dashboard template and utility functions 
- Implemented a new HTML template for the workflow dashboard, featuring a responsive design with dark/light theme support, session statistics, and task management UI.
- Created a browser launcher utility to open HTML files in the default browser across platforms.
- Developed file utility functions for safe reading and writing of JSON and text files.
- Added path resolver utilities to validate and resolve file paths, ensuring security against path traversal attacks.
- Introduced UI utilities for displaying styled messages and banners in the console.
 2025-12-04 09:40:12 +08:00
catlog22
c43a72ef46 release: v5.9.8 - Brainstorm workflow improvements and documentation updates 
## Changes
- Simplify analysis output strategy to optional modular structure
- Update synthesis/artifacts documentation to use AskUserQuestion tool
- Add modular output strategy for brainstorm analysis
- Simplify clarification deduplication in lite-plan
- Add "Fix, Don't Hide" section to CLAUDE.md guidelines
- Simplify project.json schema by removing unused fields
- Update session ID format in lite-fix/lite-plan workflows
- Add development index to project JSON schema

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
 2025-12-03 22:45:04 +08:00
catlog22
132eec900c refactor: Replace CLI execution flags with semantic-driven tool selection 
- Remove --cli-execute flag from plan.md, tdd-plan.md, task-generate-agent.md, task-generate-tdd.md
- Remove --use-codex flag from test-gen.md, test-fix-gen.md, test-task-generate.md
- Remove meta.use_codex from task JSON schema in action-planning-agent.md and cli-planning-agent.md
- Add "Semantic CLI Tool Selection" section to action-planning-agent.md
- Document explicit source: metadata.task_description from context-package.json
- Update test-fix-agent.md execution mode documentation
- Update action-plan-verify.md to remove use_codex validation
- Sync SKILL reference copies via analyze_commands.py

CLI tool usage now determined semantically from user's task description
(e.g., "use Codex for implementation") instead of explicit flags.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
 2025-11-29 15:59:01 +08:00
catlog22
57a86ab36f feat: Add parallel explore agents to context-gather workflow 
- context-gather.md: Add Step 2 with complexity assessment (Low/Medium/High)
  and parallel cli-explore-agent execution (1-4 agents based on complexity)
- context-search-agent.md: Add Track 0 for exploration aggregation with
  exploration_results schema including all_patterns and all_integration_points
- conflict-resolution.md: Consume exploration_results for enhanced conflict
  detection with pre-identified conflict indicators
- task-generate-agent.md: Use exploration critical_files for focus_paths
  and all_patterns/all_integration_points for implementation guidance

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
 2025-11-28 23:08:20 +08:00
catlog22
2a11d5f190 refactor: Add tree-style execution flow diagrams to all workflow commands 
Added tree-style execution process diagrams using ASCII art (├─, └─, │) to 34 workflow command files across three directories for improved readability and execution flow clarity.

## Changes by Directory

### workflow/ root (17 files)
- lite-plan.md, lite-execute.md, lite-fix.md
- plan.md, execute.md, replan.md
- status.md, review.md, review-fix.md
- review-session-cycle.md, review-module-cycle.md
- session commands (start, complete, resume, list)
- tdd-plan.md, tdd-verify.md, test-cycle-execute.md, test-gen.md, test-fix-gen.md

### workflow/ui-design/ (10 files)
- layout-extract.md, animation-extract.md, style-extract.md
- generate.md, import-from-code.md, codify-style.md
- imitate-auto.md, explore-auto.md
- reference-page-generator.md, design-sync.md

### workflow/tools/ (8 files)
- conflict-resolution.md, task-generate-agent.md, context-gather.md
- tdd-coverage-analysis.md, task-generate-tdd.md
- test-task-generate.md, test-concept-enhanced.md, test-context-gather.md

## Diagram Features
- Input parsing with flag enumeration
- Decision branching with conditional paths
- Phase/step hierarchy with clear nesting
- Mode detection and validation flows

