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https://github.com/catlog22/Claude-Code-Workflow.git
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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.
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catlog22
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.claude/commands/issue/from-brainstorm.md
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.claude/commands/issue/from-brainstorm.md
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---
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name: from-brainstorm
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description: Convert brainstorm session ideas into issue with executable solution for parallel-dev-cycle
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argument-hint: "SESSION=\"<session-id>\" [--idea=<index>] [--auto] [-y|--yes]"
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allowed-tools: TodoWrite(*), Bash(*), Read(*), Write(*), Glob(*), AskUserQuestion(*)
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---
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## Auto Mode
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When `--yes` or `-y`: Auto-select highest-scored idea, skip confirmations, create issue directly.
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# Issue From-Brainstorm Command (/issue:from-brainstorm)
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## Overview
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Bridge command that converts **brainstorm-with-file** session output into executable **issue + solution** for parallel-dev-cycle consumption.
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**Core workflow**: Load Session → Select Idea → Convert to Issue → Generate Solution → Bind & Ready
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**Input sources**:
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- **synthesis.json** - Main brainstorm results with top_ideas
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- **perspectives.json** - Multi-CLI perspectives (creative/pragmatic/systematic)
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- **.brainstorming/** - Synthesis artifacts (clarifications, enhancements from role analyses)
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**Output**:
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- **Issue** (ISS-YYYYMMDD-NNN) - Full context with clarifications
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- **Solution** (SOL-{issue-id}-{uid}) - Structured tasks for parallel-dev-cycle
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## Quick Reference
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```bash
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# Interactive mode - select idea, confirm before creation
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/issue:from-brainstorm SESSION="BS-rate-limiting-2025-01-28"
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# Pre-select idea by index
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/issue:from-brainstorm SESSION="BS-auth-system-2025-01-28" --idea=0
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# Auto mode - select highest scored, no confirmations
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/issue:from-brainstorm SESSION="BS-caching-2025-01-28" --auto -y
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```
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## Arguments
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| Argument | Required | Type | Default | Description |
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|----------|----------|------|---------|-------------|
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| SESSION | Yes | String | - | Session ID or path to `.workflow/.brainstorm/BS-xxx` |
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| --idea | No | Integer | - | Pre-select idea by index (0-based) |
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| --auto | No | Flag | false | Auto-select highest-scored idea |
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| -y, --yes | No | Flag | false | Skip all confirmations |
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## Data Structures
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### Issue Schema (Output)
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```typescript
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interface Issue {
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id: string; // ISS-YYYYMMDD-NNN
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title: string; // From idea.title
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status: 'planned'; // Auto-set after solution binding
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priority: number; // 1-5 (derived from idea.score)
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context: string; // Full description with clarifications
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source: 'brainstorm';
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labels: string[]; // ['brainstorm', perspective, feasibility]
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// Structured fields
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expected_behavior: string; // From key_strengths
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actual_behavior: string; // From main_challenges
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affected_components: string[]; // Extracted from description
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_brainstorm_metadata: {
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session_id: string;
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idea_score: number;
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novelty: number;
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feasibility: string;
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clarifications_count: number;
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};
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}
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```
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### Solution Schema (Output)
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```typescript
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interface Solution {
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id: string; // SOL-{issue-id}-{4-char-uid}
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description: string; // idea.title
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approach: string; // idea.description
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tasks: Task[]; // Generated from idea.next_steps
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analysis: {
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risk: 'low' | 'medium' | 'high';
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impact: 'low' | 'medium' | 'high';
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complexity: 'low' | 'medium' | 'high';
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};
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is_bound: boolean; // true
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created_at: string;
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bound_at: string;
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}
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interface Task {
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id: string; // T1, T2, T3...
