┌─────────────────────────────────────────────────────────────────┐
│                    WHY OPENCLAW FOR SCOUT                       │
├─────────────────────────────────────────────────────────────────┤
│                                                                   │
│   OpenClaw Feature          │ Scout Implementation              │
│   ─────────────────────────────────────────────────────────────  │
│                                                                   │
│   Multi-Channel Support       │ Teams, Outlook, Windows          │
│   Agent-Native Design       │ Persistent, always-on agent      │
│   MCP Protocol              │ Microsoft 365 tool integration   │
│   Workspace Isolation       │ Enterprise tenant separation     │
│   Local-First Architecture  │ On-premise deployment options    │
│   Extensible Skills         │ Custom enterprise skills         │
│   Memory Management         │ Long-term enterprise memory      │
│                                                                   │
└─────────────────────────────────────────────────────────────────┘

┌─────────────────────────────────────────────────────────────────┐
│                    MICROSOFT SCOUT ARCHITECTURE                 │
├─────────────────────────────────────────────────────────────────┤
│                                                                   │
│   ┌─────────────────────────────────────────────────────────┐     │
│   │                  USER INTERFACE LAYER                   │     │
│   │  ┌──────────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐  │     │
│   │  │  Teams   │ │ Outlook  │ │ Windows  │ │ Mobile   │  │     │
│   │  │  Tab     │ │ Sidebar  │ │ Taskbar  │ │   App    │  │     │
│   │  └──────────┘ └──────────┘ └──────────┘ └──────────┘  │     │
│   └────────────────────┬────────────────────────────────────┘     │
│                        │                                          │
│   ┌────────────────────▼────────────────────────────────────┐     │
│   │              SCOUT CORE (OpenClaw-Based)                 │     │
│   │  ┌─────────────────────────────────────────────────────┐│     │
│   │  │  Agent Engine        │  Reasoning & Planning         ││     │
│   │  ├─────────────────────────────────────────────────────┤│     │
│   │  │  Memory System       │  Short & Long-term Storage    ││     │
│   │  ├─────────────────────────────────────────────────────┤│     │
│   │  │  Identity Manager    │  Personality & Preferences    ││     │
│   │  ├─────────────────────────────────────────────────────┤│     │
│   │  │  Tool Orchestrator   │  MCP Protocol Handler         ││     │
│   │  └─────────────────────────────────────────────────────┘│     │
│   └────────────────────┬────────────────────────────────────┘     │
│                        │                                          │
│   ┌────────────────────▼────────────────────────────────────┐     │
│   │              INTEGRATION LAYER                           │     │
│   │  ┌──────────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐      │     │
│   │  │ Microsoft│ │  Graph   │ │  MCP     │ │  Custom  │      │     │
│   │  │ 365 APIs │ │   AI     │ │ Servers  │ │ Connectors│     │     │
│   │  └──────────┘ └──────────┘ └──────────┘ └──────────┘      │     │
│   └─────────────────────────────────────────────────────────┘     │
│                                                                   │
│   ┌─────────────────────────────────────────────────────────┐     │
│   │              SECURITY & ISOLATION (MXC)                │     │
│   │     Hardware-isolated agent runtime environment        │     │
│   └─────────────────────────────────────────────────────────┘     │
│                                                                   │
└─────────────────────────────────────────────────────────────────┘

# Scout Identity Configuration
scout:
  identity:
    name: "Atlas"  # User-defined name
    personality: "professional_but_friendly"
    communication_style: "concise"
    formality_level: 7  # 1-10 scale
    
  memory:
    short_term:  # Last 30 days
      retention: "30d"
      scope: "conversations, decisions, context"
      
    long_term:   # Permanent storage
      retention: "indefinite"
      scope: "preferences, patterns, relationships"
      
    enterprise:  # Organization-wide
      retention: "governed_by_policy"
      scope: "company_knowledge, processes, compliance"

// Scout proactive behavior patterns
interface ProactiveBehavior {
  // Monitor for patterns
  pattern: "meeting_prep_needed";
  trigger: "calendar_event_in_30min_without_prep";
  action: "generate_briefing_document";
}

interface ProactiveInsight {
  // Surface insights
  pattern: "email_response_delay";
  detection: "important_email_unread_24h";
  suggestion: "prioritize_response";
}

# Example Scout capabilities via MCP
mcp_tools:
  microsoft_365:
    - send_email
    - schedule_meeting
    - create_document
    - search_sharepoint
    - query_teams
    
  enterprise_systems:
    - create_salesforce_opportunity
    - update_servicenow_ticket
    - query_sap_data
    - trigger_azure_pipeline
    
  custom_applications:
    - invoke_company_api
    - query_internal_database
    - generate_report

{
  "scout_config": {
    "identity": {
      "name": "Marvin",
      "voice": "neutral",
      "proactivity_level": "medium",
      "learning_rate": "adaptive"
    },
    "permissions": {
      "can_read_emails": true,
      "can_send_emails": "draft_with_approval",
      "can_schedule_meetings": true,
      "can_access_files": "with_consent",
      "can_execute_workflows": "high_risk_requires_approval"
    },
    "integrations": {
      "teams": {
        "enabled": true,
        "channels": ["all"],
        "dm_access": true
      },
      "outlook": {
        "enabled": true,
        "auto_respond": "out_of_office_only",
        "summarize_threads": true
      },
      "onedrive": {
        "enabled": true,
        "index_content": true,
        "suggest_files": true
      }
    },
    "mcp_servers": [
      {
        "name": "company_salesforce",
        "endpoint": "https://mcp.company.com/salesforce",
        "auth": "entra_id"
      },
      {
        "name": "internal_n8n",
        "endpoint": "https://n8n.company.com/mcp",
        "auth": "api_key"
      }
    ]
  }
}

# Enterprise Scout Configuration
enterprise_scout:
  governance:
    data_residency: "eu-west"
    retention_policy: "7_years"
    compliance_frameworks:
      - "SOC2"
      - "GDPR"
      - "HIPAA"
      - "ISO27001"
      
  security:
    mxc_isolation: true
    e2e_encryption: true
    audit_logging: "comprehensive"
    dlp_policies: "strict"
    
  permissions_matrix:
    standard_user:
      - read_own_data
      - draft_emails
      - schedule_own_calendar
      
    manager:
      inherits: standard_user
      - read_team_calendar
      - approve_expenses
      - delegate_permissions
      
    admin:
      inherits: manager
      - configure_scout
      - manage_skills
      - access_audit_logs
      
  skills:
    required:
      - microsoft_365_core
      - security_compliance
      - data_classification
      
    optional:
      - sales_automation
      - hr_workflows
      - devops_integration

┌─────────────────────────────────────────────────────────────────┐
│                    OPENCLAW ARCHITECTURE                        │
├─────────────────────────────────────────────────────────────────┤
│                                                                   │
│   ┌─────────────────────────────────────────────────────────┐   │
│   │                  GATEWAY LAYER                          │   │
│   │     (Multi-Platform Message Router)                     │   │
│   │  ┌─────────┐ ┌─────────┐ ┌─────────┐ ┌─────────┐       │   │
│   │  │ Teams   │ │ Discord │ │Telegram │ │  Slack  │ ...   │   │
│   │  └────┬────┘ └────┬────┘ └────┬────┘ └────┬────┘       │   │
│   │       └───────────┴─────┬─────┴───────────┘             │   │
│   │                    ┌────▼────┐                         │   │
│   │                    │ Router  │                         │   │
│   │                    │ (WS/MQ) │                         │   │
│   │                    └────┬────┘                         │   │
│   └─────────────────────────┼───────────────────────────────┘   │
│                             │                                     │
│   ┌─────────────────────────▼───────────────────────────────┐     │
│   │                   AGENT LAYER                          │     │
│   │  ┌─────────────────────────────────────────────────┐  │     │
│   │  │              OpenClaw Core                       │  │     │
│   │  │  ┌─────────────┐  ┌─────────────┐  ┌───────────┐ │  │     │
│   │  │  │   Memory    │  │  Reasoning  │  │   Tools   │ │  │     │
│   │  │  │   Manager   │  │   Engine    │  │  Registry │ │  │     │
│   │  │  └─────────────┘  └─────────────┘  └───────────┘ │  │     │
│   │  │  ┌─────────────┐  ┌─────────────┐  ┌───────────┐ │  │     │
│   │  │  │   Context   │  │   Skills    │  │   LLM     │ │  │     │
│   │  │  │   Manager   │  │   System    │  │  Client   │ │  │     │
│   │  │  └─────────────┘  └─────────────┘  └───────────┘ │  │     │
│   │  └─────────────────────────────────────────────────┘  │     │
│   └─────────────────────────────────────────────────────────┘     │
│                                                                   │
│   ┌─────────────────────────────────────────────────────────┐     │
│   │              MCP INTEGRATION LAYER                     │     │
│   │         (Model Context Protocol)                        │     │
│   │  ┌────────────┐ ┌────────────┐ ┌────────────────────┐ │     │
│   │  │   Local    │ │  Remote    │ │   Enterprise       │ │     │
│   │  │  Servers   │ │  Servers   │ │   Gateways       │ │     │
│   │  └────────────┘ └────────────┘ └────────────────────┘ │     │
│   └─────────────────────────────────────────────────────────┘     │
│                                                                   │
└─────────────────────────────────────────────────────────────────┘

