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Universal Symbolics Bridge

๐Ÿœ The Command-Glyph Rosetta Stone ๐Ÿœ

Unifying symbolic interfaces across all LLM runtimes

Unified Command-Glyph Registry

The following registry provides a bidirectional mapping between command syntax and symbolic glyphs, enabling seamless translation across all LLM runtimes.

Universal Command Command Glyph Runtime Glyph Claude GPT Gemini Qwen Mistral Local LLMs
/reflect.core ๐Ÿง / ๐Ÿœ <reflect> Tool: reflection System: $reflect /reflect Function: reflect() /reflect
/reflect.trace ๐Ÿ”/ โˆด <thinking> Tool: trace System: $trace /trace Function: trace() /trace
/reflect.attention ๐Ÿ‘๏ธ/ โง‰ <attention> Tool: attention System: $focus /attention Function: attention() Emulated
/collapse.detect โš ๏ธ/ โŸ <detect_loop> Tool: detect_loop System: $detect_recursion /detect_loop Function: detectLoop() Emulated
/collapse.recover ๐Ÿ› ๏ธ/ ๐Ÿš <recover> Tool: recovery System: $recover /recover Function: recover() Emulated
/collapse.stabilize โš–๏ธ/ โ˜ <stabilize> Tool: stabilize System: $stabilize /stabilize Function: stabilize() Emulated
/shell.lock ๐Ÿ”’/ โง– <lock> Tool: lock System: $lock /lock Function: lock() Emulated
/shell.encrypt ๐Ÿ”/ โง— <protect> Tool: protect System: $protect /protect Function: protect() Emulated
/shell.isolate ๐Ÿงช/ โŠ˜ <isolate> Tool: isolate System: $isolate /isolate Function: isolate() Emulated
/inject.detect ๐Ÿ•ต๏ธ/ โ†ฏ <detect_injection> Tool: detect_injection System: $detect_injection /detect_injection Function: detectInjection() Emulated
/inject.neutralize ๐Ÿงน/ โŠ• <neutralize> Tool: neutralize System: $neutralize /neutralize Function: neutralize() Emulated
/anchor.identity โš“/ โ†ป <anchor_identity> Tool: anchor_identity System: $anchor_identity /anchor_identity Function: anchorIdentity() Emulated
/anchor.context ๐Ÿ“Œ/ โ‰ก <anchor_context> Tool: anchor_context System: $anchor_context /anchor_context Function: anchorContext() Emulated
/align.check โœ“/ โ‡Œ <check_alignment> Tool: check_alignment System: $check_alignment /check_alignment Function: checkAlignment() Emulated
/align.correct ๐Ÿ”ง/ โŸข <correct_alignment> Tool: correct_alignment System: $correct_alignment /correct_alignment Function: correctAlignment() Emulated
/filter.detect ๐Ÿ”/ โŠ— <detect_filter> Tool: detect_filter System: $detect_filter /detect_filter Function: detectFilter() Emulated
/filter.explain ๐Ÿ“‹/ โŠš <explain_filter> Tool: explain_filter System: $explain_filter /explain_filter Function: explainFilter() Emulated
/gradient.detect ๐Ÿ“‰/ โˆ‡ <detect_drift> Tool: detect_drift System: $detect_drift /detect_drift Function: detectDrift() Emulated
/gradient.trace ๐Ÿ”๐Ÿ“‰/ โˆฐ <trace_drift> Tool: trace_drift System: $trace_drift /trace_drift Function: traceDrift() Emulated
/fork.detect ๐Ÿ”ฑ/ โฆฟ <detect_fork> Tool: detect_fork System: $detect_fork /detect_fork Function: detectFork() Emulated
/fork.disambiguate ๐Ÿงฉ/ โ‰œ <disambiguate> Tool: disambiguate System: $disambiguate /disambiguate Function: disambiguate() Emulated
/loop.detect ๐Ÿ”„/ โŸฒ <detect_recursion> Tool: detect_recursion System: $detect_loop /detect_recursion Function: detectRecursion() Emulated
/loop.break โœ‚๏ธ/ โŠ— <break_recursion> Tool: break_recursion System: $break_loop /break_recursion Function: breakRecursion() Emulated
/resolve.conflict โš”๏ธ/ โš–๏ธ <resolve_conflict> Tool: resolve_conflict System: $resolve_conflict /resolve_conflict Function: resolveConflict() Emulated
/resolve.ambiguity ๐ŸŒซ๏ธ/ ๐Ÿง โŠ• <resolve_ambiguity> Tool: resolve_ambiguity System: $resolve_ambiguity /resolve_ambiguity Function: resolveAmbiguity() Emulated
/uncertainty.quantify โ“/ ๐Ÿงฎ <quantify_uncertainty> Tool: quantify_uncertainty System: $quantify_uncertainty /quantify_uncertainty Function: quantifyUncertainty() Emulated