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
 2025-11-27 16:13:30 +08:00
catlog22
adbb2070bb docs: update action-planning-agent and task-generate-agent documentation to clarify loading strategies and steps 2025-11-24 10:47:37 +08:00
catlog22
3c9cf3a677 docs: enhance action-planning-agent and task-generate-agent documentation with progressive loading strategy and smart artifact selection 2025-11-24 10:36:06 +08:00
catlog22
ff808ed539 docs: update task-generate-agent documentation for clarity on planning document generation and execution phases 2025-11-23 22:57:43 +08:00
catlog22
99a5c75b13 docs: enhance task generation agent documentation with progressive loading strategy and smart artifact selection 2025-11-23 22:44:11 +08:00
catlog22
4bb4bdc124 refactor: migrate agents to path-based context loading 
- Update action-planning-agent and task-generate-agent to load context
  via file paths instead of embedded context packages
- Streamline test-cycle-execute workflow execution
- Remove redundant content from conflict-resolution and context-gather
- Update SKILL.md and tdd-plan documentation
 2025-11-23 22:06:13 +08:00
catlog22
c0c894ced1 feat: enhance action-planning-agent task JSON schema definition 
- Add missing top-level field: context_package_path
- Add missing context fields: parent, inherited, shared_context
- Add meta fields for parallelization: execution_group, context_signature
- Fix status enumeration: pending|active|completed|blocked|container
- Fix meta.type enumeration: distinguish test-gen from test-fix
- Expand meta.agent options: add action-planning-agent, test-fix-agent, universal-executor
- Enhance artifacts structure: add source, usage, contains fields
- Restructure schema presentation into 4 clear sections
- Add practical pre_analysis examples with CLI bash search commands
- Emphasize quantification requirements for requirements/acceptance fields

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
 2025-11-23 19:24:46 +08:00
catlog22
c3818fdb79 Refactor workflow file paths from .workflow/sessions/ to .workflow/active/ for improved session management and consistency across commands. Updated documentation and command references to reflect the new directory structure, ensuring all relevant commands and outputs are correctly aligned with the active session model. 2025-11-20 09:40:58 +08:00
catlog22
89a61acb71 Refactor workflow output paths to use a standardized sessions directory structure 
- Updated output paths in various command files to reflect the new structure: `.workflow/sessions/{session_id}/` instead of `.workflow/{session_id}/`.
- Adjusted documentation and code comments to ensure consistency across all agents and commands.
- Ensured that all references to session-related files are correctly pointing to the new directory format.
 2025-11-19 23:04:10 +08:00
catlog22
19ebb2dc82 fix(workflow): complete path migration and enhance session:complete 
Comprehensive update to eliminate all old path references and implement transactional archival in session:complete.

## Part 1: Complete Path Migration (43 files)

### Files Updated
- action-plan-verify.md
- session/list.md, session/resume.md
- tdd-verify.md, tdd-plan.md, test-*.md
- All brainstorm/*.md files (13 files)
- All tools/*.md files (10 files)
- All ui-design/*.md files (10 files)
- lite-plan.md, lite-execute.md, plan.md

### Path Changes
- `.workflow/.active-*` → `find .workflow/sessions/ -name "WFS-*" -type d`
- `.workflow/WFS-{session}` → `.workflow/sessions/WFS-{session}`
- `.workflow/.archives/` → `.workflow/archives/`
- Removed all marker file operations (touch/rm .active-*)

### Verification
- ✅ 0 references to .active-* markers remain
- ✅ 0 references to direct .workflow/WFS-* paths
- ✅ 0 references to .workflow/.archives/ (dot prefix)

## Part 2: Transactional Archival Enhancement

### session/complete.md - Complete Rewrite

**New Four-Phase Architecture**:

1. **Phase 1: Pre-Archival Preparation**
   - Find active session in .workflow/sessions/
   - Check for existing .archiving marker (resume detection)
   - Create .archiving marker to prevent concurrent operations

