Merge PR #226: Writing Persona System with platform-specific adaptations
This commit is contained in:
ajaysi
@@ -2,21 +2,22 @@
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## 📋 Overview
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This document outlines ALwrity's approach to achieving true content hyper-personalization by leveraging the Writing Persona System (PR #226) and integrating it with CopilotKit's context-aware conversation capabilities. The goal is to create intelligent, contextual interactions that understand each user's unique profile and adapt content generation accordingly.
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This document outlines ALwrity's approach to achieving true content hyper-personalization by leveraging the **Writing Persona System (PR #226)** and integrating it with CopilotKit's context-aware conversation capabilities. The goal is to create intelligent, contextual interactions that understand each user's unique **platform-specific persona** and adapt content generation accordingly.
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## 🚀 **Core Innovation: Persona-Driven Context Integration**
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## 🚀 **Core Innovation: Platform-Specific Persona-Driven Context Integration**
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### **1. Writing Persona System Foundation**
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### **1. Writing Persona System Foundation (PR #226)**
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- **Gemini-powered persona analysis** from onboarding data
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- **Platform-specific adaptations** for different social platforms
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- **Platform-specific persona adaptations** for different social platforms (LinkedIn, Facebook, Instagram, Twitter)
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- **"Hardened" prompts** for consistent AI output
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- **Objective, measurable instructions** instead of subjective descriptions
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- **Platform-specific writing styles, content strategies, and engagement patterns**
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### **2. CopilotKit Context Integration**
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- **useCopilotReadable** hook for persona context injection
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- **Hierarchical context structure** for complex user profiles
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- **Real-time context updates** as user preferences evolve
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- **Platform-specific context categories** for targeted assistance
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- **useCopilotReadable** hook for platform-specific persona context injection
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- **Platform-aware context structure** that understands different social network requirements
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- **Real-time persona context updates** as user preferences evolve
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- **Platform-specific CopilotKit actions** tailored to each social network's unique needs
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## 🏗️ **Architecture Overview**
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@@ -26,13 +27,17 @@ frontend/src/
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├── components/
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│ ├── shared/
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│ │ ├── PersonaContext/
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│ │ │ ├── PersonaProvider.tsx
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│ │ │ ├── usePersonaContext.ts
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│ │ │ └── PersonaContextTypes.ts
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│ │ │ ├── PlatformPersonaProvider.tsx // ✅ Platform-specific persona provider
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│ │ │ ├── usePlatformPersonaContext.ts // ✅ Platform persona context hook
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│ │ │ └── PlatformPersonaTypes.ts // ✅ Platform persona type definitions
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│ │ ├── CopilotKit/
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│ │ │ ├── PersonaAwareChat.tsx
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│ │ │ ├── PersonaContextInjector.tsx
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│ │ │ └── PlatformSpecificActions.tsx
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│ │ │ ├── PlatformPersonaChat.tsx // ✅ Platform-aware chat component
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│ │ │ ├── PlatformActions/ // ✅ Platform-specific actions
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│ │ │ │ ├── LinkedInActions.ts
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│ │ │ │ ├── FacebookActions.ts
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│ │ │ │ ├── InstagramActions.ts
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│ │ │ │ └── TwitterActions.ts
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│ │ │ └── PlatformPersonaInjector.tsx // ✅ Platform persona context injector
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│ │ └── Editor/
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│ │ ├── CommonEditor/
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│ │ │ ├── DiffPreview.tsx
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@@ -43,216 +48,287 @@ frontend/src/
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│ │ ├── FacebookEditor/
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│ │ └── InstagramEditor/
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├── hooks/
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│ ├── usePersonaAwareCopilot.ts
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│ ├── usePlatformSpecificContext.ts
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│ ├── usePlatformPersonaCopilot.ts // ✅ Platform persona CopilotKit hook
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│ ├── usePlatformSpecificContext.ts // ✅ Platform-specific context hook
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│ └── useContentPersonalization.ts
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├── services/
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│ ├── persona/
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│ │ ├── PersonaAnalyzer.ts
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│ │ ├── PersonaContextBuilder.ts
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│ │ └── PlatformPersonaAdapter.ts
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│ │ ├── PlatformPersonaAnalyzer.ts // ✅ Platform persona analysis
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│ │ ├── PlatformPersonaContextBuilder.ts // ✅ Platform-specific context builder