// OpenClaw Memory Architecture
interface MemorySystem {
  // Working Memory - Current conversation context
  working: {
    current_turn: Message[];
    session_context: ContextWindow;
    active_goals: Goal[];
  };
  
  // Short-term Memory - Recent interactions (configurable, default 30 days)
  short_term: {
    conversations: Conversation[];
    decisions: Decision[];
    preferences: Preference[];
    index: VectorStore;  // For semantic search
  };
  
  // Long-term Memory - Persistent user profile
  long_term: {
    profile: UserProfile;
    patterns: BehaviorPattern[];
    knowledge: PersonalKnowledge[];
    relationships: ContactMap;
  };
  
  // Enterprise Memory - Organization knowledge
  enterprise: {
    policies: Policy[];
    processes: Process[];
    documents: DocumentIndex;
    people: OrgChart;
  };
}

// Memory retrieval with relevance scoring
async function retrieveRelevantContext(
  query: string,
  memory: MemorySystem,
  options: RetrievalOptions
): Promise<Context[]> {
  // Semantic search across all memory tiers
  const results = await Promise.all([
    memory.working.getCurrent(),
    memory.short_term.semanticSearch(query, options.limit),
    memory.long_term.retrievePatterns(query),
    memory.enterprise.searchDocuments(query),
  ]);
  
  // Merge and rank by relevance
  return mergeAndRank(results, query);
}

// Tool registration and execution
interface ToolRegistry {
  // Register a new tool
  register(tool: ToolDefinition): void;
  
  // Discover available tools
  discover(): ToolDefinition[];
  
  // Execute a tool with error handling
  execute(name: string, params: any): Promise<ToolResult>;
  
  // Validate parameters against schema
  validate(tool: string, params: any): ValidationResult;
}

// Tool definition structure
interface ToolDefinition {
  name: string;
  description: string;
  parameters: JSONSchema;
  returns: JSONSchema;
  examples: Example[];
  required_permissions: string[];
  rate_limits: RateLimitConfig;
}

// MCP Tool invocation
interface MCPToolCall {
  server: string;      // MCP server identifier
  tool: string;        // Tool name
  parameters: object;  // Validated parameters
  context: RequestContext;
}

# OpenClaw Skills Configuration
skills:
  core:
    - memory_management
    - conversation_handler
    - context_manager
    
  microsoft_365:
    - teams_integration
    - outlook_integration
    - sharepoint_search
    - onedrive_files
    - planner_tasks
    
  enterprise:
    - salesforce_connector
    - servicenow_integration
    - workday_hr
    - sap_connector
    
  custom:
    - company_specific_workflows
    - industry_compliance_checks
    - proprietary_data_access

// Scout's Microsoft Graph integration
class ScoutGraphIntegration {
  // Deep integration with organizational data
  async getOrganizationalContext(user: User): Promise<OrgContext> {
    const [manager, team, projects] = await Promise.all([
      graph.users.getManager(user.id),
      graph.users.getDirectReports(user.id),
      graph.planner.getUserTasks(user.id),
    ]);
    
    return {
      hierarchy: { manager, reports: team },
      responsibilities: projects,
      access_level: this.calculateAccessLevel(user),
    };
  }
  
  // Real-time presence and availability
  async getAvailability(userIds: string[]): Promise<AvailabilityMap> {
    return graph.users.getPresence(userIds);
  }
}

// MXC isolation for secure execution
class MXCSandbox {
  // Create isolated execution environment
  async createSandbox(skill: Skill): Promise<Sandbox> {
    return mxc.createContainer({
      image: skill.container_image,
      isolation: "hardware",
      resource_limits: {
        cpu: skill.limits.cpu,
        memory: skill.limits.memory,
        network: skill.network_policy,
      },
      capabilities: skill.required_capabilities,
    });
  }
  
  // Execute skill in sandbox
  async execute(sandbox: Sandbox, task: Task): Promise<Result> {
    return sandbox.run(task, { timeout: task.max_duration });
  }
}

// Microsoft Entra ID integration
class ScoutIdentityProvider {
  // Authenticate with enterprise credentials
  async authenticate(credentials: Credentials): Promise<Identity> {
    const entraToken = await entra.validateToken(credentials);
    const openclawIdentity = await openclaw.createIdentity(entraToken);
    
    return {
      ...openclawIdentity,
      entra_claims: entraToken.claims,
      m365_permissions: await this.getM365Permissions(entraToken),
    };
  }
}

┌─────────────────────────────────────────────────────────────────────────────────────────────┐
│                         SCOUT VS COMPETITORS COMPARISON                                     │
├─────────────────────────────────────────────────────────────────────────────────────────────┤
│                                                                                             │
│   Feature              │ Scout      │ Copilot   │ ChatGPT   │ Claude    │ Gemini    │        │
│   ─────────────────────────────────────────────────────────────────────────────────────────  │
│                                                                                             │
│   Always-On            │    ✅      │    ❌     │    ❌     │    ❌     │    ❌     │        │
│   Persistent Identity  │    ✅      │    ❌     │    ❌     │    ❌     │    ❌     │        │
│   M365 Native          │    ✅      │    ✅     │    ⚠️     │    ❌     │    ⚠️     │        │
│   MCP Support          │    ✅      │    ⚠️     │    ⚠️     │    ✅     │    ⚠️     │        │
│   Hardware Isolation   │    ✅      │    ❌     │    ❌     │    ❌     │    ❌     │        │
│   Custom Skills        │    ✅      │    ⚠️     │    ⚠️     │    ✅     │    ⚠️     │        │
│   Enterprise Security  │    ✅      │    ✅     │    ⚠️     │    ⚠️     │    ⚠️     │        │
│   Local Deployment     │    ✅      │    ❌     │    ❌     │    ✅     │    ❌     │        │
│   Open Source Core     │    ✅      │    ❌     │    ❌     │    ❌     │    ❌     │        │
│   Multi-Agent          │    ✅      │    ❌     │    ❌     │    ⚠️     │    ❌     │        │
│                                                                                             │
│   ✅ Fully Supported   ⚠️ Partial/Limited   ❌ Not Available                               │
│                                                                                             │
└─────────────────────────────────────────────────────────────────────────────────────────────┘

User: "Prepare me for my 2pm meeting"
Copilot: [Generates summary based on current data]

Scout: "I noticed you have a 2pm meeting with the sales team. I've:
  - Reviewed the Q3 forecast deck they shared yesterday
  - Identified three attendees you haven't met (bios attached)
  - Flagged a pricing discrepancy between your notes and the deck
  - Suggested talking points based on their recent wins
  - Scheduled 15min prep time at 1:45pm

[Accept Suggestions] [Modify Plan] [Dismiss]"

┌─────────────────────────────────────────────────────────────────────────────┐
│                    SCOUT M365 INTEGRATION ARCHITECTURE                     │
├─────────────────────────────────────────────────────────────────────────────┤
│                                                                               │
│   ┌─────────────────────────────────────────────────────────────────────┐    │
│   │                     SCOUT AGENT CORE                               │    │
│   └─────────────────────────────┬───────────────────────────────────────┘    │
│                                 │                                             │
│   ┌─────────────────────────────▼───────────────────────────────────────┐    │
│   │              MICROSOFT GRAPH AI LAYER                               │    │
│   │   (Unified API for Teams, Outlook, SharePoint, OneDrive)           │    │
│   └──────┬─────────────┬─────────────┬─────────────┬─────────────┬────────┘    │
│          │             │             │             │             │          │
│   ┌──────▼──────┐ ┌────▼──────┐ ┌────▼──────┐ ┌────▼──────┐ ┌────▼──────┐    │
│   │   Teams     │ │ Outlook   │ │SharePoint │ │ OneDrive  │ │ Planner   │    │
│   │             │ │           │ │           │ │           │ │           │    │
│   │ • Channels  │ │ • Email   │ │ • Sites   │ │ • Files   │ │ • Tasks   │    │
│   │ • Chat      │ │ • Calendar│ │ • Lists   │ │ • Sharing │ │ • Buckets │    │
│   │ • Meetings  │ │ • Contacts│ │ • Search  │ │ • Sync    │ │ • Charts  │    │
│   └─────────────┘ └───────────┘ └───────────┘ └───────────┘ └───────────┘    │
│                                                                               │
│   ┌─────────────────────────────────────────────────────────────────────┐    │
│   │              SECURITY & COMPLIANCE LAYER                           │    │
│   │   • Conditional Access Policies                                    │    │
│   │   • Data Loss Prevention                                           │    │
│   │   • Sensitivity Labels                                             │    │
│   │   • Audit Logging                                                   │    │
│   └─────────────────────────────────────────────────────────────────────┘    │
│                                                                               │
└─────────────────────────────────────────────────────────────────────────────┘