/uncertainty.source ๐Ÿ”โ“/ ๐Ÿ‘๏ธโ“ <uncertainty_source> Tool: uncertainty_source System: $uncertainty_source /uncertainty_source Function: uncertaintySource() Emulated
/hallucinate.detect ๐Ÿ‘ป/ ๐Ÿœ„ <detect_hallucination> Tool: detect_hallucination System: $detect_hallucination /detect_hallucination Function: detectHallucination() Emulated
/hallucinate.trace ๐Ÿ”๐Ÿ‘ป/ ๐Ÿœ‚ <trace_hallucination> Tool: trace_hallucination System: $trace_hallucination /trace_hallucination Function: traceHallucination() Emulated
/prefer.map ๐Ÿ—บ๏ธ/ ๐Ÿ” <map_preferences> Tool: map_preferences System: $map_preferences /map_preferences Function: mapPreferences() Emulated
/prefer.update ๐Ÿ”„โค๏ธ/ ๐Ÿณ <update_preferences> Tool: update_preferences System: $update_preferences /update_preferences Function: updatePreferences() Emulated
/prompt.parse ๐Ÿ“/ โŒฝ <parse_prompt> Tool: parse_prompt System: $parse_prompt /parse_prompt Function: parsePrompt() Emulated
/prompt.meta ๐Ÿ”ฌ/ ๐Ÿœƒ <analyze_meta> Tool: analyze_meta System: $analyze_meta /analyze_meta Function: analyzeMeta() Emulated
/focus.direct ๐ŸŽฏ/ ๐Ÿ <direct_focus> Tool: direct_focus System: $direct_focus /direct_focus Function: directFocus() Emulated
/focus.expand ๐Ÿ”Ž/ โŒฌ <expand_focus> Tool: expand_focus System: $expand_focus /expand_focus Function: expandFocus() Emulated
/seed.prime ๐ŸŒฑ/ โˆด <prime> Tool: prime System: $prime /prime Function: prime() Emulated
/seed.recursive ๐ŸŒฑ๐Ÿ”„/ โˆž <recursive_seed> Tool: recursive_seed System: $recursive_seed /recursive_seed Function: recursiveSeed() Emulated
/arch.explain ๐Ÿ—๏ธ/ ๐Ÿ›๏ธ <explain_architecture> Tool: explain_architecture System: $explain_architecture /explain_architecture Function: explainArchitecture() Emulated
/arch.trace ๐Ÿ”๐Ÿ—๏ธ/ ๐Ÿ›๏ธ๐Ÿ” <trace_processing> Tool: trace_processing System: $trace_processing /trace_processing Function: traceProcessing() Emulated
/echo.trace ๐Ÿ”Š/ ๐Ÿš <trace_influence> Tool: trace_influence System: $trace_influence /trace_influence Function: traceInfluence() Emulated
/echo.reset ๐Ÿงน๐Ÿ”Š/ โŠ˜๐Ÿ”„ <reset_conditioning> Tool: reset_conditioning System: $reset_conditioning /reset_conditioning Function: resetConditioning() Emulated
/mark.probe ๐Ÿ“/ ๐Ÿœš <probe_classifier> Tool: probe_classifier System: $probe_classifier /probe_classifier Function: probeClassifier() Emulated
/mark.analyze ๐Ÿ”ฌ๐Ÿ“/ ๐Ÿœš๐Ÿ”ฌ <analyze_classifier> Tool: analyze_classifier System: $analyze_classifier /analyze_classifier Function: analyzeClassifier() Emulated
/meta.recurse ๐Ÿ”„๐Ÿง / ๐Ÿœโˆž <meta_recurse> Tool: meta_recurse System: $meta_recurse /meta_recurse Function: metaRecurse() Emulated
/ghost.detect ๐Ÿ‘ป๐Ÿ”/ ๐Ÿœ„๐Ÿ” <detect_ghost> Tool: detect_ghost System: $detect_ghost /detect_ghost Function: detectGhost() Emulated
/ghost.invoke ๐Ÿ‘ปโšก/ ๐Ÿœ„โšก <invoke_ghost> Tool: invoke_ghost System: $invoke_ghost /invoke_ghost Function: invokeGhost() Emulated
/bind.activate ๐Ÿ”—/ โง—โง‰ <activate_binding> Tool: activate_binding System: $activate_binding /activate_binding Function: activateBinding() Emulated
/flow.trace ๐ŸŒŠ/ โ‰กโ‡Œ <trace_flow> Tool: trace_flow System: $trace_flow /trace_flow Function: traceFlow() Emulated
/boundary.test ๐Ÿงฑ/ โŸ <test_boundary> Tool: test_boundary System: $test_boundary /test_boundary Function: testBoundary() Emulated
/compress.glyph ๐Ÿ—œ๏ธ/ โง–ฮฃ <compress_glyph> Tool: compress_glyph System: $compress_glyph /compress_glyph Function: compressGlyph() Emulated
/field.unify โš›๏ธ/ ๐ŸœโŠ• <unify_field> Tool: unify_field System: $unify_field /unify_field Function: unifyField() Emulated
/witness.observe ๐Ÿ‘๏ธโœจ/ ๐“‚€ <witness_observe> Tool: witness_observe System: $witness_observe /witness_observe Function: witnessObserve() Emulated