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│ │ └── PlatformPersonaAdapter.ts // ✅ Platform persona adaptation
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│ └── copilotkit/
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│ ├── PersonaActions.ts
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│ ├── ContextInjector.ts
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│ └── ConversationEnhancer.ts
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│ ├── PlatformActions/ // ✅ Platform-specific actions
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│ │ ├── LinkedInActions.ts
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│ │ ├── FacebookActions.ts
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│ │ ├── InstagramActions.ts
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│ │ └── TwitterActions.ts
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│ ├── PlatformContextInjector.ts // ✅ Platform context injection
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│ └── PlatformConversationEnhancer.ts // ✅ Platform conversation enhancement
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└── types/
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├── PersonaTypes.ts
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├── PlatformTypes.ts
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├── PlatformPersonaTypes.ts // ✅ Platform persona interfaces
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├── PlatformTypes.ts // ✅ Platform-specific types
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└── CopilotKitTypes.ts
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```
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## 🎨 **Implementation Strategy**
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### **Phase 1: Persona Context Foundation**
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### **Phase 1: Platform-Specific Persona Foundation (Weeks 1-2)**
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#### **1.1 Persona Context Provider**
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#### **1.1 Platform Persona Types (Leveraging PR #226)**
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```typescript
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// PersonaProvider.tsx
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export const PersonaProvider: React.FC<{ children: React.ReactNode }> = ({ children }) => {
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const [persona, setPersona] = useState<UserPersona | null>(null);
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// PlatformPersonaTypes.ts
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export interface PlatformPersona {
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platform: "linkedin" | "facebook" | "instagram" | "twitter";
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writingStyle: PlatformWritingStyle;
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contentStrategy: PlatformContentStrategy;
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engagementPatterns: PlatformEngagementPatterns;
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qualityMetrics: PlatformQualityMetrics;
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}
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// LinkedIn-specific persona (from PR #226)
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export interface LinkedInPersona extends PlatformPersona {
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platform: "linkedin";
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writingStyle: {
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tone: "professional" | "thought-leadership" | "industry-expert";
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formality: "formal" | "semi-formal";
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complexity: "moderate" | "advanced";
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brandVoice: string[];
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};
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contentStrategy: {
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focus: "thought-leadership" | "industry-insights" | "professional-updates";
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hashtagStrategy: "industry-focused" | "trending-relevant";
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callToAction: "professional-engagement" | "network-building";
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contentLength: "medium" | "long-form";
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};
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engagementPatterns: {
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style: "professional-networking" | "industry-discussion" | "expert-sharing";
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frequency: "2-3 times per week" | "daily" | "weekly";
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interactionType: "comment-discussion" | "share-engagement" | "connection-building";
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};
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}
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// Facebook-specific persona
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export interface FacebookPersona extends PlatformPersona {
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platform: "facebook";
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writingStyle: {
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tone: "conversational" | "community-focused" | "storytelling";
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formality: "casual" | "semi-formal";
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complexity: "simple" | "moderate";
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brandVoice: string[];
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};
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contentStrategy: {
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focus: "community-building" | "storytelling" | "behind-the-scenes";
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hashtagStrategy: "trending-popular" | "community-relevant";
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callToAction: "community-interaction" | "story-sharing";
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contentLength: "short" | "medium";
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};
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engagementPatterns: {
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style: "conversational-community" | "story-sharing" | "group-engagement";
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frequency: "daily" | "multiple-times-daily";
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interactionType: "comment-conversation" | "share-viral" | "group-discussion";
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};
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}
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```
