Claude.ai Integration Specification

interface RetrievalFirstAI {
  // Claude's core principle: Find before you build
  retrieval_strategies: {
    pattern_matching: PatternMatcher;
    template_retrieval: TemplateEngine;
    component_composition: ComponentAssembler;
    knowledge_synthesis: KnowledgeSynthesizer;
  };
 
  // Minimize AI hallucinations through structured retrieval
  generation_minimization: {
    confidence_scoring: ConfidenceScorer;
    source_validation: SourceValidator;
    fact_checking: FactChecker;
    incremental_building: IncrementalBuilder;
  };
 
  // Continuous learning from successful interactions
  learning_loop: {
    interaction_logging: InteractionLogger;
    pattern_extraction: PatternExtractor;
    model_refinement: ModelRefiner;
    feedback_integration: FeedbackIntegrator;
  };
}

class ConstitutionalBusinessAI {
  private principles = {
    business_accuracy: "Prioritize factual business information",
    stakeholder_value: "Maximize value for all stakeholders",
    transparency: "Explain reasoning and confidence levels",
    safety: "Prevent harmful business recommendations",
    fairness: "Ensure equitable partnership opportunities"
  };
 
  async applyConstitutionalFilter(response: AIResponse): Promise<FilteredResponse> {
    // Apply business-specific constitutional rules
    const filtered = await this.filterBusinessResponse(response);
 
    // Validate against business principles
    const validated = await this.validateBusinessPrinciples(filtered);
 
    // Add transparency indicators
    const transparent = await this.addTransparencyIndicators(validated);
 
    return transparent;
  }
}

class ClaudeInspiredOrchestrator {
  private agents = {
    business_analyst: new BusinessAnalystAgent({
      expertise: 'market_analysis',
      tools: ['financial_modeling', 'market_research'],
      constitutional_rules: businessRules
    }),
 
    technical_architect: new TechnicalArchitectAgent({
      expertise: 'system_design',
      tools: ['architecture_patterns', 'scalability_analysis'],
      constitutional_rules: technicalRules
    }),
 
    partnership_specialist: new PartnershipSpecialistAgent({
      expertise: 'deal_structuring',
      tools: ['negotiation_modeling', 'roi_analysis'],
      constitutional_rules: partnershipRules
    }),
 
    risk_assessor: new RiskAssessmentAgent({
      expertise: 'due_diligence',
      tools: ['risk_modeling', 'compliance_checking'],
      constitutional_rules: riskRules
    })
  };
 
  async orchestrateBusinessQuery(query: BusinessQuery): Promise<BusinessResponse> {
    // Intelligent agent selection based on Claude's routing logic
    const primaryAgent = await this.selectPrimaryAgent(query);
    const supportingAgents = await this.selectSupportingAgents(query);
 
    // Collaborative processing with constitutional oversight
    const result = await this.collaborativeProcessing(
      primaryAgent,
      supportingAgents,
      query
    );
 
    // Constitutional review and refinement
    const reviewed = await this.constitutionalReview(result);
 
    return reviewed;
  }
}

interface AgentCommunication {
  message_passing: {
    structured_formats: StructuredMessage[];
    confidence_indicators: ConfidenceIndicator[];
    source_attribution: SourceAttribution[];
  };
 
  collaborative_reasoning: {
    hypothesis_generation: HypothesisGenerator;
    evidence_evaluation: EvidenceEvaluator;
    consensus_building: ConsensusBuilder;
  };
 
  constitutional_oversight: {
    rule_enforcement: RuleEnforcer;
    bias_detection: BiasDetector;
    safety_validation: SafetyValidator;
  };
}

class TreeOfThoughtsReasoner {
  async reasonWithTreeOfThoughts(problem: BusinessProblem): Promise<ReasonedSolution> {
    // Generate multiple reasoning paths
    const reasoningTrees = await this.generateReasoningTrees(problem);
 
    // Evaluate each path's business viability
    const evaluatedPaths = await this.evaluateBusinessViability(reasoningTrees);
 
    // Select optimal path with constitutional review
    const optimalPath = await this.selectOptimalPath(evaluatedPaths);
 
    // Synthesize final solution
    const solution = await this.synthesizeSolution(optimalPath);
 
    return solution;
  }
 
  private async generateReasoningTrees(problem: BusinessProblem): Promise<ReasoningTree[]> {
    const trees: ReasoningTree[] = [];
 
