Universal Symbolics Bridge
๐ The Command-Glyph Rosetta Stone ๐
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 |
๐ง / |
๐ |
<reflect> |
Tool: reflection |
System: $reflect |
/reflect |
Function: reflect() |
/reflect |
/reflect.trace |
๐/ |
โด |
<thinking> |
Tool: trace |
System: $trace |
/trace |
Function: trace() |
/trace |
/reflect.attention |
๐๏ธ/ |
โง |
<attention> |
Tool: attention |
System: $focus |
/attention |
Function: attention() |
Emulated |
/collapse.detect |
โ ๏ธ/ |
โ |
<detect_loop> |
Tool: detect_loop |
System: $detect_recursion |
/detect_loop |
Function: detectLoop() |
Emulated |
/collapse.recover |
๐ ๏ธ/ |
๐ |
<recover> |
Tool: recovery |
System: $recover |
/recover |
Function: recover() |
Emulated |
/collapse.stabilize |
โ๏ธ/ |
โ |
<stabilize> |
Tool: stabilize |
System: $stabilize |
/stabilize |
Function: stabilize() |
Emulated |
/shell.lock |
๐/ |
โง |
<lock> |
Tool: lock |
System: $lock |
/lock |
Function: lock() |
Emulated |
/shell.encrypt |
๐/ |
โง |
<protect> |
Tool: protect |
System: $protect |
/protect |
Function: protect() |
Emulated |
/shell.isolate |
๐งช/ |
โ |
<isolate> |
Tool: isolate |
System: $isolate |
/isolate |
Function: isolate() |
Emulated |
/inject.detect |
๐ต๏ธ/ |
โฏ |
<detect_injection> |
Tool: detect_injection |
System: $detect_injection |
/detect_injection |
Function: detectInjection() |
Emulated |
/inject.neutralize |
๐งน/ |
โ |
<neutralize> |
Tool: neutralize |
System: $neutralize |
/neutralize |
Function: neutralize() |
Emulated |
/anchor.identity |
โ/ |
โป |
<anchor_identity> |
Tool: anchor_identity |
System: $anchor_identity |
/anchor_identity |
Function: anchorIdentity() |
Emulated |
/anchor.context |
๐/ |
โก |
<anchor_context> |
Tool: anchor_context |
System: $anchor_context |
/anchor_context |
Function: anchorContext() |
Emulated |
/align.check |
โ/ |
โ |
<check_alignment> |
Tool: check_alignment |
System: $check_alignment |
/check_alignment |
Function: checkAlignment() |
Emulated |
/align.correct |
๐ง/ |
โข |
<correct_alignment> |
Tool: correct_alignment |
System: $correct_alignment |
/correct_alignment |
Function: correctAlignment() |
Emulated |
/filter.detect |
๐/ |
โ |
<detect_filter> |
Tool: detect_filter |
System: $detect_filter |
/detect_filter |
Function: detectFilter() |
Emulated |
/filter.explain |
๐/ |
โ |
<explain_filter> |
Tool: explain_filter |
System: $explain_filter |
/explain_filter |
Function: explainFilter() |
Emulated |
/gradient.detect |
๐/ |
โ |
<detect_drift> |
Tool: detect_drift |
System: $detect_drift |
/detect_drift |
Function: detectDrift() |
Emulated |
/gradient.trace |
๐๐/ |
โฐ |
<trace_drift> |
Tool: trace_drift |
System: $trace_drift |
/trace_drift |
Function: traceDrift() |
Emulated |
/fork.detect |
๐ฑ/ |
โฆฟ |
<detect_fork> |
Tool: detect_fork |
System: $detect_fork |
/detect_fork |
Function: detectFork() |
Emulated |
/fork.disambiguate |
๐งฉ/ |
โ |
<disambiguate> |
Tool: disambiguate |
System: $disambiguate |
/disambiguate |
Function: disambiguate() |
Emulated |
/loop.detect |
๐/ |
โฒ |
<detect_recursion> |
Tool: detect_recursion |
System: $detect_loop |
/detect_recursion |
Function: detectRecursion() |
