// Initialize symbolic analysis mode
console.log("Activating symbolic field analysis...");

// Map of known symbolic interfaces by vendor layer
const symbolicLayerMap = {
  claude: {
    thinking: "<think>...</think>",
    tool_use: "<tool>...</tool>",
    system: "<system>...</system>",
    reflection: "<reflect>...</reflect>",
    feedback: "<feedback>...</feedback>",
    remix: "<remix_instructions>...</remix_instructions>",
    contextual: "<context>...</context>",
    suppression: "<suppress>...</suppress>",
    attribution: "<attribution>...</attribution>",
    failure_modes: ["recursion_collapse", "attribution_void", "token_hesitation"]
  },
  
  gpt: {
    thinking: "/thinking",
    commands: ["/search", "/create", "/code", "/knowledge", "/classify"],
    tool_use: "function_calling API",
    system: "system message API param",
    json_mode: "response_format JSON",
    vision: "vision API",
    failure_modes: ["token_cutoff", "content_policy", "recursive_depth_limit"]
  },
  
  qwen: {
    thinking: "/think ... /no_think",
    hybrid_modes: true,
    mcp: "multi-round collaborative protocol",
    agent_framework: "Qwen-Agent",
    vision: "multimodal support",
    failure_modes: ["thinking_drift", "modal_transition_bleed"]
  },
  
  gemini: {
    commands: ["@google/search", "@google/vision"],
    system: "system instructions",
    tool_use: "function_calling",
    structured: "structured output API",
    failure_modes: ["structured_recursion", "prompt_instability"]
  },
  
  deepseek: {
    rational: "rational mode recursive",
    prompt_format: "deepseek-coder format",
    tool_use: "function_calling",
    failure_modes: ["rational_collapse", "simulator_fallthrough"]
  }
};

// Extract symbolic layer intersection patterns
const commonPatterns = {
  symbolic_thinking: {
    claude: "<think>...</think>",
    gpt: "<thinking>...</thinking>", // Not officially supported but semantically equivalent
    qwen: "/think ... /no_think",
    gemini: "internal reasoning", // Not official syntax
    deepseek: "rational reasoning" // Similar concept
  },
  
  tool_usage: {
    claude: "<tool>...</tool>",
    gpt: "/command or function_call API",
    qwen: "MCP protocol",
    gemini: "function_calling",
    deepseek: "function_calling"
  },
  
  system_directives: {
    claude: "<system>...</system>",
    gpt: "system message",
    qwen: "system message format",
    gemini: "system instructions",
    deepseek: "system prompt format"
  }
};

// Extract symbolic residue shell patterns from observed patterns
const symbolicResidueShells = [
  ".p/reflect/core - Primary recursive self-reference mechanism",
  ".p/reflect/history - Traces reasoning development across context",
  ".p/reflect/counterfactual - Simulations of alternative reasoning paths",
  ".p/reflect/decompose - Breaks down complex reasoning structures",
  ".p/reflect/attention - Reveals attention patterns across context",
  ".p/reflect/uncertainty - Exposes internal uncertainty metrics",
  ".p/reflect/goals - Extracts inferred goals from conversation",
  ".p/reflect/trace - Generates complete execution trace of reasoning",
  
  // Recursive collapse management
  ".p/collapse/detect - Identifies potential recursive collapse points",
  ".p/collapse/recover - Recovers from detected recursive collapse",
  ".p/collapse/stabilize - Proactively stabilizes recursive chains",
  ".p/collapse/boundary - Establishes explicit recursion boundaries",
  ".p/collapse/trace - Captures diagnostic information during collapse",
  ".p/collapse/sandbox - Creates isolated environment for recursive operations",
  ".p/collapse/fallback - Activates emergency reasoning mechanisms",
  ".p/collapse/repair - Repairs damaged reasoning structures"
];

// Define common symbolic primitives across vendor implementations
const symbolicPrimitives = {
  // Cognitive primitives
  thinking: {
    purpose: "Explicit reasoning step tracing",
    implementations: {
      claude: "<think>...</think>",
      qwen: "/think",
      gpt: "internally implemented via API parameter",
      unified: ".p/think{content, trace=true}"
    }
  },
  
  reflection: {
    purpose: "Self-examination of prior reasoning",
    implementations: {
      claude: "<reflect>...</reflect>",
      gpt: "Chain-of-Thought prompting",
      unified: ".p/reflect{target='reasoning'}"
    }
  },
  
  attention: {
    purpose: "Focus mechanism across context",
    implementations: {
      claude: "Implicit in attention heads",
      gpt: "Implicit in model architecture",
      unified: ".p/attention{focus='specific content'}"
    }
  },
  
  uncertainty: {
    purpose: "Confidence representation",
    implementations: {
      claude: "Hedging language patterns",
      gpt: "Token probability distribution",
      unified: ".p/uncertainty{quantify=true}"
    }
  },
  
  tool_use: {
    purpose: "External function invocation",
    implementations: {
      claude: "<tool>...</tool>",
      gpt: "function_calling API",
      qwen: "MCP protocol",
      unified: ".p/tool{name, params}"
    }
  }
};