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title: string; // Actionable task name
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scope: string; // design|implementation|testing|documentation
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action: string; // Implement|Design|Research|Test|Document
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description: string;
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implementation: string[]; // Step-by-step guide
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acceptance: {
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criteria: string[]; // What defines success
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verification: string[]; // How to verify
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};
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priority: number; // 1-5
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depends_on: string[]; // Task dependencies
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}
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```
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## Execution Flow
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```
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Phase 1: Session Loading
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├─ Validate session path
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├─ Load synthesis.json (required)
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├─ Load perspectives.json (optional - multi-CLI insights)
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├─ Load .brainstorming/** (optional - synthesis artifacts)
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└─ Validate top_ideas array exists
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Phase 2: Idea Selection
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├─ Auto mode: Select highest scored idea
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├─ Pre-selected: Use --idea=N index
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└─ Interactive: Display table, ask user to select
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Phase 3: Enrich Issue Context
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├─ Base: idea.description + key_strengths + main_challenges
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├─ Add: Relevant clarifications (Requirements/Architecture/Feasibility)
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├─ Add: Multi-perspective insights (creative/pragmatic/systematic)
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└─ Add: Session metadata (session_id, completion date, clarification count)
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Phase 4: Create Issue
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├─ Generate issue data with enriched context
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├─ Calculate priority from idea.score (0-10 → 1-5)
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├─ Create via: ccw issue create (heredoc for JSON)
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└─ Returns: ISS-YYYYMMDD-NNN
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Phase 5: Generate Solution Tasks
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├─ T1: Research & Validate (if main_challenges exist)
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├─ T2: Design & Specification (if key_strengths exist)
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├─ T3+: Implementation tasks (from idea.next_steps)
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└─ Each task includes: implementation steps + acceptance criteria
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Phase 6: Bind Solution
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├─ Write solution to .workflow/issues/solutions/{issue-id}.jsonl
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├─ Bind via: ccw issue bind {issue-id} {solution-id}
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├─ Update issue status to 'planned'
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└─ Returns: SOL-{issue-id}-{uid}
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Phase 7: Next Steps
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└─ Offer: Form queue | Convert another idea | View details | Done
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```
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## Context Enrichment Logic
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### Base Context (Always Included)
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- **Description**: `idea.description`
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- **Why This Idea**: `idea.key_strengths[]`
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- **Challenges to Address**: `idea.main_challenges[]`
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- **Implementation Steps**: `idea.next_steps[]`
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### Enhanced Context (If Available)
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**From Synthesis Artifacts** (`.brainstorming/*/analysis*.md`):
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- Extract clarifications matching categories: Requirements, Architecture, Feasibility
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- Format: `**{Category}** ({role}): {question} → {answer}`
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- Limit: Top 3 most relevant
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**From Perspectives** (`perspectives.json`):
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- **Creative**: First insight from `perspectives.creative.insights[0]`
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- **Pragmatic**: First blocker from `perspectives.pragmatic.blockers[0]`
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- **Systematic**: First pattern from `perspectives.systematic.patterns[0]`
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**Session Metadata**:
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- Session ID, Topic, Completion Date
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- Clarifications count (if synthesis artifacts loaded)
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## Task Generation Strategy
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### Task 1: Research & Validation
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**Trigger**: `idea.main_challenges.length > 0`
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- **Title**: "Research & Validate Approach"
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- **Scope**: design
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- **Action**: Research
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- **Implementation**: Investigate blockers, review similar implementations, validate with team
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- **Acceptance**: Blockers documented, feasibility assessed, approach validated
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### Task 2: Design & Specification
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**Trigger**: `idea.key_strengths.length > 0`
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- **Title**: "Design & Create Specification"
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- **Scope**: design
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- **Action**: Design
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- **Implementation**: Create design doc, define success criteria, plan phases
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- **Acceptance**: Design complete, metrics defined, plan outlined
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### Task 3+: Implementation Tasks
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**Trigger**: `idea.next_steps[]`
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- **Title**: From `next_steps[i]` (max 60 chars)
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- **Scope**: Inferred from keywords (test→testing, api→backend, ui→frontend)
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- **Action**: Detected from verbs (implement, create, update, fix, test, document)
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- **Implementation**: Execute step + follow design + write tests
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- **Acceptance**: Step implemented + tests passing + code reviewed
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### Fallback Task
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**Trigger**: No tasks generated from above
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- **Title**: `idea.title`
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- **Scope**: implementation
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- **Action**: Implement
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- **Generic implementation + acceptance criteria**
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## Priority Calculation
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### Issue Priority (1-5)
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```
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idea.score: 0-10
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priority = max(1, min(5, ceil((10 - score) / 2)))
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Examples:
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score 9-10 → priority 1 (critical)
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score 7-8 → priority 2 (high)
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score 5-6 → priority 3 (medium)
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score 3-4 → priority 4 (low)
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score 0-2 → priority 5 (lowest)
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```
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### Task Priority (1-5)
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- Research task: 1 (highest)
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- Design task: 2
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- Implementation tasks: 3 by default, decrement for later tasks
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- Testing/documentation: 4-5
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### Complexity Analysis
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```
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risk: main_challenges.length > 2 ? 'high' : 'medium'
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impact: score >= 8 ? 'high' : score >= 6 ? 'medium' : 'low'
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complexity: main_challenges > 3 OR tasks > 5 ? 'high'
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tasks > 3 ? 'medium' : 'low'
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```
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## CLI Integration
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### Issue Creation
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```bash
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# Uses heredoc to avoid shell escaping
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ccw issue create << 'EOF'
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{
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"title": "...",
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"context": "...",
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"priority": 3,
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"source": "brainstorm",
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"labels": ["brainstorm", "creative", "feasibility-high"],
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...