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#### **1.2 Platform Persona Provider**
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```typescript
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// PlatformPersonaProvider.tsx
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export const PlatformPersonaProvider: React.FC<{
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platform: SocialPlatform;
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children: React.ReactNode
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}> = ({ platform, children }) => {
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const { getPlatformPersona } = usePersonaContext();
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const platformPersona = getPlatformPersona(platform);
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// Inject persona into CopilotKit context
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// Inject platform-specific persona into CopilotKit context
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useCopilotReadable({
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description: "User's writing persona and preferences",
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value: persona,
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categories: ["persona", "user-profile"],
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convert: (description, value) => formatPersonaForCopilot(value)
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description: `${platform} platform writing persona and strategy`,
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value: platformPersona,
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categories: ["platform-persona", platform],
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convert: (description, value) => formatPlatformPersonaForCopilot(value, platform)
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});
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return (
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<PersonaContext.Provider value={{ persona, setPersona }}>
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<PlatformPersonaContext.Provider value={{ platformPersona, platform }}>
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{children}
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</PersonaContext.Provider>
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</PlatformPersonaContext.Provider>
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);
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};
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```
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#### **1.2 Persona Context Types**
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### **Phase 2: Platform-Specific CopilotKit Actions (Weeks 3-4)**
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#### **2.1 LinkedIn-Specific Actions**
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```typescript
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// PersonaContextTypes.ts
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export interface UserPersona {
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id: string;
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writingStyle: WritingStyleProfile;
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industry: IndustryProfile;
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audience: AudienceProfile;
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platformPreferences: PlatformPreferences;
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contentGoals: ContentGoals;
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qualityMetrics: QualityMetrics;
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researchPreferences: ResearchPreferences;
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}
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export interface WritingStyleProfile {
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tone: "professional" | "casual" | "conversational" | "authoritative";
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formality: "formal" | "semi-formal" | "informal";
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complexity: "simple" | "moderate" | "advanced";
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creativity: "conservative" | "balanced" | "innovative";
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brandVoice: string[];
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}
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```
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### **Phase 2: CopilotKit Integration**
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#### **2.1 Persona-Aware Chat Component**
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```typescript
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// PersonaAwareChat.tsx
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export const PersonaAwareChat: React.FC<{ platform: SocialPlatform }> = ({ platform }) => {
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const { persona } = usePersonaContext();
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const { getContextString } = useCopilotContext();
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// Inject platform-specific persona context
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useCopilotReadable({
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description: `${platform} platform writing preferences`,
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value: persona?.platformPreferences[platform],
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parentId: persona?.id,
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categories: ["platform", "writing-preferences"]
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});
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// Custom system message with persona context
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const makeSystemMessage = useCallback((contextString: string) => {
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return `
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You are an expert ${platform} content strategist and writer.
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USER PERSONA CONTEXT:
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${contextString}
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ADAPT YOUR RESPONSES TO:
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- Writing style: ${persona?.writingStyle.tone}
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- Industry focus: ${persona?.industry.name}
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- Audience: ${persona?.audience.demographics}
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- Content goals: ${persona?.contentGoals.primary}
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Always provide ${platform}-specific advice and suggestions.
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`;
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}, [persona, platform]);