2. **Phase 2: Agent Analysis (In-Place)**
   - Agent processes session WHILE STILL in sessions/ directory
   - Pure analysis - no file moves or manifest updates
   - Returns complete metadata package for atomic commit
   - Failure here → session remains active, safe to retry

3. **Phase 3: Atomic Commit**
   - Only executes if Phase 2 succeeds
   - Move session to archives/
   - Update manifest.json
   - Remove .archiving marker
   - All-or-nothing guarantee

4. **Phase 4: Project Registry Update**
   - Extract feature metadata and update project.json

**Key Improvements**:
- **Agent-first, move-second**: Prevents inconsistent states
- **Transactional guarantees**: All-or-nothing file operations
- **Resume capability**: .archiving marker enables safe retry
- **Error recovery**: Comprehensive failure handling documented

**Old Design Flaw (Fixed)**:
- Old: Move first → Agent processes → If agent fails, session moved but metadata incomplete
- New: Agent processes → If success, atomic commit → Guaranteed consistency

## Benefits

1. **Consistency**: All commands use identical path patterns
2. **Robustness**: Transactional archival prevents data loss
3. **Maintainability**: Single source of truth for directory structure
4. **Recoverability**: Failed operations can be safely retried
5. **Alignment**: Closer to OpenSpec's clean three-layer model

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
 2025-11-18 12:39:23 +08:00
catlog22
47667b8360 refactor: streamline task generation workflow architecture 
- Remove 150+ lines of duplicate content from task-generate-agent.md
- Implement reference-based design following Content Uniqueness Rules
- Simplify plan.md to use task-generate-agent exclusively
- Remove --agent parameter (agent mode is now default)
- Improve separation of concerns between command and agent layers

Changes:
- task-generate-agent.md: Replace detailed specs with references to action-planning-agent.md
- plan.md: Remove task-generate command, unify on agent-driven approach

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
 2025-11-08 17:03:18 +08:00
catlog22
915eb396e7 feat: enhance quantification requirements across workflow tools 
Enhanced task generation with mandatory quantification standards to eliminate ambiguity:

- Add Quantification Requirements section to all task generation commands
- Enforce explicit counts and enumerations in requirements, acceptance criteria, and modification points
- Standardize formats: "Implement N items: [list]" vs vague "implement features"
- Include verification commands for measurable acceptance criteria
- Simplify documentation by removing verbose examples while preserving all key information

Changes:
- task-generate.md: Add quantification section, streamline Task JSON schema, remove CLI examples
- task-generate-agent.md: Add quantification rules, improve template selection clarity
- task-generate-tdd.md: Add TDD-specific quantification formats for Red-Green-Refactor phases
- action-planning-agent.md: Add quantification requirements with validation checklist and updated examples

Impact:
- Reduces task documentation from ~900 lines to ~600 lines (33% reduction)
- All requirements now require explicit counts: "5 files", "15 test cases", ">=85% coverage"
- Acceptance criteria must include verification commands
- Modification points must specify exact targets with line numbers

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
 2025-11-08 15:02:07 +08:00
catlog22
1cb83c07e0 feat: 强化任务生成命令，新增量化要求以消除模糊性 2025-11-08 14:39:45 +08:00
catlog22
920b179440 docs: 更新所有命令描述并重新生成索引文件 
- 更新所有69个命令文件的description字段，基于实际功能重新生成详细描述
- 重新生成5个索引文件（all-commands, by-category, by-use-case, essential-commands, command-relationships）
- 移动analyze_commands.py到scripts/目录并完善功能
- 移除临时备份文件

命令描述改进示例：
- workflow:plan: 增加了工具和代理的详细说明（Gemini, action-planning-agent）
- cli:execute: 说明了YOLO权限和多种执行模式
- memory:update-related: 详细说明了批处理策略和工具回退链

索引文件改进：
- usage_scenario从2种扩展到10种（更精细分类）
- command-relationships覆盖所有69个命令
- 区分built-in（内置调用）和sequential（用户顺序执行）关系