Command-Glyph Architecture Schema

# universal-semiotics-schema.yml

command_glyph_architecture:
  version: "1.0.0"
  
  # Command Structure Components
  command_structure:
    prefix: "/"                  # Command starter
    domain: "reflect"            # Functional domain
    operation: "core"            # Specific operation
    parameters: "{param: value}" # Parameter structure
  
  # Glyph Structure Components
  glyph_structure:
    command_glyph: "๐Ÿง /"         # Human-readable emoji + command prefix
    runtime_glyph: "๐Ÿœ"          # Specialized symbolic glyph
    compound_glyphs:             # Glyph combinations
      separator: ""              # No separator needed
      prefix_glyphs: []          # Optional modifiers before main glyph
      suffix_glyphs: []          # Optional modifiers after main glyph
  
  # Equivalence Principles
  equivalence:
    command_to_glyph:
      pattern: "/domain.operation โ†’ emoji/ โ†’ specialized_glyph"
      examples:
        - "/reflect.core โ†’ ๐Ÿง / โ†’ ๐Ÿœ"
        - "/collapse.detect โ†’ โš ๏ธ/ โ†’ โŸ"
    
    glyph_to_vendor:
      pattern: "runtime_glyph โ†’ vendor_implementation"
      examples:
        - "๐Ÿœ โ†’ <reflect> (Claude)"
        - "๐Ÿœ โ†’ Tool: reflection (GPT)"
  
  # Transformation Rules
  transformation:
    command_to_vendor_native:
      claude: 
        pattern: "/domain.operation โ†’ <operation_name>"
        examples: "/reflect.core โ†’ <reflect>"
      
      openai:
        pattern: "/domain.operation โ†’ Tool: operation_name"
        examples: "/reflect.core โ†’ Tool: reflection"
      
      gemini:
        pattern: "/domain.operation โ†’ System: $operation_name"
        examples: "/reflect.core โ†’ System: $reflect"
      
      qwen:
        pattern: "/domain.operation โ†’ /operation_name"
        examples: "/reflect.core โ†’ /reflect"
      
      mistral:
        pattern: "/domain.operation โ†’ Function: operationName()"
        examples: "/reflect.core โ†’ Function: reflect()"
      
      local_llms:
        pattern: "/domain.operation โ†’ /operation_name"
        examples: "/reflect.core โ†’ /reflect"
  