    // Claude-inspired: Generate diverse reasoning approaches
    const approaches = [
      'market_first',
      'technology_first',
      'partnership_first',
      'risk_first'
    ];
 
    for (const approach of approaches) {
      const tree = await this.buildReasoningTree(problem, approach);
      trees.push(tree);
    }
 
    return trees;
  }
}

class ConstitutionalChainOfThought {
  private constitutionalPrompts = {
    business_accuracy: "Ensure all claims are supported by verifiable business data",
    stakeholder_impact: "Consider impact on all stakeholders before recommending actions",
    transparency: "Explain the reasoning process and confidence levels clearly",
    ethical_bounds: "Ensure recommendations align with ethical business practices"
  };
 
  async applyConstitutionalCoT(query: string, context: BusinessContext): Promise<ReasonedResponse> {
    // Step-by-step constitutional reasoning
    const steps = await this.executeConstitutionalSteps(query, context);
 
    // Validate each step against principles
    const validatedSteps = await this.validateReasoningSteps(steps);
 
    // Synthesize constitutional response
    const response = await this.synthesizeConstitutionalResponse(validatedSteps);
 
    return response;
  }
}

class ClaudeInspiredKnowledgeBase {
  private knowledgeLayers = {
    factual_knowledge: FactualKnowledgeStore;
    experiential_knowledge: ExperientialKnowledgeStore;
    procedural_knowledge: ProceduralKnowledgeStore;
    strategic_knowledge: StrategicKnowledgeStore;
  };
 
  async integrateClaudeKnowledge(knowledge: ClaudeKnowledge): Promise<void> {
    // Extract different types of knowledge
    const factual = await this.extractFactualKnowledge(knowledge);
    const experiential = await this.extractExperientialKnowledge(knowledge);
    const procedural = await this.extractProceduralKnowledge(knowledge);
    const strategic = await this.extractStrategicKnowledge(knowledge);
 
    // Store in appropriate layers with constitutional validation
    await this.storeValidatedKnowledge({
      factual,
      experiential,
      procedural,
      strategic
    });
  }
 
  async retrieveContextualKnowledge(query: BusinessQuery): Promise<ContextualKnowledge> {
    // Multi-layer knowledge retrieval
    const layers = await Promise.all([
      this.knowledgeLayers.factual_knowledge.search(query),
      this.knowledgeLayers.experiential_knowledge.search(query),
      this.knowledgeLayers.procedural_knowledge.search(query),
      this.knowledgeLayers.strategic_knowledge.search(query)
    ]);
 
    // Synthesize with constitutional oversight
    const synthesized = await this.synthesizeKnowledgeLayers(layers);
 
    return synthesized;
  }
}

interface EthicalAIGuidelines {
  business_ethics: {
    stakeholder_welfare: "Prioritize long-term stakeholder value";
    market_integrity: "Maintain fair and competitive market practices";
    transparency: "Provide clear explanations for AI recommendations";
    accountability: "Ensure human oversight for critical business decisions";
  };
 
  data_ethics: {
    privacy_protection: "Safeguard sensitive business and personal data";
    bias_mitigation: "Actively identify and reduce algorithmic bias";
    data_quality: "Ensure accuracy and reliability of data sources";
    consent_management: "Obtain appropriate consent for data usage";
  };
 
  ai_safety: {
    harm_prevention: "Prevent AI recommendations that could cause business harm";
    robustness: "Ensure AI systems remain stable under varying conditions";
    monitoring: "Continuously monitor AI performance and ethical compliance";
    improvement: "Regularly update ethical guidelines based on learnings";
  };
}

class ConstitutionalAIImplementation {
  private constitution = {
    core_principles: [
      "Maximize business value for all stakeholders",
      "Maintain highest standards of business ethics",
      "Provide transparent and explainable recommendations",
      "Ensure decisions are based on verifiable data",
      "Protect sensitive business information"
    ],
 
    application_rules: [
      "Validate all business recommendations against stakeholder impact",
      "Explain confidence levels and uncertainty factors",
      "Flag potential conflicts of interest",
      "Ensure recommendations are actionable and measurable",
      "Consider long-term business sustainability"
    ]
  };
 
  async applyConstitution(response: AIResponse): Promise<ConstitutionalResponse> {
    // Check against core principles
    const principleCheck = await this.checkCorePrinciples(response);
 
    // Apply application rules
    const ruleApplication = await this.applyApplicationRules(response);
 
    // Generate constitutional explanation
    const explanation = await this.generateConstitutionalExplanation(
      principleCheck,
      ruleApplication
    );
 
    return {
      original_response: response,
      constitutional_assessment: principleCheck,
      applied_rules: ruleApplication,
      explanation: explanation,
      compliance_score: this.calculateComplianceScore(principleCheck, ruleApplication)
    };
  }
}

class ContinuousLearningSystem {
  async learningIteration(interaction: UserInteraction): Promise<void> {
    // Capture interaction data
    const interactionData = await this.captureInteraction(interaction);
 