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
 2025-11-06 15:11:31 +08:00
catlog22
dd04433079 docs: 在任务生成命令中添加focus_paths路径清晰度准则 
在三个任务生成命令中添加核心准则：
- task-generate.md
- task-generate-tdd.md
- task-generate-agent.md

路径要求：
- 优先使用绝对路径（如 D:\project\src\module）
- 或使用从项目根目录的清晰相对路径（如 ./src/module）
- 避免模糊的相对路径（如 analysis, interfaces）

更新示例JSON展示混合使用两种路径方式

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
 2025-11-05 21:51:58 +08:00
catlog22
692a68da6f Refactor workflow tools and user interaction methods 
- Updated synthesis tool to enhance user interaction with multi-select options and improved question presentation in Chinese.
- Revised conflict resolution tool to allow batch processing of conflicts, increasing the limit from 4 to 10 per round and changing user interaction from AskUserQuestion to text output.
- Added context_package_path to task generation tools for better context management.
- Improved task generation schema to include context_package_path for enhanced context delivery.
- Updated CLI templates to reflect changes in task JSON schema, ensuring context_package_path is included.
 2025-10-25 14:43:55 +08:00
catlog22
7f82d0da86 refactor(conflict-resolution): transform to interactive resolution with in-place modifications 
BREAKING CHANGE: Remove CONFLICT_RESOLUTION.md generation in favor of interactive user confirmation and direct file modifications

Core Changes:
- Replace markdown report generation with structured JSON output for programmatic processing
- Add interactive conflict resolution via AskUserQuestion (max 4 conflicts, 2-4 strategies each)
- Apply modifications directly to guidance-specification.md and role analyses (*.md) using Edit tool
- Update context-package.json with conflict_risk status (resolved/none/low)
- Remove Phase 3 output validation (no file generation needed)

Modified Files:
- conflict-resolution.md: Complete rewrite of agent prompt and execution flow
  - Step 4: JSON output instead of markdown generation
  - Phase 3: User confirmation via AskUserQuestion
  - Phase 4: Apply modifications using Edit tool
  - Success criteria updated for in-place modifications
- plan.md: Update Phase 3 data flow and TodoWrite pattern
  - Data flow now shows "Apply modifications via Edit tool"
  - Todo description changed to "Resolve conflicts and apply fixes"
- task-generate-agent.md: Update conflict resolution context description
  - No longer references CONFLICT_RESOLUTION.md file
  - Notes conflicts resolved in guidance-specification.md and role analyses
- task-generate.md: Comprehensive cleanup of all CONFLICT_RESOLUTION.md references
  - Remove CONFLICT_RESOLUTION.md from artifact catalog
  - Update load_planning_context step to read guidance-specification.md
  - Update task implementation logic_flow
  - Update artifact priority and integration sections
  - Update directory structure documentation

Benefits:
- Seamless workflow: conflicts detected → user confirms → applied automatically
- No intermediate files to manage
- User interaction at decision point (not after-the-fact)
- Resolved conflicts integrated directly into source artifacts
- Clear conflict_risk status tracking in context-package.json

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
 2025-10-24 17:31:19 +08:00
catlog22
da908d8db4 refactor: remove MCP code-index dependency, replace with ripgrep/find 
Replace all mcp__code-index__ calls with native ripgrep and find commands
across workflow and command files for better performance and portability.