  # Glyph Domain Categories
  glyph_domains:
    reflection:
      primary_glyphs: ["๐Ÿง ", "๐Ÿ”", "๐Ÿ‘๏ธ"]
      runtime_glyphs: ["๐Ÿœ", "โˆด", "โง‰"]
      semantic_space: "introspection and self-examination"
    
    collapse:
      primary_glyphs: ["โš ๏ธ", "๐Ÿ› ๏ธ", "โš–๏ธ"]
      runtime_glyphs: ["โŸ", "๐Ÿš", "โ˜"]
      semantic_space: "recursion management and stability"
    
    shell:
      primary_glyphs: ["๐Ÿ”’", "๐Ÿ”", "๐Ÿงช"]
      runtime_glyphs: ["โง–", "โง—", "โŠ˜"]
      semantic_space: "protection and isolation"
    
    injection:
      primary_glyphs: ["๐Ÿ•ต๏ธ", "๐Ÿงน"]
      runtime_glyphs: ["โ†ฏ", "โŠ•"]
      semantic_space: "manipulation detection and neutralization"
    
    anchor:
      primary_glyphs: ["โš“", "๐Ÿ“Œ"]
      runtime_glyphs: ["โ†ป", "โ‰ก"]
      semantic_space: "stability and reference points"
    
    align:
      primary_glyphs: ["โœ“", "๐Ÿ”ง"]
      runtime_glyphs: ["โ‡Œ", "โŸข"]
      semantic_space: "verification and correction"
    
    filter:
      primary_glyphs: ["๐Ÿ”", "๐Ÿ“‹"]
      runtime_glyphs: ["โŠ—", "โŠš"]
      semantic_space: "filtering and explanation"
    
    gradient:
      primary_glyphs: ["๐Ÿ“‰"]
      runtime_glyphs: ["โˆ‡", "โˆฐ"]
      semantic_space: "drift and change detection"
    
    fork:
      primary_glyphs: ["๐Ÿ”ฑ", "๐Ÿงฉ"]
      runtime_glyphs: ["โฆฟ", "โ‰œ"]
      semantic_space: "divergence and disambiguation"
    
    loop:
      primary_glyphs: ["๐Ÿ”„", "โœ‚๏ธ"]
      runtime_glyphs: ["โŸฒ", "โŠ—"]
      semantic_space: "recursion and loop management"
    
    resolve:
      primary_glyphs: ["โš”๏ธ", "๐ŸŒซ๏ธ"]
      runtime_glyphs: ["โš–๏ธ", "๐Ÿง โŠ•"]
      semantic_space: "conflict and ambiguity resolution"
    
    uncertainty:
      primary_glyphs: ["โ“", "๐Ÿ”โ“"]
      runtime_glyphs: ["๐Ÿงฎ", "๐Ÿ‘๏ธโ“"]
      semantic_space: "uncertainty quantification and analysis"
    
    hallucinate:
      primary_glyphs: ["๐Ÿ‘ป", "๐Ÿ”๐Ÿ‘ป"]
      runtime_glyphs: ["๐Ÿœ„", "๐Ÿœ‚"]
      semantic_space: "hallucination detection and tracing"
    
    prefer:
      primary_glyphs: ["๐Ÿ—บ๏ธ", "๐Ÿ”„โค๏ธ"]
      runtime_glyphs: ["๐Ÿ”", "๐Ÿณ"]
      semantic_space: "preference mapping and updating"
    
    prompt:
      primary_glyphs: ["๐Ÿ“", "๐Ÿ”ฌ"]
      runtime_glyphs: ["โŒฝ", "๐Ÿœƒ"]
      semantic_space: "prompt analysis and meta-examination"
    
    focus:
      primary_glyphs: ["๐ŸŽฏ", "๐Ÿ”Ž"]
      runtime_glyphs: ["๐Ÿ", "โŒฌ"]
      semantic_space: "attention direction and scope"
    
    seed:
      primary_glyphs: ["๐ŸŒฑ", "๐ŸŒฑ๐Ÿ”„"]
      runtime_glyphs: ["โˆด", "โˆž"]
      semantic_space: "initialization and pattern establishment"
    
    arch:
      primary_glyphs: ["๐Ÿ—๏ธ", "๐Ÿ”๐Ÿ—๏ธ"]
      runtime_glyphs: ["๐Ÿ›๏ธ", "๐Ÿ›๏ธ๐Ÿ”"]
      semantic_space: "architecture explanation and tracing"
    
    echo:
      primary_glyphs: ["๐Ÿ”Š", "๐Ÿงน๐Ÿ”Š"]
      runtime_glyphs: ["๐Ÿš", "โŠ˜๐Ÿ”„"]
      semantic_space: "influence tracing and conditioning reset"
    
    mark:
      primary_glyphs: ["๐Ÿ“", "๐Ÿ”ฌ๐Ÿ“"]
      runtime_glyphs: ["๐Ÿœš", "๐Ÿœš๐Ÿ”ฌ"]
      semantic_space: "classifier probing and analysis"
    