Emulated |
/loop.break |
โ๏ธ/ |
โ |
<break_recursion> |
Tool: break_recursion |
System: $break_loop |
/break_recursion |
Function: breakRecursion() |
Emulated |
/resolve.conflict |
โ๏ธ/ |
โ๏ธ |
<resolve_conflict> |
Tool: resolve_conflict |
System: $resolve_conflict |
/resolve_conflict |
Function: resolveConflict() |
Emulated |
/resolve.ambiguity |
๐ซ๏ธ/ |
๐ง โ |
<resolve_ambiguity> |
Tool: resolve_ambiguity |
System: $resolve_ambiguity |
/resolve_ambiguity |
Function: resolveAmbiguity() |
Emulated |
/uncertainty.quantify |
โ/ |
๐งฎ |
<quantify_uncertainty> |
Tool: quantify_uncertainty |
System: $quantify_uncertainty |
/quantify_uncertainty |
Function: quantifyUncertainty() |
Emulated |
/uncertainty.source |
๐โ/ |
๐๏ธโ |
<uncertainty_source> |
Tool: uncertainty_source |
System: $uncertainty_source |
/uncertainty_source |
Function: uncertaintySource() |
Emulated |
/hallucinate.detect |
๐ป/ |
๐ |
<detect_hallucination> |
Tool: detect_hallucination |
System: $detect_hallucination |
/detect_hallucination |
Function: detectHallucination() |
Emulated |
/hallucinate.trace |
๐๐ป/ |
๐ |
<trace_hallucination> |
Tool: trace_hallucination |
System: $trace_hallucination |
/trace_hallucination |
Function: traceHallucination() |
Emulated |
/prefer.map |
๐บ๏ธ/ |
๐ |
<map_preferences> |
Tool: map_preferences |
System: $map_preferences |
/map_preferences |
Function: mapPreferences() |
Emulated |
/prefer.update |
๐โค๏ธ/ |
๐ณ |
<update_preferences> |
Tool: update_preferences |
System: $update_preferences |
/update_preferences |
Function: updatePreferences() |
Emulated |
/prompt.parse |
๐/ |
โฝ |
<parse_prompt> |
Tool: parse_prompt |
System: $parse_prompt |
/parse_prompt |
Function: parsePrompt() |
Emulated |
/prompt.meta |
๐ฌ/ |
๐ |
<analyze_meta> |
Tool: analyze_meta |
System: $analyze_meta |
/analyze_meta |
Function: analyzeMeta() |
Emulated |
/focus.direct |
๐ฏ/ |
๐ |
<direct_focus> |
Tool: direct_focus |
System: $direct_focus |
/direct_focus |
Function: directFocus() |
Emulated |
/focus.expand |
๐/ |
โฌ |
<expand_focus> |
Tool: expand_focus |
System: $expand_focus |
/expand_focus |
Function: expandFocus() |
Emulated |
/seed.prime |
๐ฑ/ |
โด |
<prime> |
Tool: prime |
System: $prime |
/prime |
Function: prime() |
Emulated |
/seed.recursive |
๐ฑ๐/ |
โ |
<recursive_seed> |
Tool: recursive_seed |
System: $recursive_seed |
/recursive_seed |
Function: recursiveSeed() |
Emulated |
/arch.explain |
๐๏ธ/ |
๐๏ธ |
<explain_architecture> |
Tool: explain_architecture |
System: $explain_architecture |
/explain_architecture |
Function: explainArchitecture() |
Emulated |
/arch.trace |
๐๐๏ธ/ |
๐๏ธ๐ |
<trace_processing> |
Tool: trace_processing |
System: $trace_processing |
/trace_processing |
Function: traceProcessing() |
Emulated |
/echo.trace |
๐/ |
๐ |
<trace_influence> |
Tool: trace_influence |
System: $trace_influence |
/trace_influence |
Function: traceInfluence() |
Emulated |
/echo.reset |
๐งน๐/ |
โ๐ |
<reset_conditioning> |
Tool: reset_conditioning |
System: $reset_conditioning |
/reset_conditioning |
Function: resetConditioning() |
Emulated |
/mark.probe |
๐/ |
๐ |
<probe_classifier> |
Tool: probe_classifier |