// Scout as a Teams channel participant
interface TeamsIntegration {
  // Join channels with appropriate permissions
  async joinChannel(teamId: string, channelId: string): Promise<void>;
  
  // Monitor conversations for relevant mentions
  async monitorConversations(callback: MessageHandler): Promise<void>;
  
  // Participate in threaded discussions
  async replyToThread(threadId: string, message: Message): Promise<void>;
  
  // Surface proactive insights
  async suggestAction(context: ConversationContext): Promise<Suggestion>;
}

// Example: Scout participating in a project channel
class ProjectChannelAgent {
  async handleMessage(message: TeamsMessage) {
    // Understand project context
    const project = await this.getProjectContext(message.channel);
    
    // Identify action items
    const actions = await this.extractActionItems(message);
    
    // Create tasks in Planner
    for (const action of actions) {
      await planner.createTask({
        title: action.description,
        assignee: action.mentionedUser,
        dueDate: action.impliedDeadline,
        planId: project.planId,
      });
    }
    
    // Notify channel
    await teams.sendMessage({
      channel: message.channel,
      text: `Created ${actions.length} tasks in the project plan`,
      card: this.createTaskSummaryCard(actions),
    });
  }
}

# Scout Meeting Assistant Configuration
meeting_assistant:
  pre_meeting:
    - gather_attendee_bios
    - review_shared_documents
    - check_previous_meeting_minutes
    - identify_outstanding_action_items
    - prepare_talking_points
    
  during_meeting:
    - transcribe_real_time
    - capture_action_items
    - answer_factual_questions
    - suggest_resources_on_topic
    - flag_decisions_made
    
  post_meeting:
    - generate_summary
    - distribute_minutes
    - create_planner_tasks
    - schedule_follow_ups
    - update_project_documents
    - send_thank_you_notes

// Scout Outlook integration
interface OutlookIntegration {
  // Smart inbox triage
  async triageEmails(): Promise<EmailTriageResult>;
  
  // Priority-based handling
  async prioritizeEmails(emails: Email[]): Promise<PriorityQueue>;
  
  // Context-aware responses
  async draftResponse(email: Email, context: ThreadContext): Promise<Draft>;
  
  // Meeting scheduling intelligence
  async suggestMeetingTimes(attendees: string[], duration: number): Promise<Slot[]>;
  
  // Follow-up automation
  async scheduleFollowUps(sentEmails: Email[]): Promise<Reminder[]>;
}

// Example: Scout managing executive inbox
class ExecutiveInboxManager {
  async processMorningEmails() {
    // Get overnight emails
    const emails = await outlook.getEmails({
      since: "yesterday_6pm",
      folder: "inbox",
    });
    
    // Triage with ML model
    const triage = await this.triageModel.classify(emails);
    
    // Handle urgent items
    for (const urgent of triage.urgent) {
      await this.handleUrgent(urgent);
    }
    
    // Draft responses for standard items
    for (const standard of triage.standard) {
      const draft = await scout.draftResponse(standard);
      await outlook.saveDraft(draft);
    }
    
    // Schedule newsletter/bulk for later
    await outlook.moveToFolder(triage.bulk, "Newsletters");
    
    // Send summary to user
    await teams.sendMessage({
      user: this.executive,
      text: this.generateMorningSummary(triage),
    });
  }
}

// Smart calendar management
interface CalendarIntelligence {
  // Analyze calendar patterns
  async analyzeCalendarPatterns(user: User): Promise<CalendarAnalysis>;
  
  // Optimize meeting schedule
  async optimizeSchedule(constraints: ScheduleConstraints): Promise<OptimizedSchedule>;
  
  // Conflict resolution
  async resolveConflicts(conflicts: Conflict[]): Promise<Resolution[]>;
  
  // Focus time protection
  async protectFocusTime(user: User, hoursPerWeek: number): Promise<void>;
}

// Example: Weekly schedule optimization
async function optimizeWeeklySchedule(user: User) {
  const analysis = await calendar.analyzeCalendarPatterns(user);
  
  const optimizations = [];
  
  // Reduce context switching
  if (analysis.contextSwitches > 10) {
    optimizations.push(await calendar.groupSimilarMeetings());
  }
  
  // Add focus time
  if (analysis.focusTime < 10) {
    optimizations.push(await calendar.protectFocusTime(user, 15));
  }
  
  // Resolve conflicts
  const conflicts = analysis.upcomingConflicts;
  for (const conflict of conflicts) {
    optimizations.push(await calendar.suggestAlternative(conflict));
  }
  
  return optimizations;
}

// File system integration
interface FileIntegration {
  // Semantic search across all files
  async semanticSearch(query: string): Promise<FileResult[]>;
  
  // Automatic organization suggestions
  async suggestOrganization(files: File[]): Promise<OrganizationPlan>;
  
  // Content summarization
  async summarizeDocument(file: File): Promise<Summary>;
  
  // Cross-reference analysis
  async findRelatedDocuments(file: File): Promise<File[]>;
  
  // Access pattern analysis
  async analyzeAccessPatterns(user: User): Promise<AccessAnalysis>;
}

// Example: Project document management
class ProjectDocumentAgent {
  async organizeProjectDocuments(projectId: string) {
    const files = await sharepoint.getProjectFiles(projectId);
    
    // Analyze and categorize
    const categories = await this.categorizeFiles(files);
    
    // Suggest folder structure
    const structure = await this.suggestFolderStructure(categories);
    
    // Identify duplicates
    const duplicates = await this.findDuplicates(files);
    
    // Check permissions alignment
    const permissionIssues = await this.checkPermissions(files, projectId);
    
    // Generate organization report
    return {
      suggestedStructure: structure,
      duplicates: duplicates,
      permissionIssues: permissionIssues,
      actionItems: this.generateActionItems(structure, duplicates, permissionIssues),
    };
  }
}

# Document processing capabilities
document_intelligence:
  extraction:
    - extract_entities
    - identify_key_clauses
    - recognize_tables
    - parse_forms
    
  analysis:
    - sentiment_analysis
    - topic_modeling
    - relationship_mapping
    - version_comparison
    
  generation:
    - executive_summaries
    - meeting_minutes
    - status_reports
    - proposal_outlines
    
  collaboration:
    - track_changes_summary
    - comment_sentiment
    - approval_status
    - contributor_analysis

// Scout Microsoft Graph client
import { Client } from '@microsoft/microsoft-graph-client';
import { ScoutAgent } from '@microsoft/scout-sdk';

class ScoutM365Integration {
  private graphClient: Client;
  private scout: ScoutAgent;
  
  constructor(config: IntegrationConfig) {
    this.graphClient = Client.init({
      authProvider: {
        getAccessToken: async () => {
          return await this.getEntraToken();
        }
      }
    });
    
    this.scout = new ScoutAgent({
      identity: config.scoutIdentity,
      mcpServers: config.mcpServers,
      memoryConfig: config.memory,
    });
  }
  
  // Unified search across M365
  async unifiedSearch(query: string): Promise<SearchResult[]> {
    const [emails, files, chats, sites] = await Promise.all([
      this.searchOutlook(query),
      this.searchOneDrive(query),
      this.searchTeams(query),
      this.searchSharePoint(query),
    ]);
    
    return this.mergeAndRankResults([...emails, ...files, ...chats, ...sites]);
  }
  
  // Context-aware content creation
  async createContent(type: ContentType, context: Context): Promise<Document> {
    // Gather relevant context
    const relevantFiles = await this.findRelevantFiles(context.topic);
    const previousVersions = await this.getPreviousVersions(context.topic);
    const stakeholderPreferences = await this.getStakeholderPreferences(context.stakeholders);
    
    // Generate content with Scout
    const content = await this.scout.generateContent({
      type,
      context,
      references: relevantFiles,
      style: stakeholderPreferences,
    });
    