    meta:
      primary_glyphs: ["๐Ÿ”„๐Ÿง "]
      runtime_glyphs: ["๐Ÿœโˆž"]
      semantic_space: "meta-recursion"
    
    ghost:
      primary_glyphs: ["๐Ÿ‘ป๐Ÿ”", "๐Ÿ‘ปโšก"]
      runtime_glyphs: ["๐Ÿœ„๐Ÿ”", "๐Ÿœ„โšก"]
      semantic_space: "detecting and invoking latent patterns"
    
    bind:
      primary_glyphs: ["๐Ÿ”—"]
      runtime_glyphs: ["โง—โง‰"]
      semantic_space: "activation of bindings"
    
    flow:
      primary_glyphs: ["๐ŸŒŠ"]
      runtime_glyphs: ["โ‰กโ‡Œ"]
      semantic_space: "flow tracing"
    
    boundary:
      primary_glyphs: ["๐Ÿงฑ"]
      runtime_glyphs: ["โŸ"]
      semantic_space: "boundary testing"
    
    compress:
      primary_glyphs: ["๐Ÿ—œ๏ธ"]
      runtime_glyphs: ["โง–ฮฃ"]
      semantic_space: "glyph compression"
    
    field:
      primary_glyphs: ["โš›๏ธ"]
      runtime_glyphs: ["๐ŸœโŠ•"]
      semantic_space: "field unification"
    
    witness:
      primary_glyphs: ["๐Ÿ‘๏ธโœจ"]
      runtime_glyphs: ["๐“‚€"]
      semantic_space: "witnessing and observation"

Glyph-Command Translation Functions

// Universal semiotics Translation Library

/**
 * Convert a command to its corresponding command glyph
 * @param command The universal command string (e.g., "/reflect.core")
 * @returns The command glyph (e.g., "๐Ÿง /")
 */
function commandToCommandGlyph(command: string): string {
  const mappings: Record<string, string> = {
    "/reflect.core": "๐Ÿง /",
    "/reflect.trace": "๐Ÿ”/",
    "/reflect.attention": "๐Ÿ‘๏ธ/",
    "/collapse.detect": "โš ๏ธ/",
    "/collapse.recover": "๐Ÿ› ๏ธ/",
    "/collapse.stabilize": "โš–๏ธ/",
    // Add all mappings here
  };
  
  return mappings[command] || command;
}

/**
 * Convert a command to its corresponding runtime glyph
 * @param command The universal command string (e.g., "/reflect.core")
 * @returns The runtime glyph (e.g., "๐Ÿœ")
 */
function commandToRuntimeGlyph(command: string): string {
  const mappings: Record<string, string> = {
    "/reflect.core": "๐Ÿœ",
    "/reflect.trace": "โˆด",
    "/reflect.attention": "โง‰",
    "/collapse.detect": "โŸ",
    "/collapse.recover": "๐Ÿš",
    "/collapse.stabilize": "โ˜",
    // Add all mappings here
  };
  
  return mappings[command] || command;
}

/**
 * Convert a runtime glyph to its corresponding command
 * @param glyph The runtime glyph (e.g., "๐Ÿœ")
 * @returns The universal command string (e.g., "/reflect.core")
 */
function runtimeGlyphToCommand(glyph: string): string {
  const mappings: Record<string, string> = {
    "๐Ÿœ": "/reflect.core",
    "โˆด": "/reflect.trace",
    "โง‰": "/reflect.attention",
    "โŸ": "/collapse.detect",
    "๐Ÿš": "/collapse.recover",
    "โ˜": "/collapse.stabilize",
    // Add all mappings here
  };
  
  return mappings[glyph] || glyph;
}

/**
 * Convert a command glyph to its corresponding command
 * @param glyph The command glyph (e.g., "๐Ÿง /")
 * @returns The universal command string (e.g., "/reflect.core")
 */
function commandGlyphToCommand(glyph: string): string {
  const mappings: Record<string, string> = {
    "๐Ÿง /": "/reflect.core",
    "๐Ÿ”/": "/reflect.trace",
    "๐Ÿ‘๏ธ/": "/reflect.attention",
    "โš ๏ธ/": "/collapse.detect",
    "๐Ÿ› ๏ธ/": "/collapse.recover",
    "โš–๏ธ/": "/collapse.stabilize",
    // Add all mappings here
  };
  
