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- 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.
12 KiB
12 KiB
name, description, argument-hint, allowed-tools
| name | description | argument-hint | allowed-tools |
|---|---|---|---|
| from-brainstorm | Convert brainstorm session ideas into issue with executable solution for parallel-dev-cycle | SESSION="<session-id>" [--idea=<index>] [--auto] [-y|--yes] | 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
# 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)
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)
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
# Uses heredoc to avoid shell escaping
ccw issue create << 'EOF'
{
"title": "...",
"context": "...",
"priority": 3,
"source": "brainstorm",
"labels": ["brainstorm", "creative", "feasibility-high"],
...
}
EOF
Solution Binding
# 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
/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
/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-cycleccw issue status <id>- View issueccw issue solution <id>- View solution