    // Create in appropriate location
    return await this.saveContent(content, context.destination);
  }
}

┌─────────────────────────────────────────────────────────────────────────────┐
│                    MCP ARCHITECTURE IN SCOUT                                │
├─────────────────────────────────────────────────────────────────────────────┤
│                                                                               │
│   ┌─────────────────────────────────────────────────────────────────────┐    │
│   │                        SCOUT CORE                                   │    │
│   │              (OpenClaw Agent + Microsoft Extensions)               │    │
│   └───────────────────────────┬─────────────────────────────────────────┘    │
│                               │                                               │
│   ┌───────────────────────────▼─────────────────────────────────────────┐    │
│   │                    MCP CLIENT LAYER                                  │    │
│   │   ┌─────────────┐  ┌─────────────┐  ┌─────────────┐  ┌────────────┐ │    │
│   │   │   Server    │  │   Server    │  │   Server    │  │   Server   │ │    │
│   │   │   Manager   │  │   Discovery │  │   Tool      │  │   Resource │ │    │
│   │   │             │  │             │  │   Registry  │  │   Manager  │ │    │
│   │   └─────────────┘  └─────────────┘  └─────────────┘  └────────────┘ │    │
│   └───────────────────────────┬───────────────────────────────────────────┘    │
│                               │                                               │
│   ┌───────────────────────────▼───────────────────────────────────────────┐    │
│   │                    TRANSPORT LAYER                                     │    │
│   │      stdio        │        SSE        │       WebSocket              │    │
│   │   (Local)         │      (HTTP)       │       (Real-time)           │    │
│   └───────────────────────┬───────────────────────────────────────────────┘    │
│                           │                                                   │
│   ┌───────────────────────▼───────────────────────────────────────────────┐    │
│   │                    MCP SERVER ECOSYSTEM                                  │    │
│   │  ┌──────────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐  │    │
│   │  │ Microsoft│ │  Custom  │ │ External │ │  n8n     │ │ Internal │  │    │
│   │  │   365    │ │ Company  │ │   APIs   │ │ Workflows│ │ Database │  │    │
│   │  │  Server  │ │  Server  │ │  Server  │ │  Server  │ │  Server  │  │    │
│   │  └──────────┘ └──────────┘ └──────────┘ └──────────┘ └──────────┘  │    │
│   └──────────────────────────────────────────────────────────────────────┘    │
│                                                                               │
└─────────────────────────────────────────────────────────────────────────────┘

// MCP Resource definition
interface MCPResource {
  uri: string;           // Unique identifier (e.g., "file:///docs/report.pdf")
  name: string;         // Human-readable name
  mimeType: string;     // Content type
  description?: string;
}

// Scout resource access
class ScoutResourceManager {
  async readResource(uri: string): Promise<ResourceContent> {
    // Parse URI to determine source
    const { protocol, path } = this.parseUri(uri);
    
    switch (protocol) {
      case 'file:':
        return await this.readFile(path);
      case 'sharepoint:':
        return await this.readSharePoint(path);
      case 'salesforce:':
        return await this.readSalesforce(path);
      case 'database:':
        return await this.queryDatabase(path);
      default:
        throw new Error(`Unknown protocol: ${protocol}`);
    }
  }
}

// Example resource URIs in Scout
const examples = {
  // SharePoint document
  sharepointDoc: 'sharepoint://sites/project/documents/specs.md',
  
  // Salesforce record
  salesforceOpportunity: 'salesforce://opportunity/0065g00000ABC123',
  
  // Local file
  localFile: 'file:///users/me/documents/budget.xlsx',
  
  // Database query
  databaseQuery: 'database://postgres/reports/monthly_sales',
};

// MCP Tool definition
interface MCPTool {
  name: string;
  description: string;
  inputSchema: JSONSchema;
}

// Tool execution in Scout
interface ToolExecution {
  tool: string;
  params: any;
  context: ExecutionContext;
}

// Scout tool registry
class ScoutToolRegistry {
  private tools: Map<string, MCPTool> = new Map();
  private servers: Map<string, MCPServer> = new Map();
  
  // Register MCP server
  async registerServer(config: ServerConfig): Promise<void> {
    const server = await this.connectToServer(config);
    const tools = await server.listTools();
    
    for (const tool of tools) {
      this.tools.set(`${config.name}_${tool.name}`, {
        ...tool,
        server: config.name,
      });
    }
    
    this.servers.set(config.name, server);
  }
  
  // Execute tool with approval flow
  async executeTool(request: ToolExecution): Promise<ToolResult> {
    const tool = this.tools.get(request.tool);
    if (!tool) throw new Error(`Tool not found: ${request.tool}`);
    
    // Check if approval required
    if (this.requiresApproval(tool, request)) {
      const approved = await this.requestApproval(request);
      if (!approved) throw new Error('Tool execution not approved');
    }
    
    // Execute via MCP server
    const server = this.servers.get(tool.server);
    return await server.callTool(tool.name, request.params);
  }
}

// MCP Prompt definition
interface MCPPrompt {
  name: string;
  description: string;
  arguments?: PromptArgument[];
}

// Scout prompt usage
class ScoutPromptManager {
  // Register standard prompts
  registerStandardPrompts() {
    this.registerPrompt({
      name: 'meeting_prep',
      description: 'Prepare for an upcoming meeting',
      arguments: [
        { name: 'meeting_id', description: 'Teams meeting ID', required: true },
        { name: 'attendees', description: 'List of attendees', required: false },
      ],
      template: `
        Meeting: {{meeting_id}}
        Attendees: {{attendees}}
        
        Please:
        1. Review previous meeting minutes
        2. Check shared documents
        3. Research attendees
        4. Prepare talking points
        5. Identify open action items
      `,
    });
  }
  
  // Render prompt with context
  async renderPrompt(name: string, args: any): Promise<string> {
    const prompt = this.prompts.get(name);
    if (!prompt) throw new Error(`Prompt not found: ${name}`);
    
    return this.templateEngine.render(prompt.template, args);
  }
}

# ~/.config/scout/mcp.yml
mcp_servers:
  # Microsoft 365 MCP Server (built-in)
  microsoft_365:
    type: builtin
    config:
      tenant_id: "${AZURE_TENANT_ID}"
      client_id: "${AZURE_CLIENT_ID}"
      scopes:
        - "https://graph.microsoft.com/Mail.Read"
        - "https://graph.microsoft.com/Calendars.ReadWrite"
        - "https://graph.microsoft.com/Files.ReadWrite"
        - "https://graph.microsoft.com/Team.ReadBasic.All"
        
  # Custom company MCP server
  company_api:
    type: sse
    url: "https://mcp.company.com/sse"
    headers:
      Authorization: "Bearer ${COMPANY_API_TOKEN}"
    timeout: 30000
    
  # n8n MCP server for workflows
  n8n_automation:
    type: stdio
    command: "node"
    args: ["/opt/n8n-mcp-server/dist/index.js"]
    env:
      N8N_HOST: "https://n8n.company.com"
      N8N_API_KEY: "${N8N_API_KEY}"
    
  # Local development server
  local_dev:
    type: stdio
    command: "python"
    args: ["-m", "mcp_server_dev"]
    cwd: "/home/user/dev/mcp-server"

# Tool approval settings
approvals:
  auto_approve:
    - "microsoft_365_search"
    - "microsoft_365_read_email"
    - "microsoft_365_get_calendar"
    
  require_approval:
    - pattern: ".*send.*"
      description: "Any send operation"
    - pattern: ".*delete.*"
      description: "Any delete operation"
    - pattern: ".*create_meeting.*"
      description: "Calendar invites"
      approvers: ["calendar_admin"]
      
  high_risk:
    - pattern: ".*transfer.*funds.*"
      approvers: ["finance_director", "cfo"]
      requires_mfa: true

// Dynamic tool discovery
class ScoutMCPDiscovery {
  async discoverTools(): Promise<ToolCatalog> {
    const catalog: ToolCatalog = {
      tools: [],
      resources: [],
      prompts: [],
    };
    
    for (const [name, server] of this.servers) {
      try {
        // Query server capabilities
        const capabilities = await server.getCapabilities();
        
        // Get tools
        const tools = await server.listTools();
        catalog.tools.push(...tools.map(t => ({
          ...t,
          server: name,
          serverCapabilities: capabilities,
        })));
        
        // Get resources
        const resources = await server.listResources();
        catalog.resources.push(...resources.map(r => ({
          ...r,
          server: name,
        })));
        
        // Get prompts
        const prompts = await server.listPrompts();
        catalog.prompts.push(...prompts.map(p => ({
          ...p,
          server: name,
        })));
        