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}
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EOF
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```
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### Solution Binding
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```bash
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# Append solution to JSONL file
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echo '{"id":"SOL-xxx","tasks":[...]}' >> .workflow/issues/solutions/{issue-id}.jsonl
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# Bind to issue
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ccw issue bind {issue-id} {solution-id}
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# Update status
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ccw issue update {issue-id} --status planned
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```
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## Error Handling
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| Error | Message | Resolution |
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|-------|---------|------------|
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| Session not found | synthesis.json missing | Check session ID, list available sessions |
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| No ideas | top_ideas array empty | Complete brainstorm workflow first |
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| Invalid idea index | Index out of range | Check valid range 0 to N-1 |
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| Issue creation failed | ccw issue create error | Verify CLI endpoint working |
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| Solution binding failed | Bind error | Check issue exists, retry |
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## Examples
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### Interactive Mode
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```bash
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/issue:from-brainstorm SESSION="BS-rate-limiting-2025-01-28"
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# Output:
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# | # | Title | Score | Feasibility |
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# |---|-------|-------|-------------|
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# | 0 | Token Bucket Algorithm | 8.5 | High |
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# | 1 | Sliding Window Counter | 7.2 | Medium |
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# | 2 | Fixed Window | 6.1 | High |
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# User selects: #0
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# Result:
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# ✓ Created issue: ISS-20250128-001
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# ✓ Created solution: SOL-ISS-20250128-001-ab3d
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# ✓ Bound solution to issue
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# → Next: /issue:queue
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```
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### Auto Mode
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```bash
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/issue:from-brainstorm SESSION="BS-caching-2025-01-28" --auto
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# Result:
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# Auto-selected: Redis Cache Layer (Score: 9.2/10)
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# ✓ Created issue: ISS-20250128-002
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# ✓ Solution with 4 tasks
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# → Status: planned
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```
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## Integration Flow
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```
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brainstorm-with-file
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│
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├─ synthesis.json
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├─ perspectives.json
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└─ .brainstorming/** (optional)
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│
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▼
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/issue:from-brainstorm ◄─── This command
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│
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├─ ISS-YYYYMMDD-NNN (enriched issue)
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└─ SOL-{issue-id}-{uid} (structured solution)
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│
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▼
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/issue:queue
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│
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▼
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/parallel-dev-cycle
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│
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▼
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RA → EP → CD → VAS
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```
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## Session Files Reference
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### Input Files
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```
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.workflow/.brainstorm/BS-{slug}-{date}/
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├── synthesis.json # REQUIRED - Top ideas with scores
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├── perspectives.json # OPTIONAL - Multi-CLI insights
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├── brainstorm.md # Reference only
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└── .brainstorming/ # OPTIONAL - Synthesis artifacts
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├── system-architect/
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│ └── analysis.md # Contains clarifications + enhancements
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├── api-designer/
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│ └── analysis.md
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└── ...
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```
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### Output Files
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```
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.workflow/issues/
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├── solutions/
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│ └── ISS-YYYYMMDD-001.jsonl # Created solution (JSONL)
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└── (managed by ccw issue CLI)
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```
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## Related Commands
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- `/workflow:brainstorm-with-file` - Generate brainstorm sessions
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- `/workflow:brainstorm:synthesis` - Add clarifications to brainstorm
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- `/issue:new` - Create issues from GitHub or text
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- `/issue:plan` - Generate solutions via exploration
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- `/issue:queue` - Form execution queue
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- `/issue:execute` - Execute with parallel-dev-cycle
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- `ccw issue status <id>` - View issue
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- `ccw issue solution <id>` - View solution
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Reference in New Issue
Block a user