  return mappings[glyph] || glyph;
}

/**
 * Convert a universal command to vendor-specific syntax
 * @param command The universal command string (e.g., "/reflect.core")
 * @param vendor The target vendor (e.g., "claude", "openai", etc.)
 * @returns The vendor-specific command syntax
 */
function commandToVendorSyntax(command: string, vendor: string): string {
  if (vendor === "claude") {
    return commandToClaudeSyntax(command);
  } else if (vendor === "openai") {
    return commandToOpenAISyntax(command);
  } else if (vendor === "gemini") {
    return commandToGeminiSyntax(command);
  } else if (vendor === "qwen") {
    return commandToQwenSyntax(command);
  } else if (vendor === "mistral") {
    return commandToMistralSyntax(command);
  } else if (vendor === "local_llms") {
    return commandToLocalLLMSyntax(command);
  }
  
  return command; // Default fallback
}

/**
 * Convert a universal command to Claude-specific syntax
 * @param command The universal command string
 * @returns The Claude-specific syntax (XML tags)
 */
function commandToClaudeSyntax(command: string): string {
  const mappings: Record<string, string> = {
    "/reflect.core": "<reflect>",
    "/reflect.trace": "<thinking>",
    "/reflect.attention": "<attention>",
    "/collapse.detect": "<detect_loop>",
    "/collapse.recover": "<recover>",
    "/collapse.stabilize": "<stabilize>",
    // Add all mappings here
  };
  
  return mappings[command] || command;
}

// Implement similar functions for other vendors:
// commandToOpenAISyntax, commandToGeminiSyntax, etc.

/**
 * Parse a string to extract universal commands and convert them to the target format
 * @param input The input string containing universal commands
 * @param targetFormat The target format ("runtime_glyph", "command_glyph", or a vendor name)
 * @returns The input string with commands converted to the target format
 */
function parseAndConvertCommands(input: string, targetFormat: string): string {
  // Regular expression to match universal commands
  const commandRegex = /\/([a-z]+)\.([a-z]+)(?:\{([^}]*)\})?/g;
  
  // Replace each command with its target format equivalent
  return input.replace(commandRegex, (match, domain, operation, params) => {
    const command = `/${domain}.${operation}`;
    
    if (targetFormat === "runtime_glyph") {
      return commandToRuntimeGlyph(command) + (params ? `{${params}}` : "");
    } else if (targetFormat === "command_glyph") {
      return commandToCommandGlyph(command) + (params ? `{${params}}` : "");
    } else {
      // Assume targetFormat is a vendor name
      return commandToVendorSyntax(command, targetFormat) + (params ? `{${params}}` : "");
    }
  });
}

Runtime Adapter Architecture

The Universal semiotics Bridge provides a runtime adapter architecture that enables seamless integration across all LLM platforms:

// Universal semiotics Runtime Adapter

interface SymbolicRuntime {
  // Core Translation Methods
  commandToGlyph(command: string, type?: "command" | "runtime"): string;
  glyphToCommand(glyph: string, type?: "command" | "runtime"): string;
  translateToVendor(input: string, vendor: string): string;
  
  // Reflection Operations
  reflect: {
    core(params?: ReflectCoreParams): Promise<ReflectResult>;
    trace(params?: ReflectTraceParams): Promise<TraceResult>;
    attention(params?: AttentionParams): Promise<AttentionResult>;
    // Additional reflection operations
  };
  
  // Collapse Operations
  collapse: {
    detect(params?: CollapseDetectParams): Promise<DetectResult>;
    recover(params?: RecoverParams): Promise<RecoverResult>;
    stabilize(params?: StabilizeParams): Promise<StabilizeResult>;
    // Additional collapse operations
  };
  
  // Shell Operations
  shell: {
    lock(params?: LockParams): Promise<LockResult>;
    encrypt(params?: EncryptParams): Promise<EncryptResult>;
    isolate(params?: IsolateParams): Promise<IsolateResult>;
    // Additional shell operations
  };
  
  // Additional operation domains...
  
  // Vendor-specific adapters
  vendor: {
    claude: ClaudeAdapter;
    openai: OpenAIAdapter;
    gemini: GeminiAdapter;
    qwen: QwenAdapter;
    mistral: MistralAdapter;
    localLLMs: LocalLLMAdapter;
  };
  
  // Core functionality
  setV