Files
Claude-Code-Workflow/.claude/commands/issue/from-brainstorm.md
catlog22 ed0255b8a2 Add skill tuning diagnosis report for skill-generator
- Introduced a new JSON file `skill-tuning-diagnosis.json` containing a comprehensive diagnosis of the skill-generator.
- Documented critical issues related to context management and data flow, including:
  - Full state serialization leading to unbounded context growth.
  - Scattered state writing without a unified schema.
  - Lack of input state schema validation in autonomous orchestrators.
- Provided detailed descriptions, impacts, root causes, and fix strategies for each identified issue.
- Summarized recommendations with priority levels for urgent fixes.
2026-01-28 22:00:20 +08:00

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Markdown

---
name: from-brainstorm
description: Convert brainstorm session ideas into issue with executable solution for parallel-dev-cycle
argument-hint: "SESSION=\"<session-id>\" [--idea=<index>] [--auto] [-y|--yes]"
allowed-tools: TodoWrite(*), Bash(*), Read(*), Write(*), Glob(*), AskUserQuestion(*)
---
## Auto Mode
When `--yes` or `-y`: Auto-select highest-scored idea, skip confirmations, create issue directly.
# Issue From-Brainstorm Command (/issue:from-brainstorm)
## Overview
Bridge command that converts **brainstorm-with-file** session output into executable **issue + solution** for parallel-dev-cycle consumption.
**Core workflow**: Load Session → Select Idea → Convert to Issue → Generate Solution → Bind & Ready
**Input sources**:
- **synthesis.json** - Main brainstorm results with top_ideas
- **perspectives.json** - Multi-CLI perspectives (creative/pragmatic/systematic)
- **.brainstorming/** - Synthesis artifacts (clarifications, enhancements from role analyses)
**Output**:
- **Issue** (ISS-YYYYMMDD-NNN) - Full context with clarifications
- **Solution** (SOL-{issue-id}-{uid}) - Structured tasks for parallel-dev-cycle
## Quick Reference
```bash
# Interactive mode - select idea, confirm before creation
/issue:from-brainstorm SESSION="BS-rate-limiting-2025-01-28"
# Pre-select idea by index
/issue:from-brainstorm SESSION="BS-auth-system-2025-01-28" --idea=0
# Auto mode - select highest scored, no confirmations
/issue:from-brainstorm SESSION="BS-caching-2025-01-28" --auto -y
```
## Arguments
| Argument | Required | Type | Default | Description |
|----------|----------|------|---------|-------------|
| SESSION | Yes | String | - | Session ID or path to `.workflow/.brainstorm/BS-xxx` |
| --idea | No | Integer | - | Pre-select idea by index (0-based) |
| --auto | No | Flag | false | Auto-select highest-scored idea |
| -y, --yes | No | Flag | false | Skip all confirmations |
## Data Structures
### Issue Schema (Output)
```typescript
interface Issue {
id: string; // ISS-YYYYMMDD-NNN
title: string; // From idea.title
status: 'planned'; // Auto-set after solution binding
priority: number; // 1-5 (derived from idea.score)
context: string; // Full description with clarifications
source: 'brainstorm';
labels: string[]; // ['brainstorm', perspective, feasibility]
// Structured fields
expected_behavior: string; // From key_strengths
actual_behavior: string; // From main_challenges
affected_components: string[]; // Extracted from description
_brainstorm_metadata: {
session_id: string;
idea_score: number;
novelty: number;
feasibility: string;
clarifications_count: number;
};
}
```
### Solution Schema (Output)
```typescript
interface Solution {
id: string; // SOL-{issue-id}-{4-char-uid}
description: string; // idea.title
approach: string; // idea.description
tasks: Task[]; // Generated from idea.next_steps
analysis: {
risk: 'low' | 'medium' | 'high';
impact: 'low' | 'medium' | 'high';
complexity: 'low' | 'medium' | 'high';
};
is_bound: boolean; // true
created_at: string;
bound_at: string;
}
interface Task {
id: string; // T1, T2, T3...