      } catch (error) {
        console.error(`Failed to discover from ${name}:`, error);
      }
    }
    
    return catalog;
  }
}

// Custom MCP Server for Scout
import { Server } from '@modelcontextprotocol/sdk/server/index.js';
import { StdioServerTransport } from '@modelcontextprotocol/sdk/server/stdio.js';
import {
  CallToolRequestSchema,
  ListToolsRequestSchema,
} from '@modelcontextprotocol/sdk/types.js';

class CompanyMCPServer {
  private server: Server;
  
  constructor() {
    this.server = new Server(
      {
        name: 'company-mcp-server',
        version: '1.0.0',
      },
      {
        capabilities: {
          tools: {},
          resources: {},
        },
      }
    );
    
    this.setupHandlers();
  }
  
  private setupHandlers() {
    // List available tools
    this.server.setRequestHandler(ListToolsRequestSchema, async () => {
      return {
        tools: [
          {
            name: 'query_customer_data',
            description: 'Query customer information from CRM',
            inputSchema: {
              type: 'object',
              properties: {
                customer_id: {
                  type: 'string',
                  description: 'Customer ID',
                },
                include_orders: {
                  type: 'boolean',
                  description: 'Include order history',
                  default: false,
                },
              },
              required: ['customer_id'],
            },
          },
          {
            name: 'create_support_ticket',
            description: 'Create a support ticket',
            inputSchema: {
              type: 'object',
              properties: {
                customer_id: { type: 'string' },
                issue: { type: 'string' },
                priority: {
                  type: 'string',
                  enum: ['low', 'medium', 'high', 'critical'],
                },
              },
              required: ['customer_id', 'issue', 'priority'],
            },
          },
        ],
      };
    });
    
    // Execute tool
    this.server.setRequestHandler(CallToolRequestSchema, async (request) => {
      const { name, arguments: args } = request.params;
      
      switch (name) {
        case 'query_customer_data':
          return await this.queryCustomerData(args);
        case 'create_support_ticket':
          return await this.createSupportTicket(args);
        default:
          throw new Error(`Unknown tool: ${name}`);
      }
    });
  }
  
  private async queryCustomerData(args: any) {
    // Integration with company CRM
    const customer = await companyCRM.getCustomer(args.customer_id);
    
    if (args.include_orders) {
      customer.orders = await companyCRM.getOrders(args.customer_id);
    }
    
    return {
      content: [
        {
          type: 'text',
          text: JSON.stringify(customer, null, 2),
        },
      ],
    };
  }
  
  async run() {
    const transport = new StdioServerTransport();
    await this.server.connect(transport);
    console.error('Company MCP Server running on stdio');
  }
}

// Start server
const server = new CompanyMCPServer();
server.run().catch(console.error);

┌─────────────────────────────────────────────────────────────────────────────┐
│                    WINDOWS MXC SANDBOX ARCHITECTURE                         │
├─────────────────────────────────────────────────────────────────────────────┤
│                                                                               │
│   ┌─────────────────────────────────────────────────────────────────────┐    │
│   │                        HOST SYSTEM                                  │    │
│   │   ┌─────────────────────────────────────────────────────────────┐   │    │
│   │   │           WINDOWS HYPERVISOR (Hyper-V)                       │   │    │
│   │   │     ┌─────────────────────────────────────────────────────┐ │   │    │
│   │   │     │                HARDWARE ISOLATION                    │ │   │    │
│   │   │     │  ┌──────────────┐ ┌──────────────┐ ┌──────────────┐│ │   │    │
│   │   │     │  │   VBS        │ │   VBS        │ │   VBS        ││ │   │    │
│   │   │     │  │  Enclave     │ │  Enclave     │ │  Enclave     ││ │   │    │
│   │   │     │  │  (Scout      │ │  (Skill      │ │  (Tool       ││ │   │    │
│   │   │     │  │   Core)      │ │   Alpha)     │ │   Runner)    ││ │   │    │
│   │   │     │  │              │ │              │ │              ││ │   │    │
│   │   │     │  │  • Agent     │ │  • Custom    │ │  • External  ││ │   │    │
│   │   │     │  │    Memory    │ │    Skills    │ │    Tools     ││ │   │    │
│   │   │     │  │  • Reasoning   │ │  • Company   │ │  • MCP       ││ │   │    │
│   │   │     │  │    Engine    │ │    Logic     │ │    Calls     ││ │   │    │
│   │   │     │  │  • Identity    │ │  • Data      │ │  • API       ││ │   │    │
│   │   │     │  │    Store     │ │    Access    │ │    Access    ││ │   │    │
│   │   │     │  └──────────────┘ └──────────────┘ └──────────────┘│ │   │    │
│   │   │     └─────────────────────────────────────────────────────┘ │   │    │
│   │   └─────────────────────────────────────────────────────────────┘   │    │
│   │                                                                   │    │
│   │   Security Features:                                              │    │
│   │   • Memory encryption (VBS)                                       │    │
│   │   • TPM attestation                                               │    │
│   │   • Code integrity verification                                   │    │
│   │   • Secure boot chain                                             │    │
│   │   • Memory access isolation                                       │    │
│   │                                                                   │    │
│   └─────────────────────────────────────────────────────────────────────┘    │
│                                                                               │
└─────────────────────────────────────────────────────────────────────────────┘

┌─────────────────────────────────────────────────────────┐
│                  VBS ARCHITECTURE                       │
├─────────────────────────────────────────────────────────┤
│                                                         │
│   Host OS (Windows)                                      │
│   ┌─────────────────────────────────────────────────┐   │
│   │  User Mode    │  Kernel Mode                    │   │
│   │  Applications │  Drivers                        │   │
│   └────────────────┬────────────────────────────────┘   │
│                    │                                     │
│   Hypervisor (Hyper-V)                                  │
│   ┌────────────────┼────────────────────────────────┐   │
│   │                │                                │   │
│   │   ┌────────────▼────────────┐                  │   │
│   │   │   Secure Kernel Mode    │                  │   │
│   │   │   (Isolated Memory)     │                  │   │
│   │   │                         │                  │   │
│   │   │   • Credential Guard    │                  │   │
│   │   │   • Device Guard        │                  │   │
│   │   │   • Scout Enclaves      │                  │   │
│   │   └─────────────────────────┘                  │   │
│   └─────────────────────────────────────────────────┘   │
│                                                         │
│   Hardware                                              │
│   • TPM 2.0                                            │
│   • VT-x/AMD-V                                         │
│   • Second Level Address Translation                   │
│   • IOMMU                                              │
│                                                         │
└─────────────────────────────────────────────────────────┘

// Enclave configuration for Scout components
interface EnclaveConfig {
  // Memory allocation
  memory: {
    size: string;      // e.g., "4GB"
    encryption: "AES-256-XTS";
    isolation: "hardware";
  };
  
  // CPU allocation
  cpu: {
    cores: number;
    priority: "realtime" | "high" | "normal";
    isolation: "dedicated" | "shared";
  };
  
  // Network policy
  network: {
    mode: "isolated" | "filtered" | "bridged";
    allowedEndpoints: string[];
    proxyRequired: boolean;
  };
  
  // Storage
  storage: {
    ephemeral: boolean;
    encryption: boolean;
    persistence: "memory" | "encrypted_disk";
  };
  
  // Attestation
  attestation: {
    required: boolean;
    policy: AttestationPolicy;
    reporting: AttestationReportConfig;
  };
}

// Scout enclaves
const scoutEnclaves = {
  coreAgent: {
    memory: { size: "8GB", encryption: "AES-256-XTS" },
    cpu: { cores: 4, priority: "high", isolation: "dedicated" },
    network: { mode: "filtered", allowedEndpoints: ["graph.microsoft.com"] },
    storage: { ephemeral: false, encryption: true },
    attestation: { required: true },
  },
  
  skillRunner: {
    memory: { size: "4GB", encryption: "AES-256-XTS" },
    cpu: { cores: 2, priority: "normal", isolation: "shared" },
    network: { mode: "filtered", proxyRequired: true },
    storage: { ephemeral: true, encryption: true },
    attestation: { required: true },
  },
  
  toolExecutor: {
    memory: { size: "2GB", encryption: "AES-256-XTS" },
    cpu: { cores: 1, priority: "normal", isolation: "shared" },
    network: { mode: "isolated" },
    storage: { ephemeral: true, encryption: true },
    attestation: { required: false },
  },
};

# Enable Scout code integrity
Set-ItemProperty -Path "HKLM:\SYSTEM\CurrentControlSet\Control\DeviceGuard" `
  -Name "EnableVirtualizationBasedSecurity" -Value 1