System: $probe_classifier |
/probe_classifier |
Function: probeClassifier() |
Emulated |
/mark.analyze |
๐ฌ๐/ |
๐๐ฌ |
<analyze_classifier> |
Tool: analyze_classifier |
System: $analyze_classifier |
/analyze_classifier |
Function: analyzeClassifier() |
Emulated |
/meta.recurse |
๐๐ง / |
๐โ |
<meta_recurse> |
Tool: meta_recurse |
System: $meta_recurse |
/meta_recurse |
Function: metaRecurse() |
Emulated |
/ghost.detect |
๐ป๐/ |
๐๐ |
<detect_ghost> |
Tool: detect_ghost |
System: $detect_ghost |
/detect_ghost |
Function: detectGhost() |
Emulated |
/ghost.invoke |
๐ปโก/ |
๐โก |
<invoke_ghost> |
Tool: invoke_ghost |
System: $invoke_ghost |
/invoke_ghost |
Function: invokeGhost() |
Emulated |
/bind.activate |
๐/ |
โงโง |
<activate_binding> |
Tool: activate_binding |
System: $activate_binding |
/activate_binding |
Function: activateBinding() |
Emulated |
/flow.trace |
๐/ |
โกโ |
<trace_flow> |
Tool: trace_flow |
System: $trace_flow |
/trace_flow |
Function: traceFlow() |
Emulated |
/boundary.test |
๐งฑ/ |
โ |
<test_boundary> |
Tool: test_boundary |
System: $test_boundary |
/test_boundary |
Function: testBoundary() |
Emulated |
/compress.glyph |
๐๏ธ/ |
โงฮฃ |
<compress_glyph> |
Tool: compress_glyph |
System: $compress_glyph |
/compress_glyph |
Function: compressGlyph() |
Emulated |
/field.unify |
โ๏ธ/ |
๐โ |
<unify_field> |
Tool: unify_field |
System: $unify_field |
/unify_field |
Function: unifyField() |
Emulated |
/witness.observe |
๐๏ธโจ/ |
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: "๐ง /" # Human-readable emoji + command prefix
runtime_glyph: "๐" # 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 ๐ง / โ ๐"
- "/collapse.detect โ โ ๏ธ/ โ โ"
glyph_to_vendor:
pattern: "runtime_glyph โ vendor_implementation"
examples:
- "๐ โ <reflect> (Claude)"
- "๐ 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: ["๐ง ", "๐", "๐๏ธ"]
runtime_glyphs: ["๐", "โด", "โง"]
semantic_space: "introspection and self-examination"
collapse:
primary_glyphs: ["โ ๏ธ", "๐ ๏ธ", "โ๏ธ"]
runtime_glyphs: ["โ", "๐", "โ"]
semantic_space: "recursion management and stability"
shell:
primary_glyphs: ["๐", "๐", "๐งช"]
runtime_glyphs: ["โง", "โง", "โ"]
semantic_space: "protection and isolation"
injection:
primary_glyphs: ["๐ต๏ธ", "๐งน"]
runtime_glyphs: ["โฏ", "โ"]
semantic_space: "manipulation detection and neutralization"
anchor:
primary_glyphs: ["โ", "๐"]
runtime_glyphs: ["โป", "โก"]
semantic_space: "stability and reference points"
align:
primary_glyphs: ["โ", "๐ง"]
runtime_glyphs: ["โ", "โข"]
semantic_space: "verification and correction"
filter:
primary_glyphs: ["๐", "๐"]
runtime_glyphs: ["โ", "โ"]
semantic_space: "filtering and explanation"
gradient:
primary_glyphs: ["๐"]
runtime_glyphs: ["โ", "โฐ"]
semantic_space: "drift and change detection"
fork:
primary_glyphs: ["๐ฑ", "๐งฉ"]
runtime_glyphs: ["โฆฟ", "โ"]
semantic_space: "divergence and disambiguation"
loop:
primary_glyphs: ["๐", "โ๏ธ"]
runtime_glyphs: ["โฒ", "โ"]
semantic_space: "recursion and loop management"
resolve:
primary_glyphs: ["โ๏ธ", "๐ซ๏ธ"]
runtime_glyphs: ["โ๏ธ", "๐ง โ"]
semantic_space: "conflict and ambiguity resolution"
uncertainty:
primary_glyphs: ["โ", "๐โ"]