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return (
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<CopilotChat
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makeSystemMessage={makeSystemMessage}
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actions={getPlatformSpecificActions(platform)}
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/>
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);
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};
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```
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#### **2.2 Platform-Specific Actions**
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```typescript
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// PlatformSpecificActions.ts
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export const getLinkedInActions = (persona: UserPersona) => ({
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generateLinkedInPost: {
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name: "generateLinkedInPost",
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description: "Generate a LinkedIn post based on user's persona and goals",
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// services/copilotkit/PlatformActions/LinkedInActions.ts
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export const getLinkedInActions = (persona: LinkedInPersona) => ({
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generateThoughtLeadershipPost: {
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name: "generateThoughtLeadershipPost",
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description: "Generate LinkedIn thought leadership post based on user's professional persona",
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parameters: [
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{
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name: "topic",
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name: "industryTopic",
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type: "string",
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description: "Main topic or theme for the post"
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description: "Industry topic or trend to discuss"
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},
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{
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name: "tone",
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type: "string",
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description: "Writing tone (defaults to user's preferred tone)",
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description: "Writing tone (defaults to user's LinkedIn persona tone)",
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default: persona.writingStyle.tone
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},
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{
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name: "includeResearch",
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name: "includeIndustryInsights",
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type: "boolean",
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description: "Whether to include research-backed insights",
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default: persona.researchPreferences.includeResearch
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description: "Include industry research and insights",
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default: persona.contentStrategy.focus === "industry-insights"
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},
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{
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name: "hashtagStrategy",
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type: "string",
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description: "Hashtag strategy (defaults to user's LinkedIn persona)",
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default: persona.contentStrategy.hashtagStrategy
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}
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],
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handler: async (args) => {
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// Implementation with persona-aware content generation
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// Implementation using LinkedIn persona preferences
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return generateLinkedInContent(args, persona);
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}
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},
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suggestIndustryHashtags: {
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name: "suggestIndustryHashtags",
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description: "Suggest relevant industry hashtags based on LinkedIn persona",
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parameters: [
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{
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name: "topic",
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type: "string",
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description: "Content topic for hashtag suggestions"
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}
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],
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handler: async (args) => {
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return suggestLinkedInHashtags(args.topic, persona);
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}
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}
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});
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```
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### **Phase 3: Content Personalization Engine**
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#### **3.1 Persona Context Builder**
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#### **2.2 Facebook-Specific Actions**
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```typescript
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// PersonaContextBuilder.ts
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export class PersonaContextBuilder {
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static buildPlatformContext(persona: UserPersona, platform: SocialPlatform): string {
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const platformPrefs = persona.platformPreferences[platform];
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return `
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PLATFORM: ${platform}
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CONTENT TYPE: ${platformPrefs.contentTypes.join(", ")}
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POSTING FREQUENCY: ${platformPrefs.postingFrequency}
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ENGAGEMENT STYLE: ${platformPrefs.engagementStyle}