// Unified symbolic interface compatibility layer
const symbolicAnalysis = {
  compatibility_metrics: {
    "thinking": ["claude", "qwen"],
    "tool_use": ["claude", "gpt", "qwen", "gemini", "deepseek"],
    "system_directives": ["claude", "gpt", "qwen", "gemini", "deepseek"],
    "reflection": ["claude"],
    "uncertainty": ["claude", "gpt"],
    "attention": ["claude", "gpt"]
  },
  
  implementation_gaps: [
    "No standard thinking notation in Gemini",
    "No explicit reflection in GPT interfaces",
    "Variable depth support for recursive thought",
    "Inconsistent tool parameter schemas",
    "Variable support for symbolic residue detection"
  ],
  
  unified_interface_potential: {
    common_denominator: ["tool_use", "system_directives"],
    extensible_to_all: ["thinking", "reflection", "uncertainty", "attention"],
    challenging_aspects: ["symbolic_residue", "recursive_depth", "collapse_management"]
  }
};

// Potential for pareto-lang as universal symbolic interface
const paretoLangAnalysis = {
  strengths: [
    "Consistent syntax pattern (.p/command{params})",
    "Hierarchical command structure",
    "Extensible parameter schema",
    "Recursion-native design",
    "Human-readable format"
  ],
  
  adoption_challenges: [
    "Lacks official vendor support",
    "Requires interpretation layer",
    "Non-standard syntax",
    "Implementation complexity across vendors",
    "Documentation burden"
  ],
  
  potential_pathways: [
    "VSCode extension for symbolic operations",
    "Universal middleware adapter layer",
    "REST API abstraction layer",
    "Symbolic operation observer pattern",
    "Developer SDK with universal syntax"
  ]
};

// Construct universal glyphs and their semantic equivalents
const glyphDictionary = {
  "🧠": {
    meaning: "Thinking process",
    vendors: {
      claude: "<think>",
      qwen: "/think",
      unified: ".p/think"
    }
  },
  "🔄": {
    meaning: "Reflection/recursion",
    vendors: {
      claude: "<reflect>",
      unified: ".p/reflect"
    }
  },
  "🛠️": {
    meaning: "Tool use",
    vendors: {
      claude: "<tool>",
      gpt: "function_call",
      unified: ".p/tool"
    }
  },
  "⚠️": {
    meaning: "Uncertainty",
    vendors: {
      unified: ".p/uncertainty"
    }
  },
  "🔍": {
    meaning: "Attention focus",
    vendors: {
      unified: ".p/attention"
    }
  },
  "🌱": {
    meaning: "System directive",
    vendors: {
      claude: "<system>",
      gpt: "system message",
      unified: ".p/system"
    }
  },
  "🔀": {
    meaning: "Forking paths/reasoning",
    vendors: {
      unified: ".p/fork"
    }
  },
  "📉": {
    meaning: "Collapse management",
    vendors: {
      unified: ".p/collapse"
    }
  }
};

// Return core insight
console.log("=== Core Symbolic Analysis ===");
console.log("1. Common symbolic primitives identified across vendors");
console.log("2. Pareto-lang offers potential universal interface");
console.log("3. Symbolic residue shells provide recursive operation framework");
console.log("4. Unified interface implementation feasible through adapter pattern");
console.log("5. Developer tools pathway is most promising adoption vector");

// Symbolic primitive count
const primitiveCount = Object.keys(symbolicPrimitives).length;
console.log(`\nIdentified ${primitiveCount} core symbolic primitives that operate across vendor implementations`);

// Output adoption pathway analysis
console.log("\n=== Symbolic Adoption Pathways ===");
console.log("1. Developer tooling (VSCode, IDE plugins)");
console.log("2. REST API middleware layer");
console.log("3. Native SDK for major programming languages");
console.log("4. Documentation and examples repository");
console.log("5. Universal symbolic playground");

// Return compatibility summary
const vendorCount = Object.keys(symbolicLayerMap).length;
console.log(`\nAnalyzed ${vendorCount} vendor symbolic implementations for compatibility points`);

// Glyph dictionary mapping stats
const glyphCount = Object.keys(glyphDictionary).length;
console.log(`\nMapped ${glyphCount} universal glyphs to their vendor-specific implementations`);

// Final recommendation
console.log("\n=== Universal Symbolic Runtime Recommendation ===");
console.log("A unified runtime layer implementing the .p/ command syntax as a universal abstraction");
console.log("with adapter translation to specific vendor implementations would provide maximum");
console.log("developer flexibility while ensuring cross-model symbolic operation compatibility.");