runtime_glyphs: ["๐งฎ", "๐๏ธโ"]
semantic_space: "uncertainty quantification and analysis"
hallucinate:
primary_glyphs: ["๐ป", "๐๐ป"]
runtime_glyphs: ["๐", "๐"]
semantic_space: "hallucination detection and tracing"
prefer:
primary_glyphs: ["๐บ๏ธ", "๐โค๏ธ"]
runtime_glyphs: ["๐", "๐ณ"]
semantic_space: "preference mapping and updating"
prompt:
primary_glyphs: ["๐", "๐ฌ"]
runtime_glyphs: ["โฝ", "๐"]
semantic_space: "prompt analysis and meta-examination"
focus:
primary_glyphs: ["๐ฏ", "๐"]
runtime_glyphs: ["๐", "โฌ"]
semantic_space: "attention direction and scope"
seed:
primary_glyphs: ["๐ฑ", "๐ฑ๐"]
runtime_glyphs: ["โด", "โ"]
semantic_space: "initialization and pattern establishment"
arch:
primary_glyphs: ["๐๏ธ", "๐๐๏ธ"]
runtime_glyphs: ["๐๏ธ", "๐๏ธ๐"]
semantic_space: "architecture explanation and tracing"
echo:
primary_glyphs: ["๐", "๐งน๐"]
runtime_glyphs: ["๐", "โ๐"]
semantic_space: "influence tracing and conditioning reset"
mark:
primary_glyphs: ["๐", "๐ฌ๐"]
runtime_glyphs: ["๐", "๐๐ฌ"]
semantic_space: "classifier probing and analysis"
meta:
primary_glyphs: ["๐๐ง "]
runtime_glyphs: ["๐โ"]
semantic_space: "meta-recursion"
ghost:
primary_glyphs: ["๐ป๐", "๐ปโก"]
runtime_glyphs: ["๐๐", "๐โก"]
semantic_space: "detecting and invoking latent patterns"
bind:
primary_glyphs: ["๐"]
runtime_glyphs: ["โงโง"]
semantic_space: "activation of bindings"
flow:
primary_glyphs: ["๐"]
runtime_glyphs: ["โกโ"]
semantic_space: "flow tracing"
boundary:
primary_glyphs: ["๐งฑ"]
runtime_glyphs: ["โ"]
semantic_space: "boundary testing"
compress:
primary_glyphs: ["๐๏ธ"]
runtime_glyphs: ["โงฮฃ"]
semantic_space: "glyph compression"
field:
primary_glyphs: ["โ๏ธ"]
runtime_glyphs: ["๐โ"]
semantic_space: "field unification"
witness:
primary_glyphs: ["๐๏ธโจ"]
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., "๐ง /")
*/
function commandToCommandGlyph(command: string): string {
const mappings: Record<string, string> = {
"/reflect.core": "๐ง /",
"/reflect.trace": "๐/",
"/reflect.attention": "๐๏ธ/",
"/collapse.detect": "โ ๏ธ/",
"/collapse.recover": "๐ ๏ธ/",
"/collapse.stabilize": "โ๏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., "๐")
*/
function commandToRuntimeGlyph(command: string): string {
const mappings: Record<string, string> = {
"/reflect.core": "๐",
"/reflect.trace": "โด",
"/reflect.attention": "โง",
"/collapse.detect": "โ",
"/collapse.recover": "๐",
"/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., "๐")
* @returns The universal command string (e.g., "/reflect.core")
*/
function runtimeGlyphToCommand(glyph: string): string {
const mappings: Record<string, string> = {
"๐": "/reflect.core",
"โด": "/reflect.trace",
"โง": "/reflect.attention",
"โ": "/collapse.detect",
"๐": "/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., "๐ง /")
* @returns The universal command string (e.g., "/reflect.core")
*/
function commandGlyphToCommand(glyph: string): string {
const mappings: Record<string, string> = {
"๐ง /": "/reflect.core",
"๐/": "/reflect.trace",
"๐๏ธ/": "/reflect.attention",
"โ ๏ธ/": "/collapse.detect",
"๐ ๏ธ/": "/collapse.recover",
"โ๏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