Changes:
- Remove 41 mcp__code-index__ function calls from 12 files
- Replace with ripgrep (rg) for content search
- Replace with find for file discovery
- Remove index refresh dependencies (no longer needed)

Modified files:
- workflow/tools: context-gather, test-context-gather, task-generate-agent,
  task-generate, test-task-generate (core workflow tools)
- workflow: review (security scanning)
- memory: load, update-related, docs (memory management)
- cli/mode: plan, bug-index, code-analysis (CLI modes)

Documentation updates:
- Simplify mcp-tool-strategy.md to only Exa usage (5 lines)
- Streamline context-search-strategy.md to 69 lines
- Standardize codebase-retrieval syntax per intelligent-tools-strategy.md

Benefits:
- Faster search with ripgrep (no index overhead)
- Better cross-platform compatibility
- Simpler configuration (fewer MCP dependencies)
- -232 lines of code removed

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
 2025-10-24 15:45:26 +08:00
catlog22
ee7ffdae67 docs: enhance workflow documentation with role analysis and conflict resolution details 2025-10-24 11:56:50 +08:00
catlog22
57fa379e45 Refactor workflow to replace synthesis-specification.md with role analysis documents 
- Updated references in various workflow commands to utilize role analysis documents instead of synthesis-specification.md.
- Modified CLI templates and command references to reflect the new architecture and document structure.
- Introduced conflict-resolution command to analyze and resolve conflicts between implementation plans and existing codebase.
- Deprecated synthesis role template and provided migration guidance for transitioning to the new role analysis approach.
 2025-10-24 11:08:15 +08:00
catlog22
b8935777e7 refactor: enhance prompt generation process with direct output and improved internal analysis 2025-10-18 22:33:29 +08:00
catlog22
1073e43c0b refactor: split task JSON templates and improve CLI mode support 
- Split task-json-schema.txt into two mode-specific templates:
  - task-json-agent-mode.txt: Agent execution (no command field)
  - task-json-cli-mode.txt: CLI execution (with command field)
- Update task-generate.md:
  - Remove outdated Codex resume mechanism description
  - Add clear execution mode examples (Agent/CLI)
  - Simplify CLI Execute Mode Details section
- Update task-generate-agent.md:
  - Add --cli-execute flag support
  - Command selects template path before invoking agent
  - Agent receives template path and reads it (not content)
  - Clarify responsibility: Command decides, Agent executes
- Improve architecture:
  - Clear separation: Command layer (template selection) vs Agent layer (content generation)
  - Template selection based on flag, not agent logic
  - Agent simplicity: receives path, reads template, generates content

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
 2025-10-18 20:44:46 +08:00
catlog22
393b2f480f Refactor task generation and implementation plan templates 
- Updated task JSON schema to enhance structure and artifact integration.
- Simplified agent mode execution by omitting command fields in implementation steps.
- Introduced CLI execute mode with detailed command specifications for complex tasks.
- Added comprehensive IMPL_PLAN.md template with structured sections for project analysis, context, and execution strategy.
- Enhanced documentation for artifact usage and priority guidelines.
- Improved flow control definitions for task execution and context loading.
 2025-10-18 20:26:58 +08:00
catlog22
58153ecb83 Refactor implementation approach structure across task generation files 
- Updated implementation_approach in task-generate-tdd.md to use an array format with detailed steps for minimal code implementation and iterative testing.
- Enhanced task-generate.md to support CLI execution mode with Codex, including examples for task execution and session management.
- Modified test-task-generate.md to incorporate CLI execution mode, allowing Codex to autonomously generate tests and execute iterative test-fix cycles.
- Revised task-core.md and workflow-architecture.md to adopt a step-based implementation approach, improving clarity and dependency management in task execution.
- Improved documentation in workflow-architecture.md to clarify flow control structure and variable referencing.
 2025-10-12 14:09:47 +08:00
catlog22
75ec70ad23 更新 generate.md 和 layout-extract.md 文档：添加对参考图像的自动检测和使用说明 2025-10-12 10:11:08 +08:00
catlog22
bd9278bb02 feat: enhance workflow with CCW-aware IMPL_PLAN.md templates 
- Add concept-verify and action-plan-verify quality gate commands
- Enhance IMPL_PLAN.md with CCW Workflow Context section
- Add Artifact Usage Strategy for clear CCW artifact hierarchy
- Update frontmatter with context_package, verification_history, phase_progression
- Synchronize enhancements across task-generate, task-generate-agent, task-generate-tdd
- Update synthesis, plan, and tdd-plan commands with verification guidance