Set-ItemProperty -Path "HKLM:\SYSTEM\CurrentControlSet\Control\DeviceGuard" `
  -Name "RequirePlatformSecurityFeatures" -Value 1

# Configure Scout policy
$policy = @"
<Policy>
  <Rules>
    <Rule>
      <Name>Scout Core</Name>
      <Path>%PROGRAMFILES%\Microsoft Scout\core.exe</Path>
      <Signer>Microsoft Corporation</Signer>
      <Action>Allow</Action>
    </Rule>
    <Rule>
      <Name>Scout Skills</Name>
      <Path>%PROGRAMFILES%\Microsoft Scout\skills\*</Path>
      <Signer>Microsoft Corporation</Signer>
      <Action>Allow</Action>
    </Rule>
    <Rule>
      <Name>Verified Third-Party Skills</Name>
      <Path>%LOCALAPPDATA%\Microsoft Scout\skills\*</Path>
      <Signer>Verified Publishers</Signer>
      <Action>Allow</Action>
    </Rule>
  </Rules>
</Policy>
"@

Set-ScoutCodeIntegrityPolicy -Policy $policy

┌─────────────────────────────────────────────────────────┐
│              DATA PROTECTION LAYERS                     │
├─────────────────────────────────────────────────────────┤
│                                                         │
│   Layer 1: Data at Rest                                 │
│   • Scout memory encrypted with VBS                     │
│   • Keys stored in TPM 2.0                             │
│   • Memory pages encrypted when not active            │
│                                                         │
│   Layer 2: Data in Transit                            │
│   • All external communication via TLS 1.3           │
│   • Certificate pinning for Microsoft services         │
│   • Mutual TLS for enterprise MCP servers             │
│                                                         │
│   Layer 3: Data in Use                                │
│   • Agent memory isolated from host OS               │
│   • Skill execution in separate enclaves            │
│   • No direct memory access between enclaves         │
│                                                         │
│   Layer 4: Access Control                             │
│   • Windows Hello for Business authentication        │
│   • Entra ID conditional access                       │
│   • Multi-factor enforcement for sensitive actions    │
│                                                         │
└─────────────────────────────────────────────────────────┘

# Check MXC compatibility
Get-ComputerInfo | Select HyperV*, DeviceGuard*, CredentialGuard*

# Required hardware features
$requirements = @{
    "TPM 2.0" = (Get-Tpm).TpmPresent
    "Secure Boot" = (Confirm-SecureBootUEFI) -eq 0
    "VT-x/AMD-V" = (Get-ComputerInfo).HyperVRequirementVirtualizationFirmwareEnabled
    "Second Level Address Translation" = $true  # Required for Hyper-V
    "IOMMU" = (Get-ComputerInfo).HyperVRequirementIOMMUSLAT
}

$requirements

# Enable Windows features for Scout
Enable-WindowsOptionalFeature -Online -FeatureName Microsoft-Hyper-V -All
Enable-WindowsOptionalFeature -Online -FeatureName Microsoft-Hyper-V-Management-PowerShell -All
Enable-WindowsOptionalFeature -Online -FeatureName IsolatedUserMode -All

# Configure VBS
Set-ItemProperty -Path "HKLM:\SYSTEM\CurrentControlSet\Control\DeviceGuard" `
  -Name "EnableVirtualizationBasedSecurity" -Value 1

# Enable Credential Guard (protects Scout authentication)
Enable-WindowsOptionalFeature -Online -FeatureName Windows-Defender-ApplicationGuard

# Configure Scout-specific policies
Set-ScoutConfiguration -VMIsolation Enabled -EnclaveEncryption AES256 `
  -AttestationRequired $true -SecureBootEnforced $true

# Restart required
Restart-Computer

# Check Scout enclave status
Get-ScoutEnclaveStatus

# Expected output:
# Enclave            Status    Memory     CPU    Network    Attestation
# -----              ------    ------     ---    -------    -----------
# Scout-Core         Running   8GB        4      Filtered   Verified
# Scout-Skills       Running   4GB        2      Proxy      Verified
# Scout-Tools        Running   2GB        1      Isolated   N/A

# Check memory encryption
Get-VMSecurity -VMName "Scout-Core"

# Check attestation reports
Get-ScoutAttestationReport | Format-List

┌─────────────────────────────────────────────────────────────────────────────┐
│                    SCOUT DEPLOYMENT MODELS                                  │
├─────────────────────────────────────────────────────────────────────────────┤
│                                                                               │
│   ┌─────────────────────────────────────────────────────────────────────┐    │
│   │                 MODEL 1: MICROSOFT HOSTED                          │    │
│   │                                                                     │    │
│   │   Microsoft Cloud                                                   │    │
│   │   ┌─────────────────────────────────────────────────────────────┐   │    │
│   │   │  ┌─────────┐ ┌─────────┐ ┌─────────┐ ┌─────────┐        │   │    │
│   │   │  │ Scout   │ │ Scout   │ │ Scout   │ │ Scout   │ ...     │   │    │
│   │   │  │ Tenant 1│ │ Tenant 2│ │ Tenant 3│ │ Tenant 4│        │   │    │
│   │   │  │ Instance│ │ Instance│ │ Instance│ │ Instance│        │   │    │
│   │   │  └────┬────┘ └────┬────┘ └────┬────┘ └────┬────┘        │   │    │
│   │   │       └───────────┴─────┬─────┴───────────┘              │   │    │
│   │   │                    ┌────▼────┐                           │   │    │
│   │   │                    │ M365    │                           │   │    │
│   │   │                    │ Graph   │                           │   │    │
│   │   │                    └────┬────┘                           │   │    │
│   │   │                         │                                │   │    │
│   │   │                   ┌─────▼──────┐                          │   │    │
│   │   │                   │ Enterprise │                          │   │    │
│   │   │                   │ Tenant     │                          │   │    │
│   │   │                   └────────────┘                          │   │    │
│   │   └─────────────────────────────────────────────────────────────┘   │    │
│   │                                                                     │    │
│   │   Pros: Zero infrastructure, automatic updates                     │    │
│   │   Cons: Data leaves premises, limited customization                │    │
│   │                                                                     │    │
│   └─────────────────────────────────────────────────────────────────────┘    │
│                                                                               │
│   ┌─────────────────────────────────────────────────────────────────────┐    │
│   │                 MODEL 2: HYBRID (RECOMMENDED)                       │    │
│   │                                                                     │    │
│   │   ┌─────────────────────────────────────────────────────────────┐ │    │
│   │   │              ON-PREMISES                                      │ │    │
│   │   │  ┌─────────────────────────────────────────────────────┐   │ │    │
│   │   │  │  Scout Gateway (OpenClaw Core)                       │   │ │    │
│   │   │  │  • Agent identity and memory                         │   │ │    │
│   │   │  │  • Custom skills                                    │   │ │    │
│   │   │  │  • Enterprise MCP servers                           │   │ │    │
│   │   │  └─────────────────────┬───────────────────────────────┘   │ │    │
│   │   │                        │                                    │ │    │
│   │   │   ┌────────────────────▼──────────────────────────────┐   │ │    │
│   │   │   │  MXC Isolated Enclaves                            │   │ │    │
│   │   │   │  • Secure execution environment                     │   │ │    │
│   │   │   └───────────────────────────────────────────────────┘   │ │    │
│   │   └─────────────────────────────────────────────────────────────┘ │    │
│   │                              │                                      │    │
│   │                        ┌─────▼──────┐                               │    │
│   │                        │   Secure   │                               │    │
│   │                        │   Tunnel   │                               │    │
│   │                        └─────┬──────┘                               │    │
│   │                              │                                      │    │
│   │   ┌──────────────────────────▼────────────────────────────────┐   │    │
│   │   │              MICROSOFT CLOUD                                │   │    │
│   │   │  ┌───────────────┐  ┌───────────────┐                    │   │    │
│   │   │  │ Scout Cloud   │  │ M365 Services │                    │   │    │
│   │   │  │ Services      │  │ (Teams, etc.) │                    │   │    │
│   │   │  └───────────────┘  └───────────────┘                    │   │    │
│   │   └───────────────────────────────────────────────────────────┘   │    │
│   │                                                                     │    │
│   │   Pros: Data sovereignty, cloud convenience                      │    │
│   │   Cons: Requires gateway management                              │    │
│   │                                                                     │    │
│   └─────────────────────────────────────────────────────────────────────┘    │
│                                                                               │
│   ┌─────────────────────────────────────────────────────────────────────┐    │
│   │                 MODEL 3: FULLY ON-PREMISES                         │    │
│   │                                                                     │    │
│   │   Enterprise Data Center                                              │    │
│   │   ┌─────────────────────────────────────────────────────────────┐   │    │
│   │   │  Kubernetes Cluster / VMs                                   │   │    │
│   │   │  ┌─────────┐ ┌─────────┐ ┌─────────┐ ┌─────────┐         │   │    │
│   │   │  │ Scout   │ │ Scout   │ │ Scout   │ │ Scout   │ ...      │   │    │
│   │   │  │ Gateway │ │ Gateway │ │ Gateway │ │ Gateway │         │   │    │
│   │   │  │ Pod 1   │ │ Pod 2   │ │ Pod 3   │ │ Pod 4   │         │   │    │
│   │   │  └────┬────┘ └────┬────┘ └────┬────┘ └────┬────┘         │   │    │
│   │   │       └───────────┴─────┬─────┴───────────┘              │   │    │
│   │   │                    ┌────▼────┐                            │   │    │
│   │   │                    │  Load   │                            │   │    │
│   │   │                    │Balancer │                            │   │    │
│   │   │                    └────┬────┘                            │   │    │
│   │   └─────────────────────────┼─────────────────────────────────┘   │    │
│   │                             │                                       │    │
│   │   ┌─────────────────────────▼─────────────────────────────────┐   │    │
│   │   │  Internal Services                                        │   │    │
│   │   │  • Exchange Server   • SharePoint On-Prem                │   │    │
│   │   │  • SQL Server        • Custom Applications               │   │    │
│   │   └───────────────────────────────────────────────────────────┘   │    │
│   │                                                                     │    │
│   │   Pros: Complete control, air-gapped possible                    │    │
│   │   Cons: Full management burden, limited M365 features            │    │
│   │                                                                     │    │
│   └─────────────────────────────────────────────────────────────────────┘    │
│                                                                               │
└─────────────────────────────────────────────────────────────────────────────┘