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HASHTAG STRATEGY: ${platformPrefs.hashtagStrategy}
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VISUAL PREFERENCES: ${platformPrefs.visualPreferences}
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WRITING STYLE:
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- Tone: ${persona.writingStyle.tone}
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- Formality: ${persona.writingStyle.formality}
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- Complexity: ${persona.writingStyle.complexity}
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INDUSTRY CONTEXT:
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- Industry: ${persona.industry.name}
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- Expertise Level: ${persona.industry.expertiseLevel}
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- Key Topics: ${persona.industry.keyTopics.join(", ")}
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AUDIENCE INSIGHTS:
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- Demographics: ${persona.audience.demographics}
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- Pain Points: ${persona.audience.painPoints.join(", ")}
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- Interests: ${persona.audience.interests.join(", ")}
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`;
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// services/copilotkit/PlatformActions/FacebookActions.ts
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export const getFacebookActions = (persona: FacebookPersona) => ({
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generateCommunityPost: {
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name: "generateCommunityPost",
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description: "Generate Facebook community engagement post based on user's social persona",
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parameters: [
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{
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name: "communityTopic",
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type: "string",
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description: "Community topic or discussion point"
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},
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{
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name: "engagementStyle",
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type: "string",
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description: "Engagement style (defaults to user's Facebook persona)",
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default: persona.engagementPatterns.style
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},
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{
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name: "contentType",
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type: "string",
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description: "Content type (defaults to user's Facebook persona)",
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default: persona.contentStrategy.focus
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}
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],
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handler: async (args) => {
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return generateFacebookContent(args, persona);
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}
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},
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suggestTrendingTopics: {
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name: "suggestTrendingTopics",
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description: "Suggest trending topics for Facebook engagement",
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parameters: [
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{
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name: "category",
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type: "string",
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description: "Topic category (optional)"
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}
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],
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handler: async (args) => {
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return suggestFacebookTrendingTopics(args.category, persona);
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}
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}
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}
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});
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```
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#### **3.2 Content Quality Metrics Integration**
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```typescript
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// QualityMetrics.tsx
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export const PersonaAwareQualityMetrics: React.FC<{ content: string; platform: SocialPlatform }> = ({ content, platform }) => {
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const { persona } = usePersonaContext();
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// Inject quality metrics context
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useCopilotReadable({
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description: "Content quality assessment criteria",
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value: persona?.qualityMetrics,
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categories: ["quality", "content-assessment"]
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});
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### **Phase 3: Platform Editor Integration (Weeks 5-6)**
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#### **3.1 LinkedIn Editor with Platform Persona**
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```typescript
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// components/LinkedInWriter/LinkedInWriter.tsx
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export const LinkedInWriter: React.FC = () => {
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return (
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<div className="quality-metrics">
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<h4>Content Quality Assessment</h4>
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<QualityScore
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metric="persona-alignment"
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score={calculatePersonaAlignment(content, persona)}
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description="How well content matches your writing style"
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<PlatformPersonaProvider platform="linkedin">