title: string; // Actionable task name
scope: string; // design|implementation|testing|documentation
action: string; // Implement|Design|Research|Test|Document
description: string;
implementation: string[]; // Step-by-step guide
acceptance: {
criteria: string[]; // What defines success
verification: string[]; // How to verify
};
priority: number; // 1-5
depends_on: string[]; // Task dependencies
}
```
## Execution Flow
```
Phase 1: Session Loading
├─ Validate session path
├─ Load synthesis.json (required)
├─ Load perspectives.json (optional - multi-CLI insights)
├─ Load .brainstorming/** (optional - synthesis artifacts)
└─ Validate top_ideas array exists
Phase 2: Idea Selection
├─ Auto mode: Select highest scored idea
├─ Pre-selected: Use --idea=N index
└─ Interactive: Display table, ask user to select
Phase 3: Enrich Issue Context
├─ Base: idea.description + key_strengths + main_challenges
├─ Add: Relevant clarifications (Requirements/Architecture/Feasibility)
├─ Add: Multi-perspective insights (creative/pragmatic/systematic)
└─ Add: Session metadata (session_id, completion date, clarification count)
Phase 4: Create Issue
├─ Generate issue data with enriched context
├─ Calculate priority from idea.score (0-10 → 1-5)
├─ Create via: ccw issue create (heredoc for JSON)
└─ Returns: ISS-YYYYMMDD-NNN
Phase 5: Generate Solution Tasks
├─ T1: Research & Validate (if main_challenges exist)
├─ T2: Design & Specification (if key_strengths exist)
├─ T3+: Implementation tasks (from idea.next_steps)
└─ Each task includes: implementation steps + acceptance criteria
Phase 6: Bind Solution
├─ Write solution to .workflow/issues/solutions/{issue-id}.jsonl
├─ Bind via: ccw issue bind {issue-id} {solution-id}
├─ Update issue status to 'planned'
└─ Returns: SOL-{issue-id}-{uid}
Phase 7: Next Steps
└─ Offer: Form queue | Convert another idea | View details | Done
```
## Context Enrichment Logic
### Base Context (Always Included)
- **Description**: `idea.description`
- **Why This Idea**: `idea.key_strengths[]`
- **Challenges to Address**: `idea.main_challenges[]`
- **Implementation Steps**: `idea.next_steps[]`
### Enhanced Context (If Available)
**From Synthesis Artifacts** (`.brainstorming/*/analysis*.md`):
- Extract clarifications matching categories: Requirements, Architecture, Feasibility
- Format: `**{Category}** ({role}): {question} → {answer}`
- Limit: Top 3 most relevant
**From Perspectives** (`perspectives.json`):
- **Creative**: First insight from `perspectives.creative.insights[0]`
- **Pragmatic**: First blocker from `perspectives.pragmatic.blockers[0]`
- **Systematic**: First pattern from `perspectives.systematic.patterns[0]`
**Session Metadata**:
- Session ID, Topic, Completion Date
- Clarifications count (if synthesis artifacts loaded)
## Task Generation Strategy
### Task 1: Research & Validation
**Trigger**: `idea.main_challenges.length > 0`
- **Title**: "Research & Validate Approach"
- **Scope**: design
- **Action**: Research
- **Implementation**: Investigate blockers, review similar implementations, validate with team
- **Acceptance**: Blockers documented, feasibility assessed, approach validated
### Task 2: Design & Specification
**Trigger**: `idea.key_strengths.length > 0`
- **Title**: "Design & Create Specification"
- **Scope**: design
- **Action**: Design
- **Implementation**: Create design doc, define success criteria, plan phases
- **Acceptance**: Design complete, metrics defined, plan outlined
### Task 3+: Implementation Tasks
**Trigger**: `idea.next_steps[]`
- **Title**: From `next_steps[i]` (max 60 chars)
- **Scope**: Inferred from keywords (test→testing, api→backend, ui→frontend)
- **Action**: Detected from verbs (implement, create, update, fix, test, document)
- **Implementation**: Execute step + follow design + write tests
- **Acceptance**: Step implemented + tests passing + code reviewed
### Fallback Task
**Trigger**: No tasks generated from above
- **Title**: `idea.title`
- **Scope**: implementation
- **Action**: Implement
- **Generic implementation + acceptance criteria**
## Priority Calculation
### Issue Priority (1-5)
```
idea.score: 0-10
priority = max(1, min(5, ceil((10 - score) / 2)))
Examples:
score 9-10 → priority 1 (critical)
score 7-8 → priority 2 (high)
score 5-6 → priority 3 (medium)
score 3-4 → priority 4 (low)
score 0-2 → priority 5 (lowest)
```
### Task Priority (1-5)
- Research task: 1 (highest)
- Design task: 2
- Implementation tasks: 3 by default, decrement for later tasks
- Testing/documentation: 4-5
### Complexity Analysis
```
risk: main_challenges.length > 2 ? 'high' : 'medium'
impact: score >= 8 ? 'high' : score >= 6 ? 'medium' : 'low'
complexity: main_challenges > 3 OR tasks > 5 ? 'high'
tasks > 3 ? 'medium' : 'low'
```
## CLI Integration
### Issue Creation
```bash
# Uses heredoc to avoid shell escaping
ccw issue create << 'EOF'
{
"title": "...",
"context": "...",
"priority": 3,
"source": "brainstorm",
"labels": ["brainstorm", "creative", "feasibility-high"],
...