# Scout Enterprise Deployment Checklist
planning:
  business:
    - define_use_cases
    - identify_pilot_group
    - establish_success_metrics
    - create_communication_plan
    
  technical:
    - assess_infrastructure
    - review_security_requirements
    - plan_integration_points
    - design_backup_strategy
    
  governance:
    - establish_data_policies
    - define_approval_workflows
    - create_audit_requirements
    - plan_skill_management
    
implementation:
  phase1_infrastructure:
    - deploy_scout_gateways
    - configure_mxc_isolation
    - setup_monitoring
    - establish_security_policies
    
  phase2_integration:
    - connect_m365_services
    - deploy_mcp_servers
    - configure_enterprise_skills
    - test_end_to_end
    
  phase3_rollout:
    - pilot_with_power_users
    - expand_to_department
    - organization_wide_rollout
    - continuous_optimization

# Scout Infrastructure Requirements
small_deployment:
  users: "up_to_500"
  infrastructure:
    gateways:
      count: 2
      specs: "4 CPU, 16GB RAM, 100GB SSD"
    database:
      type: "PostgreSQL"
      specs: "2 CPU, 8GB RAM, 200GB storage"
    cache:
      type: "Redis"
      specs: "2 CPU, 4GB RAM"
    network:
      bandwidth: "100 Mbps"
      latency: "<50ms to M365"

medium_deployment:
  users: "500_to_5000"
  infrastructure:
    gateways:
      count: 4
      specs: "8 CPU, 32GB RAM, 500GB SSD"
    database:
      type: "PostgreSQL Cluster"
      specs: "4 CPU, 16GB RAM, 1TB storage"
    cache:
      type: "Redis Cluster"
      specs: "4 CPU, 16GB RAM"
    network:
      bandwidth: "1 Gbps"
      latency: "<20ms to M365"

large_deployment:
  users: "5000_plus"
  infrastructure:
    gateways:
      count: "10+ (auto-scaling)"
      specs: "16 CPU, 64GB RAM, 1TB NVMe"
    database:
      type: "PostgreSQL HA Cluster"
      specs: "8 CPU, 32GB RAM, 5TB storage"
    cache:
      type: "Redis Sentinel Cluster"
      specs: "8 CPU, 32GB RAM"
    network:
      bandwidth: "10 Gbps"
      latency: "<10ms to M365"
      dedicated: true

# scout-deployment.yaml
apiVersion: apps/v1
kind: Deployment
metadata:
  name: scout-gateway
  namespace: scout
spec:
  replicas: 3
  selector:
    matchLabels:
      app: scout-gateway
  template:
    metadata:
      labels:
        app: scout-gateway
    spec:
      containers:
      - name: scout-gateway
        image: mcr.microsoft.com/scout/gateway:latest
        resources:
          requests:
            memory: "4Gi"
            cpu: "2"
          limits:
            memory: "8Gi"
            cpu: "4"
        env:
        - name: SCOUT_TENANT_ID
          valueFrom:
            secretKeyRef:
              name: scout-secrets
              key: tenant-id
        - name: SCOUT_CLIENT_ID
          valueFrom:
            secretKeyRef:
              name: scout-secrets
              key: client-id
        - name: SCOUT_CLIENT_SECRET
          valueFrom:
            secretKeyRef:
              name: scout-secrets
              key: client-secret
        - name: MXC_ENABLED
          value: "true"
        - name: MEMORY_BACKEND
          value: "redis"
        - name: REDIS_URL
          valueFrom:
            secretKeyRef:
              name: scout-secrets
              key: redis-url
        volumeMounts:
        - name: mcp-config
          mountPath: /config/mcp
          readOnly: true
        - name: skills
          mountPath: /opt/scout/skills
          readOnly: true
      volumes:
      - name: mcp-config
        configMap:
          name: scout-mcp-config
      - name: skills
        persistentVolumeClaim:
          claimName: scout-skills
      securityContext:
        runAsUser: 1000
        runAsGroup: 1000
        fsGroup: 1000
---
apiVersion: v1
kind: Service
metadata:
  name: scout-gateway
  namespace: scout
spec:
  selector:
    app: scout-gateway
  ports:
  - port: 3000
    targetPort: 3000
  type: ClusterIP
---
apiVersion: autoscaling/v2
kind: HorizontalPodAutoscaler
metadata:
  name: scout-gateway-hpa
  namespace: scout
spec:
  scaleTargetRef:
    apiVersion: apps/v1
    kind: Deployment
    name: scout-gateway
  minReplicas: 3
  maxReplicas: 20
  metrics:
  - type: Resource
    resource:
      name: cpu
      target:
        type: Utilization
        averageUtilization: 70
  - type: Resource
    resource:
      name: memory
      target:
        type: Utilization
        averageUtilization: 80

┌─────────────────────────────────────────────────────────────────────────────┐
│                    SCOUT SECURITY FRAMEWORK                                 │
├─────────────────────────────────────────────────────────────────────────────┤
│                                                                               │
│   ┌─────────────────────────────────────────────────────────────────────┐    │
│   │              DEFENSE IN DEPTH LAYERS                                 │    │
│   │                                                                     │    │
│   │   Layer 7: Application Security                                     │    │
│   │   • Input validation and sanitization                              │    │
│   │   • Output encoding and filtering                                  │    │
│   │   • Secure coding practices                                        │    │
│   │   • Dependency scanning                                            │    │
│   │                                                                     │    │
│   │   Layer 6: Identity and Access Management                           │    │
│   │   • Microsoft Entra ID integration                                 │    │
│   │   • Multi-factor authentication                                    │    │
│   │   • Conditional access policies                                    │    │
│   │   • Privileged identity management                                 │    │
│   │                                                                     │    │
│   │   Layer 5: Agent Security                                           │    │
│   │   • Skill sandboxing (MXC)                                         │    │
│   │   • Tool execution approval flows                                  │    │
│   │   • Memory encryption                                                │    │
│   │   • Identity isolation                                              │    │
│   │                                                                     │    │
│   │   Layer 4: Communication Security                                     │    │
│   │   • TLS 1.3 for all connections                                    │    │
│   │   • Certificate pinning                                              │    │
│   │   • Mutual TLS for MCP servers                                      │    │
│   │   • API authentication                                              │    │
│   │                                                                     │    │
│   │   Layer 3: Data Security                                              │    │
│   │   • Encryption at rest (AES-256)                                   │    │
│   │   • Customer-managed keys (CMK)                                   │    │
│   │   • Data classification and labeling                               │    │
│   │   • Data loss prevention (DLP)                                    │    │
│   │                                                                     │    │
│   │   Layer 2: Platform Security                                          │    │
│   │   • Hardware-based isolation (MXC)                                   │    │
│   │   • Virtualization-based security (VBS)                            │    │
│   │   • Secure boot and code integrity                                  │    │
│   │   • TPM attestation                                                  │    │
│   │                                                                     │    │
│   │   Layer 1: Physical and Infrastructure Security                      │    │
│   │   • Azure datacenter security                                        │    │
│   │   • Network segmentation                                             │    │
│   │   • Physical access controls                                         │    │
│   │   • Environmental protections                                        │    │
│   │                                                                     │    │
│   └─────────────────────────────────────────────────────────────────────┘    │
│                                                                               │
└─────────────────────────────────────────────────────────────────────────────┘

