story-pipeline

# Story Generation Pipeline Skill

## Features

This skill implements a complete story generation pipeline:

1. **Continuous Episode Generation** - Automatically generates next episode based on previous content
2. **Graph Management** - Storage and querying of character, scene, and hook relationships
3. **Dual Confirmation Control** - AI quality check followed by human confirmation
4. **State Persistence** - Supports pause, resume, and multiple parallel stories

---

## Core Workflow

```
┌──────────────┐    ┌──────────────┐    ┌──────────────┐    ┌──────────────────┐
│ Generate Ep N│ -> │ AI Review    │ -> │ Graph Storage│ -> │ Wait Human Confirm│
└──────────────┘    └──────────────┘    └──────────────┘    └──────────────────┘
       │                   │                   │                      │
       ▼                   ▼                   ▼                      ▼
  Query Graph         Pass/Retry        Store Relations        Continue/Modify/End
```

---

## Usage

### Start New Pipeline

```
User: Start a new story pipeline, theme: Chinese girl comeback, target episodes: 10
```

### Continue Pipeline

```
User: Continue story pipeline [pipeline_id]
```

### User Confirmation Actions

```
User: Approved, continue to next episode
User: Modify: [specific feedback]
User: Pause
User: End
```

---

## Dual Confirmation Control Mechanism

### Layer 1: AI Quality Check

After each episode is generated, AI automatically checks:

| Check Item | Description |
|------------|-------------|
| Plot Coherence | Natural connection with previous episode |
| Character Consistency | Character behavior matches established traits |
| Hook Handling | Reasonable addition/closure of hooks |
| Pacing Control | Appropriate plot progression speed |
| Emotional Curve | Reasonable emotional ups and downs |

**Scoring Standard:** 0-10 points, below 7 triggers retry (max 3 times)

### Layer 2: Human Confirmation

After AI review passes, display preview and wait for user confirmation:

```
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