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<LinkedInWriterContent />
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</PlatformPersonaProvider>
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);
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};
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||||
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const LinkedInWriterContent: React.FC = () => {
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const { platformPersona } = usePlatformPersonaContext();
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return (
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<div>
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{/* Existing LinkedIn editor */}
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<LinkedInEditor />
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||||
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||||
{/* Platform-specific persona-aware chat */}
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<PlatformPersonaChat
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platform="linkedin"
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persona={platformPersona}
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actions={getLinkedInActions(platformPersona)}
|
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/>
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||||
<QualityScore
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metric="platform-optimization"
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||||
score={calculatePlatformOptimization(content, platform)}
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||||
description="Platform-specific optimization score"
|
||||
|
||||
{/* Platform-specific quality metrics */}
|
||||
<PlatformQualityMetrics
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platform="linkedin"
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||||
persona={platformPersona}
|
||||
/>
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||||
<QualityScore
|
||||
metric="audience-relevance"
|
||||
score={calculateAudienceRelevance(content, persona.audience)}
|
||||
description="Relevance to your target audience"
|
||||
</div>
|
||||
);
|
||||
};
|
||||
```
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||||
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||||
#### **3.2 Facebook Editor with Platform Persona**
|
||||
```typescript
|
||||
// components/FacebookWriter/FacebookWriter.tsx
|
||||
export const FacebookWriter: React.FC = () => {
|
||||
return (
|
||||
<PlatformPersonaProvider platform="facebook">
|
||||
<FacebookWriterContent />
|
||||
</PlatformPersonaProvider>
|
||||
);
|
||||
};
|
||||
|
||||
const FacebookWriterContent: React.FC = () => {
|
||||
const { platformPersona } = usePlatformPersonaContext();
|
||||
|
||||
return (
|
||||
<div>
|
||||
{/* Existing Facebook editor */}
|
||||
<FacebookEditor />
|
||||
|
||||
{/* Platform-specific persona-aware chat */}
|
||||
<PlatformPersonaChat
|
||||
platform="facebook"
|
||||
persona={platformPersona}
|
||||
actions={getFacebookActions(platformPersona)}
|
||||
/>
|
||||
|
||||
{/* Platform-specific quality metrics */}
|
||||
<PlatformQualityMetrics
|
||||
platform="facebook"
|
||||
persona={platformPersona}
|
||||
/>
|
||||
</div>
|
||||
);
|
||||
@@ -263,15 +339,26 @@ export const PersonaAwareQualityMetrics: React.FC<{ content: string; platform: S
|
||||
|
||||
### **LinkedIn Platform**
|
||||
```typescript
|
||||
// LinkedIn-specific persona context
|
||||
const linkedInContext = {
|
||||
contentTypes: ["thought-leadership", "industry-insights", "professional-updates"],
|
||||
engagementStyle: "professional-networking",
|
||||
hashtagStrategy: "industry-focused",
|
||||
visualPreferences: "minimal, professional",
|
||||
postingFrequency: "2-3 times per week",
|
||||
contentLength: "medium (150-300 words)",
|
||||
callToAction: "professional-engagement"
|
||||
// LinkedIn-specific persona context (from PR #226)
|
||||
const linkedInPersona: LinkedInPersona = {
|
||||
platform: "linkedin",
|
||||
writingStyle: {
|
||||
tone: "thought-leadership",
|
||||
formality: "semi-formal",
|
||||
complexity: "advanced",
|
||||
brandVoice: ["professional", "innovative", "industry-expert"]
|
||||
},
|
||||
contentStrategy: {
|
||||
focus: "thought-leadership",
|
||||
hashtagStrategy: "industry-focused",
|
||||
callToAction: "professional-engagement",
|
||||
contentLength: "medium"
|
||||
},
|
||||
engagementPatterns: {
|
||||
style: "professional-networking",
|
||||
frequency: "2-3 times per week",
|
||||
interactionType: "comment-discussion"
|
||||
}
|
||||
};
|
||||
|
||||
// LinkedIn-specific CopilotKit actions
|
||||
@@ -286,14 +373,25 @@ const linkedInActions = {
|
||||
### **Facebook Platform**
|
||||
```typescript
|
||||
// Facebook-specific persona context
|
||||
const facebookContext = {
|
||||
contentTypes: ["community-building", "storytelling", "behind-the-scenes"],
|
||||
engagementStyle: "conversational-community",
|
||||
hashtagStrategy: "trending-popular",
|
||||
visualPreferences: "engaging, colorful",
|
||||
postingFrequency: "daily",
|
||||
contentLength: "short (50-150 words)",
|
||||
callToAction: "community-interaction"
|
||||
const facebookPersona: FacebookPersona = {
|
||||
platform: "facebook",
|
||||
writingStyle: {
|
||||
tone: "conversational",
|
||||
formality: "casual",
|
||||
complexity: "simple",
|
||||
brandVoice: ["friendly", "community-focused", "authentic"]
|
||||
},
|
||||
contentStrategy: {
|
||||
focus: "community-building",
|
||||
hashtagStrategy: "trending-popular",
|
||||
callToAction: "community-interaction",
|
||||
contentLength: "short"
|
||||
},
|
||||
engagementPatterns: {
|
||||
style: "conversational-community",
|
||||
frequency: "daily",
|
||||
interactionType: "comment-conversation"
|
||||
}
|
||||
};
|
||||
|
||||
// Facebook-specific CopilotKit actions
|
||||
@@ -305,86 +403,89 @@ const facebookActions = {
|
||||
};
|
||||
```
|
||||
|
||||
## 🎯 **Benefits of This Approach**
|
||||
## 🎯 **Benefits of This Platform-Specific Approach**
|
||||
|
||||
### **1. Intelligent Context Awareness**
|
||||
- **Real-time persona injection** into CopilotKit conversations
|
||||
- **Platform-specific adaptations** based on user preferences
|
||||
- **Dynamic context updates** as user evolves
|
||||
### **1. True Platform Understanding**
|
||||
- **LinkedIn**: Professional networking, thought leadership, industry expertise
|
||||
- **Facebook**: Community building, storytelling, social engagement
|
||||
- **Instagram**: Visual storytelling, aesthetic appeal, influencer content
|
||||
- **Twitter**: Concise messaging, trending topics, viral potential
|
||||
|
||||
### **2. Hyper-Personalized Content**
|
||||
- **Writing style matching** user's preferred tone and complexity
|
||||
- **Industry-specific insights** relevant to user's expertise
|
||||
- **Audience-targeted messaging** based on user's audience profile
|
||||
### **2. Hyper-Personalized Content Generation**
|
||||
- **Writing style matching** user's platform-specific persona
|
||||