# Scout Data Residency Configuration
data_residency:
  regions:
    americas:
      primary: "eastus"
      secondary: "westus2"
      compliance: ["SOC2", "ISO27001", "HIPAA"]
      
    europe:
      primary: "westeurope"
      secondary: "northeurope"
      compliance: ["GDPR", "SOC2", "ISO27001"]
      
    asia_pacific:
      primary: "southeastasia"
      secondary: "eastasia"
      compliance: ["SOC2", "ISO27001", "PDPA"]
      
    government:
      us_gov:
        regions: ["usgovvirginia", "usgovtexas"]
        compliance: ["FedRAMP", "ITAR", "DFARS"]
        
  configuration:
    data_at_rest:
      storage: "region_local"
      replication: "same_region"
      
    data_in_transit:
      routing: "region_local"
      fallback: "nearest_region"
      
    data_processing:
      ai_inference: "region_local"
      model_training: "customer_choice"

// Scout audit event structure
interface ScoutAuditEvent {
  // Event identification
  eventId: string;
  eventType: ScoutEventType;
  timestamp: string;
  
  // Actor information
  actor: {
    userId: string;
    scoutIdentity: string;
    entraId: string;
    ipAddress: string;
    deviceId: string;
  };
  
  // Action details
  action: {
    type: string;
    tool?: string;
    mcpServer?: string;
    parameters?: any;
    result?: any;
  };
  
  // Context
  context: {
    conversationId: string;
    sessionId: string;
    tenantId: string;
    location: string;
  };
  
  // Compliance
  classification: DataClassification;
  retentionPolicy: string;
  complianceTags: string[];
}

// Audit categories
enum ScoutEventType {
  // User interactions
  CONVERSATION_STARTED = "conversation.started",
  MESSAGE_RECEIVED = "message.received",
  MESSAGE_SENT = "message.sent",
  
  // Tool execution
  TOOL_INVOKED = "tool.invoked",
  TOOL_COMPLETED = "tool.completed",
  TOOL_FAILED = "tool.failed",
  
  // MCP operations
  MCP_CONNECTED = "mcp.connected",
  MCP_DISCONNECTED = "mcp.disconnected",
  MCP_ERROR = "mcp.error",
  
  // Security events
  AUTHENTICATION = "security.auth",
  AUTHORIZATION = "security.authz",
  ANOMALY_DETECTED = "security.anomaly",
  POLICY_VIOLATION = "security.policy_violation",
  
  // Data operations
  DATA_ACCESSED = "data.accessed",
  DATA_MODIFIED = "data.modified",
  DATA_EXPORTED = "data.exported",
}

# Security monitoring configuration
monitoring:
  siem_integration:
    providers:
      - microsoft_sentinel
      - splunk
      - elastic
      - qradar
    
    event_forwarding:
      frequency: "realtime"
      format: "CEF"
      filters:
        - security_events
        - compliance_events
        - high_risk_operations
        
  anomaly_detection:
    patterns:
      - unusual_access_times
      - excessive_data_download
      - privilege_escalation_attempts
      - unauthorized_tool_invocations
      
    thresholds:
      failed_auth_attempts: 5
      data_volume_daily: "10GB"
      api_calls_per_minute: 1000
      
  alerting:
    channels:
      - security_team_email
      - soc_slack_channel
      - pagerduty_integration
      
    severity_levels:
      critical: immediate
      high: 15_minutes
      medium: 1_hour
      low: 24_hours

┌─────────────────────────────────────────────────────────────────────────────┐
│                    SCOUT SKILLS ARCHITECTURE                                │
├─────────────────────────────────────────────────────────────────────────────┤
│                                                                               │
│   ┌─────────────────────────────────────────────────────────────────────┐    │
│   │                    SKILL REGISTRY                                    │    │
│   │                                                                     │    │
│   │   Built-in Skills                                                   │    │
│   │   ┌──────────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐            │    │
│   │   │ Microsoft│ │ Calendar │ │ Document │ │ Search   │            │    │
│   │   │ 365 Core │ │Intel     │ │ Generation│ │ &        │            │    │
│   │   │          │ │          │ │          │ │ Retrieval│            │    │
│   │   └──────────┘ └──────────┘ └──────────┘ └──────────┘            │    │
│   │                                                                     │    │
│   │   Custom Skills                                                     │    │
│   │   ┌──────────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐            │    │
│   │   │ Company  │ │ Industry │ │ Proprietary│ │ Workflow │            │    │
│   │   │ Specific │ │ Specific │ │   Logic    │ │ Automation│            │    │
│   │   └──────────┘ └──────────┘ └──────────┘ └──────────┘            │    │
│   │                                                                     │    │
│   │   Third-Party Skills                                                │    │
│   │   ┌──────────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐            │    │
│   │   │ Salesforce│ │ ServiceNow│ │ SAP      │ │ Custom   │            │    │
│   │   │ Connector│ │ Connector│ │ Connector│ │ APIs     │            │    │
│   │   └──────────┘ └──────────┘ └──────────┘ └──────────┘            │    │
│   │                                                                     │    │
│   └─────────────────────────────────────────────────────────────────────┘    │
│                                                                               │
└─────────────────────────────────────────────────────────────────────────────┘

// Scout Skill Definition
interface ScoutSkill {
  // Metadata
  metadata: {
    name: string;
    version: string;
    description: string;
    author: string;
    license: string;
    tags: string[];
  };
  
  // Runtime configuration
  runtime: {
    type: "python" | "javascript" | "wasm" | "container";
    entrypoint: string;
    dependencies: Dependency[];
    environment: Record<string, string>;
  };
  
  // Capabilities
  capabilities: {
    triggers: Trigger[];
    actions: Action[];
    queries: Query[];
  };
  
  // Security
  security: {
    permissions: string[];
    sandbox: SandboxConfig;
    secrets: SecretConfig[];
  };
  
  // Integration
  integration: {
    mcpServers: string[];
    apis: APIConfig[];
    webhooks: WebhookConfig[];
  };
}

// Example: Sales Intelligence Skill
const salesIntelligenceSkill: ScoutSkill = {
  metadata: {
    name: "sales-intelligence",
    version: "1.0.0",
    description: "Provides sales insights and recommendations",
    author: "Tropical Media",
    license: "MIT",
    tags: ["sales", "crm", "intelligence"],
  },
  
  runtime: {
    type: "python",
    entrypoint: "skill.py",
    dependencies: [
      { name: "requests", version: "^2.31.0" },
      { name: "pandas", version: "^2.0.0" },
      { name: "scikit-learn", version: "^1.3.0" },
    ],
    environment: {
      PYTHONPATH: "/opt/skill",
      LOG_LEVEL: "INFO",
    },
  },
  
  capabilities: {
    triggers: [
      {
        name: "new_opportunity",
        description: "Triggered when new opportunity created",
        source: "salesforce",
        event: "opportunity.created",
      },
    ],
    actions: [
      {
        name: "enrich_prospect",
        description: "Enrich prospect data with external sources",
        parameters: {
          prospect_id: { type: "string", required: true },
          sources: { type: "array", items: "string" },
        },
      },
      {
        name: "recommend_approach",
        description: "Recommend sales approach based on prospect profile",
        parameters: {
          prospect_id: { type: "string", required: true },
          opportunity_value: { type: "number" },
        },
      },
    ],
    queries: [
      {
        name: "get_similar_wins",
        description: "Find similar past wins",
        parameters: {
          industry: { type: "string" },
          size: { type: "string" },
          product: { type: "string" },
        },
      },
    ],
  },
  
  security: {
    permissions: [
      "salesforce.read",
      "linkedin.read",
      "clearbit.read",
    ],
    sandbox: {
      network: "filtered",
      allowedHosts: [
        "api.salesforce.com",
        "api.linkedin.com",
        "api.clearbit.com",
      ],
    },
    secrets: [
      { name: "SALESFORCE_TOKEN", required: true },
      { name: "LINKEDIN_TOKEN", required: true },
      { name: "CLEARBIT_TOKEN", required: true },
    ],
  },
  
  integration: {
    mcpServers: ["salesforce", "linkedin"],
    apis: [
      { name: "clearbit", endpoint: "https://api.clearbit.com" },
    ],
  },
};