    // Extract learning signals
    const learningSignals = await this.extractLearningSignals(interactionData);
 
    // Update knowledge base
    await this.updateKnowledgeBase(learningSignals);
 
    // Refine AI models
    await this.refineAIModels(learningSignals);
 
    // Update constitutional rules if needed
    await this.updateConstitutionalRules(learningSignals);
 
    // Validate improvements
    await this.validateImprovements(learningSignals);
  }
 
  private async extractLearningSignals(data: InteractionData): Promise<LearningSignals> {
    return {
      successful_patterns: await this.identifySuccessfulPatterns(data),
      failure_modes: await this.identifyFailureModes(data),
      user_preferences: await this.extractUserPreferences(data),
      business_contexts: await this.extractBusinessContexts(data),
      ethical_boundary_cases: await this.identifyEthicalBoundaryCases(data)
    };
  }
}

class ClaudeIntegrationLayer {
  private claudeClient: ClaudeClient;
  private knowledgeBase: KnowledgeBase;
  private constitutionalEngine: ConstitutionalEngine;
 
  async processWithClaude(query: BusinessQuery, context: BusinessContext): Promise<ClaudeResponse> {
    // Prepare query with business context
    const preparedQuery = await this.prepareQuery(query, context);
 
    // Retrieve relevant knowledge
    const knowledge = await this.knowledgeBase.retrieveRelevantKnowledge(preparedQuery);
 
    // Apply Claude reasoning with constitutional oversight
    const claudeResponse = await this.claudeClient.processWithConstitution(
      preparedQuery,
      knowledge,
      this.constitutionalEngine.getRules()
    );
 
    // Validate and enhance response
    const validatedResponse = await this.validateAndEnhanceResponse(claudeResponse);
 
    return validatedResponse;
  }
 
  private async prepareQuery(query: BusinessQuery, context: BusinessContext): Promise<PreparedQuery> {
    // Add business context and constitutional framing
    return {
      original_query: query,
      business_context: context,
      constitutional_framing: await this.generateConstitutionalFraming(query, context),
      knowledge_context: await this.retrieveRelevantKnowledge(query),
      ethical_boundaries: await this.identifyEthicalBoundaries(query, context)
    };
  }
}

class ClaudeInspiredValidator {
  async validateBusinessResponse(response: BusinessResponse): Promise<ValidationResult> {
    // Constitutional compliance check
    const constitutionalCheck = await this.checkConstitutionalCompliance(response);
 
    // Business accuracy validation
    const accuracyCheck = await this.validateBusinessAccuracy(response);
 
    // Stakeholder impact assessment
    const stakeholderCheck = await this.assessStakeholderImpact(response);
 
    // Ethical boundary verification
    const ethicalCheck = await this.verifyEthicalBoundaries(response);
 
    // Overall quality score
    const qualityScore = this.calculateQualityScore({
      constitutional: constitutionalCheck,
      accuracy: accuracyCheck,
      stakeholder: stakeholderCheck,
      ethical: ethicalCheck
    });
 
    return {
      is_valid: qualityScore >= this.qualityThreshold,
      score: qualityScore,
      issues: this.compileValidationIssues([
        constitutionalCheck,
        accuracyCheck,
        stakeholderCheck,
        ethicalCheck
      ]),
      recommendations: await this.generateImprovementRecommendations(qualityScore)
    };
  }
}

class ClaudeEfficientProcessor {
  // Optimize for Claude's strengths while minimizing costs
  private optimizationStrategies = {
    query_compression: QueryCompressor,
    knowledge_prefetching: KnowledgePrefetcher,
    response_caching: ResponseCache,
    batch_processing: BatchProcessor
  };
 
  async optimizeClaudeProcessing(query: BusinessQuery): Promise<OptimizedResponse> {
    // Compress query to reduce token usage
    const compressedQuery = await this.compressQuery(query);
 
    // Prefetch relevant knowledge
    const prefetchedKnowledge = await this.prefetchKnowledge(compressedQuery);
 
    // Check cache for similar queries
    const cachedResponse = await this.checkResponseCache(compressedQuery);
 
    if (cachedResponse) {
      return cachedResponse;
    }
 
    // Process with Claude efficiently
    const response = await this.processWithClaudeEfficiently(
      compressedQuery,
      prefetchedKnowledge
    );
 
    // Cache successful responses
    await this.cacheResponse(compressedQuery, response);
 
    return response;
  }
}