Lecture 18: Multi-Platform Skill Adaptation and Migration

Master Skill adaptation and migration techniques between multiple platforms, achieve "develop once, deploy everywhere", maximize Skill reuse value.

1. Why Multi-Platform Adaptation?

1.1 Challenges from Platform Differences

Different AI platforms have their own characteristics and limitations:

Platform	Advantages	Limitations	Applicable Scenarios
Coze	Complete ecosystem, rich plugins	Needs scientific internet	Overseas users, complex functions
OpenClaw	Stable domestic access	Relatively new ecosystem	Domestic users, quick launch
Feishu CLI	High enterprise integration	Depends on Feishu ecosystem	Enterprise office scenarios

1.2 Value of Multi-Platform Deployment

Cover wider users: Different users habitually use different platforms
Diversify risks: Avoid impact from single platform policy changes
Complement functions: Utilize each platform's advantages for best results
Brand exposure: Multi-platform display increases Skill visibility

2. Platform Difference Analysis

2.1 Core Difference Comparison

┌─────────────────────────────────────────────────────────────┐
│                    Platform Difference Matrix                          │
├──────────┬──────────┬──────────┬──────────┬────────────────┤
│ Dimension│   Coze   │ OpenClaw │Feishu CLI│    Strategy     │
├──────────┼──────────┼──────────┼──────────┼────────────────┤
│Dev Language│Plugin+LLM│ Python   │ Python   │ Abstract core logic│
│Deploy Method│  Cloud   │Cloud/Local│Feishu Server│Adaptation layer│
│Data Storage│ Variables│ Database │Feishu Storage│Unified storage interface│
│Trigger Method│Dialog trigger│API/Schedule│Command/Event│Unified entry design│
│Permission │Platform control│Self control│Feishu permissions│Permission abstraction layer│
│File Processing│Plugin support│Local files│Cloud documents│File adapter│
└──────────┴──────────┴──────────┴──────────┴────────────────┘

2.2 Function Support Differences

Coze-specific functions:

Rich official plugin marketplace
Multi-modal interaction (images, voice)
Workflow orchestration
Knowledge knowledge base

OpenClaw-specific functions:

Flexible code execution environment
Local deployment capability
Scheduled task support
Custom API interfaces

Feishu CLI-specific functions:

Deep Feishu ecosystem integration
Group chat bot capability
Approval, schedule and other office functions
Enterprise permission system

3. Adaptation Architecture Design

3.1 Layered Architecture

┌─────────────────────────────────────────────────────────────┐
│                      Platform Adaptation Layer                          │
│  ┌─────────┐  ┌─────────┐  ┌─────────┐                     │
│  │  Coze   │  │OpenClaw │  │Feishu CLI│                     │
│  │ Adapter │  │ Adapter │  │ Adapter │                     │
│  └────┬────┘  └────┬────┘  └────┬────┘                     │
└───────┼────────────┼────────────┼───────────────────────────┘
        │            │            │
        └────────────┼────────────┘
                     │
┌────────────────────┼────────────────────────────────────────┐
│                    │                                         │
│  ┌─────────────────▼──────────────────┐                     │
│  │           Business Logic Layer                │                     │
│  │  ┌────────┐ ┌────────┐ ┌────────┐ │                     │
│  │  │Intent  │ │ Action │ │  Tool  │ │                     │
│  │  │Recognition│ │Execution│ │ Calling│ │                     │
│  │  └────────┘ └────────┘ └────────┘ │                     │
│  └────────────────────────────────────┘                     │
│                                                             │
│  ┌────────────────────────────────────┐                     │
│  │           Core Capability Layer                │                     │
│  │  ┌────────┐ ┌────────┐ ┌────────┐ │                     │
│  │  │ Excel  │ │  PDF   │ │  OCR   │ │                     │
│  │  │Processing│ │Processing│ │Recognition│ │                     │


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