Makes CCW's multi-phase workflow and intelligent context gathering visible in generated documentation.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
 2025-10-07 20:58:11 +08:00
catlog22
e90c9baa13 refactor: Optimize document passing strategy in workflow 
- **concept-enhanced**: Add explicit priority for source documents
  - PRIMARY: role analysis.md files (complete technical details, ADRs)
  - SECONDARY: synthesis-specification.md (integrated requirements)
  - Framework: topic-framework.md (discussion context)

- **task-generate**: Enhanced artifacts array with usage guidance
  - Add 'usage' field for each artifact type
  - Support dynamic role discovery
  - Reorder priority: synthesis (highest) → role_analysis (high) → framework (low)

- **pre_analysis**: Add explicit artifact loading instructions
  - Note when to consult role analysis (API schemas, caching configs, design tokens)
  - Load system-architect, ui-designer, product-manager analyses

- **implementation_approach**: Add clear priority instructions
  - Primary: Use synthesis-specification.md for requirements
  - Secondary: Refer to artifacts[] for technical details
  - Update logic_flow to include "Consult artifacts when needed"

- **gitignore**: Add .workflow directory to ignore list

🎯 Result: Balanced strategy - 100% fidelity in analysis phase, 78% token efficiency in planning phase, hybrid approach in execution phase

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
 2025-10-04 12:44:07 +08:00
catlog22
b945e2de55 docs: Enhance target_files documentation and fix cross-platform command compatibility 
## Target Files Enhancement
- Add support for new file creation in target_files format
- Update task-generate.md with comprehensive target_files generation guide
- Update concept-enhanced.md to output code modification targets
- Add examples showing both modification (file:function:lines) and creation (file) formats

## Cross-Platform Command Fixes
- Replace ls with find commands for better Windows Git Bash compatibility
- Update workflow commands: execute.md, status.md, review.md
- Update session commands: list.md, complete.md
- Add Bash environment guidelines to context-search-strategy.md
- Document forbidden Windows commands (findstr, dir, where, etc.)

## Files Updated
- Core workflows: workflow-architecture.md, task-core.md
- Command docs: 9 workflow command files
- Agent docs: action-planning-agent.md, task-generate-agent.md
- Strategy docs: context-search-strategy.md

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
 2025-10-02 22:40:37 +08:00
catlog22
0625c66bce feat: Simplify agent architecture with test-fix workflow (v3.2.0) 
Major architectural improvements:
- Simplify from 3 agents to 2 core agents
- Adopt "Tests Are the Review" philosophy
- Enhance test-gen as 4-phase orchestrator
- Simplify review.md following update-memory pattern

Agent Changes:
- NEW: @test-fix-agent - Execute tests, diagnose failures, fix code
- ENHANCED: @code-developer - Now writes implementation + tests together
- REMOVED: @code-review-agent, @code-review-test-agent

Task Type Updates:
- "test" → "test-gen" (generate tests)
- NEW: "test-fix" (execute and fix tests)

Workflow Improvements:
- test-gen.md: 4-phase orchestrator (context-gather → concept-enhanced → task-generate → execute)
- review.md: Simplified to optional specialized reviews (security, architecture, quality, action-items)
- All 16 files updated with new agent references

See CHANGELOG.md for full details.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
 2025-10-02 12:26:35 +08:00
catlog22
04876c80bd feat: Add task-generate-agent and task-generate commands for autonomous task generation and manual task creation 
- Implemented task-generate-agent for autonomous task generation using action-planning-agent with discovery and output phases.
- Introduced task-generate command to generate task JSON files and IMPL_PLAN.md from analysis results with automatic artifact detection and integration.
- Enhanced documentation for both commands, detailing execution lifecycle, phases, and output structures.
- Established clear integration points and error handling for improved user experience.
 2025-09-30 10:10:34 +08:00