}
EOF
```
### Solution Binding
```bash
# Append solution to JSONL file
echo '{"id":"SOL-xxx","tasks":[...]}' >> .workflow/issues/solutions/{issue-id}.jsonl
# Bind to issue
ccw issue bind {issue-id} {solution-id}
# Update status
ccw issue update {issue-id} --status planned
```
## Error Handling
| Error | Message | Resolution |
|-------|---------|------------|
| Session not found | synthesis.json missing | Check session ID, list available sessions |
| No ideas | top_ideas array empty | Complete brainstorm workflow first |
| Invalid idea index | Index out of range | Check valid range 0 to N-1 |
| Issue creation failed | ccw issue create error | Verify CLI endpoint working |
| Solution binding failed | Bind error | Check issue exists, retry |
## Examples
### Interactive Mode
```bash
/issue:from-brainstorm SESSION="BS-rate-limiting-2025-01-28"
# Output:
# | # | Title | Score | Feasibility |
# |---|-------|-------|-------------|
# | 0 | Token Bucket Algorithm | 8.5 | High |
# | 1 | Sliding Window Counter | 7.2 | Medium |
# | 2 | Fixed Window | 6.1 | High |
# User selects: #0
# Result:
# ✓ Created issue: ISS-20250128-001
# ✓ Created solution: SOL-ISS-20250128-001-ab3d
# ✓ Bound solution to issue
# → Next: /issue:queue
```
### Auto Mode
```bash
/issue:from-brainstorm SESSION="BS-caching-2025-01-28" --auto
# Result:
# Auto-selected: Redis Cache Layer (Score: 9.2/10)
# ✓ Created issue: ISS-20250128-002
# ✓ Solution with 4 tasks
# → Status: planned
```
## Integration Flow
```
brainstorm-with-file
├─ synthesis.json
├─ perspectives.json
└─ .brainstorming/** (optional)
/issue:from-brainstorm ◄─── This command
├─ ISS-YYYYMMDD-NNN (enriched issue)
└─ SOL-{issue-id}-{uid} (structured solution)
/issue:queue
/parallel-dev-cycle
RA → EP → CD → VAS
```
## Session Files Reference
### Input Files
```
.workflow/.brainstorm/BS-{slug}-{date}/
├── synthesis.json # REQUIRED - Top ideas with scores
├── perspectives.json # OPTIONAL - Multi-CLI insights
├── brainstorm.md # Reference only
└── .brainstorming/ # OPTIONAL - Synthesis artifacts
├── system-architect/
│ └── analysis.md # Contains clarifications + enhancements
├── api-designer/
│ └── analysis.md
└── ...
```
### Output Files
```
.workflow/issues/
├── solutions/
│ └── ISS-YYYYMMDD-001.jsonl # Created solution (JSONL)
└── (managed by ccw issue CLI)
```
## Related Commands
- `/workflow:brainstorm-with-file` - Generate brainstorm sessions
- `/workflow:brainstorm:synthesis` - Add clarifications to brainstorm
- `/issue:new` - Create issues from GitHub or text
- `/issue:plan` - Generate solutions via exploration
- `/issue:queue` - Form execution queue
- `/issue:execute` - Execute with parallel-dev-cycle
- `ccw issue status <id>` - View issue
- `ccw issue solution <id>` - View solution