- **Content strategy alignment** with platform best practices
|
||||
- **Engagement pattern optimization** for each social network
|
||||
- **Quality metrics** specific to platform success factors
|
||||
|
||||
### **3. Enhanced User Experience**
|
||||
- **Contextual suggestions** that understand user's goals
|
||||
- **Platform-native advice** specific to each social network
|
||||
- **Quality metrics** aligned with user's content standards
|
||||
|
||||
### **4. Scalable Architecture**
|
||||
- **Reusable components** across different platforms
|
||||
- **Centralized persona management** with platform adaptations
|
||||
- **Easy addition** of new platforms and features
|
||||
### **3. Intelligent Platform-Specific Assistance**
|
||||
- **LinkedIn**: Industry insights, professional networking advice
|
||||
- **Facebook**: Community engagement, trending topic suggestions
|
||||
- **Instagram**: Visual content ideas, hashtag strategies
|
||||
- **Twitter**: Viral content optimization, thread planning
|
||||
|
||||
## 🚀 **Implementation Roadmap**
|
||||
|
||||
### **Week 1-2: Foundation**
|
||||
- [ ] Implement PersonaContext provider
|
||||
- [ ] Create basic persona types and interfaces
|
||||
- [ ] Set up CopilotKit integration hooks
|
||||
### **Week 1-2: Platform Persona Foundation**
|
||||
- [ ] **Enhance PR #226 platform personas** with additional attributes
|
||||
- [ ] **Create PlatformPersonaProvider** for context injection
|
||||
- [ ] **Implement platform-specific** persona types and interfaces
|
||||
- [ ] **Test platform persona** context injection
|
||||
|
||||
### **Week 3-4: Core Integration**
|
||||
- [ ] Implement useCopilotReadable for persona context
|
||||
- [ ] Create platform-specific action generators
|
||||
- [ ] Build persona context builder utilities
|
||||
### **Week 3-4: Platform-Specific Actions**
|
||||
- [ ] **Implement LinkedIn actions** using LinkedIn persona
|
||||
- [ ] **Implement Facebook actions** using Facebook persona
|
||||
- [ ] **Create platform-specific** CopilotKit action generators
|
||||
- [ ] **Test platform-specific** action generation
|
||||
|
||||
### **Week 5-6: Platform Implementation**
|
||||
- [ ] Implement LinkedIn-specific persona integration
|
||||
- [ ] Implement Facebook-specific persona integration
|
||||
- [ ] Create platform-specific quality metrics
|
||||
### **Week 5-6: Platform Editor Integration**
|
||||
- [ ] **Integrate platform personas** with LinkedIn editor
|
||||
- [ ] **Integrate platform personas** with Facebook editor
|
||||
- [ ] **Add platform-specific** CopilotKit actions to editors
|
||||
- [ ] **Test end-to-end** platform-personalized content generation
|
||||
|
||||
### **Week 7-8: Testing & Refinement**
|
||||
- [ ] Test persona context injection
|
||||
- [ ] Validate platform-specific adaptations
|
||||
- [ ] Optimize context performance and relevance
|
||||
- [ ] **Test platform-specific** persona accuracy
|
||||
- [ ] **Validate platform-specific** action effectiveness
|
||||
- [ ] **Optimize persona context** injection performance
|
||||
- [ ] **Gather user feedback** on platform personalization
|
||||
|
||||
## 🔧 **Technical Considerations**
|
||||
|
||||
### **1. Performance Optimization**
|
||||
- **Memoized context updates** to prevent unnecessary re-renders
|
||||
- **Lazy loading** of platform-specific persona data
|
||||
- **Context batching** for multiple persona attributes
|
||||
- **Platform-specific context injection** to avoid unnecessary data
|
||||
- **Lazy loading** of platform persona data
|
||||
- **Memoized persona context** updates
|
||||
|
||||
### **2. Context Management**
|
||||
- **Hierarchical context structure** for complex persona relationships
|
||||
- **Context categories** for targeted CopilotKit access
|
||||
- **Context persistence** across user sessions
|
||||
- **Platform-specific context categories** for targeted CopilotKit access
|
||||
- **Platform persona persistence** across user sessions
|
||||
- **Dynamic persona updates** based on user evolution
|
||||
|
||||
### **3. Error Handling**
|
||||
- **Graceful degradation** when persona data is unavailable
|
||||
- **Fallback context** for missing persona attributes
|
||||
- **Validation** of persona data integrity
|
||||
- **Graceful degradation** when platform persona data is unavailable
|
||||
- **Fallback to generic persona** for missing platform data
|
||||
- **Validation** of platform persona data integrity
|
||||
|
||||
## 📊 **Success Metrics**
|
||||
|
||||
### **1. Content Quality**
|
||||
- **Persona alignment score** improvement
|
||||
- **Platform optimization** effectiveness
|
||||
- **User satisfaction** with generated content
|
||||
### **1. Platform-Specific Content Quality**
|
||||
- **LinkedIn**: Professional credibility, industry relevance scores
|
||||
- **Facebook**: Community engagement, shareability metrics
|
||||
- **Instagram**: Visual appeal, hashtag effectiveness
|
||||
- **Twitter**: Viral potential, trending relevance
|
||||
|
||||
### **2. User Engagement**
|
||||
- **CopilotKit usage** frequency
|
||||
- **Context relevance** accuracy
|
||||
- **Platform-specific** feature adoption
|
||||
- **Platform-specific CopilotKit** usage frequency
|
||||
- **Platform persona accuracy** and relevance
|
||||
- **Platform-specific feature** adoption rates
|
||||
|
||||
### **3. Technical Performance**
|
||||
- **Context injection** speed
|
||||
- **Memory usage** optimization
|
||||
- **Response time** improvements
|
||||
- **Platform context injection** speed
|
||||
- **Platform-specific action** response time
|
||||
- **Memory usage** optimization per platform
|
||||
|
||||
## 🎯 **Conclusion**
|
||||
|
||||
This implementation strategy transforms ALwrity from a generic content generation tool into a truly personalized, intelligent writing assistant. By leveraging the Writing Persona System with CopilotKit's context-aware capabilities, we create an experience where every interaction understands the user's unique profile and adapts accordingly.
|
||||
This implementation strategy transforms ALwrity into a truly platform-aware, hyper-personalized content creation tool. By leveraging PR #226's existing platform-specific persona system and integrating it with CopilotKit's context-aware capabilities, we create an experience where every interaction understands not just the user's general preferences, but their specific persona for each social platform.
|
||||
|
||||
The key to success lies in the seamless integration of persona data with CopilotKit's conversation engine, ensuring that every AI interaction feels personalized and relevant to the user's specific needs and preferences.
|
||||
The key innovation is that we're not creating generic personas - we're creating sophisticated, platform-specific personas that understand the unique requirements, writing styles, content strategies, and engagement patterns of each social network. This enables truly intelligent, contextual assistance that feels native to each platform while maintaining the user's unique voice and preferences.
|
||||
|
||||
Reference in New Issue
Block a user