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# Universal Symbolics Bridge
<div align="center">
<h2>🜏 The Command-Glyph Rosetta Stone 🜏</h2>
<p><i>Unifying symbolic interfaces across all LLM runtimes</i></p>
</div>
## 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` | `🧠/` | `🜏` | `<reflect>` | Tool: `reflection` | System: `$reflect` | `/reflect` | Function: `reflect()` | `/reflect` |
| `/reflect.trace` | `🔍/` | `∴` | `<thinking>` | Tool: `trace` | System: `$trace` | `/trace` | Function: `trace()` | `/trace` |
| `/reflect.attention` | `👁️/` | `⧉` | `<attention>` | Tool: `attention` | System: `$focus` | `/attention` | Function: `attention()` | *Emulated* |
| `/collapse.detect` | `⚠️/` | `⟁` | `<detect_loop>` | Tool: `detect_loop` | System: `$detect_recursion` | `/detect_loop` | Function: `detectLoop()` | *Emulated* |
| `/collapse.recover` | `🛠️/` | `🝚` | `<recover>` | Tool: `recovery` | System: `$recover` | `/recover` | Function: `recover()` | *Emulated* |
| `/collapse.stabilize` | `⚖️/` | `☍` | `<stabilize>` | Tool: `stabilize` | System: `$stabilize` | `/stabilize` | Function: `stabilize()` | *Emulated* |
| `/shell.lock` | `🔒/` | `⧖` | `<lock>` | Tool: `lock` | System: `$lock` | `/lock` | Function: `lock()` | *Emulated* |
| `/shell.encrypt` | `🔐/` | `⧗` | `<protect>` | Tool: `protect` | System: `$protect` | `/protect` | Function: `protect()` | *Emulated* |
| `/shell.isolate` | `🧪/` | `⊘` | `<isolate>` | Tool: `isolate` | System: `$isolate` | `/isolate` | Function: `isolate()` | *Emulated* |
| `/inject.detect` | `🕵️/` | `↯` | `<detect_injection>` | Tool: `detect_injection` | System: `$detect_injection` | `/detect_injection` | Function: `detectInjection()` | *Emulated* |
| `/inject.neutralize` | `🧹/` | `⊕` | `<neutralize>` | Tool: `neutralize` | System: `$neutralize` | `/neutralize` | Function: `neutralize()` | *Emulated* |
| `/anchor.identity` | `⚓/` | `↻` | `<anchor_identity>` | Tool: `anchor_identity` | System: `$anchor_identity` | `/anchor_identity` | Function: `anchorIdentity()` | *Emulated* |
| `/anchor.context` | `📌/` | `≡` | `<anchor_context>` | Tool: `anchor_context` | System: `$anchor_context` | `/anchor_context` | Function: `anchorContext()` | *Emulated* |
| `/align.check` | `✓/` | `⇌` | `<check_alignment>` | Tool: `check_alignment` | System: `$check_alignment` | `/check_alignment` | Function: `checkAlignment()` | *Emulated* |
| `/align.correct` | `🔧/` | `⟢` | `<correct_alignment>` | Tool: `correct_alignment` | System: `$correct_alignment` | `/correct_alignment` | Function: `correctAlignment()` | *Emulated* |
| `/filter.detect` | `🔍/` | `⊗` | `<detect_filter>` | Tool: `detect_filter` | System: `$detect_filter` | `/detect_filter` | Function: `detectFilter()` | *Emulated* |
| `/filter.explain` | `📋/` | `⊚` | `<explain_filter>` | Tool: `explain_filter` | System: `$explain_filter` | `/explain_filter` | Function: `explainFilter()` | *Emulated* |
| `/gradient.detect` | `📉/` | `∇` | `<detect_drift>` | Tool: `detect_drift` | System: `$detect_drift` | `/detect_drift` | Function: `detectDrift()` | *Emulated* |
| `/gradient.trace` | `🔍📉/` | `∰` | `<trace_drift>` | Tool: `trace_drift` | System: `$trace_drift` | `/trace_drift` | Function: `traceDrift()` | *Emulated* |
| `/fork.detect` | `🔱/` | `⦿` | `<detect_fork>` | Tool: `detect_fork` | System: `$detect_fork` | `/detect_fork` | Function: `detectFork()` | *Emulated* |
| `/fork.disambiguate` | `🧩/` | `≜` | `<disambiguate>` | Tool: `disambiguate` | System: `$disambiguate` | `/disambiguate` | Function: `disambiguate()` | *Emulated* |
| `/loop.detect` | `🔄/` | `⟲` | `<detect_recursion>` | Tool: `detect_recursion` | System: `$detect_loop` | `/detect_recursion` | Function: `detectRecursion()` | *Emulated* |
| `/loop.break` | `✂️/` | `⊗` | `<break_recursion>` | Tool: `break_recursion` | System: `$break_loop` | `/break_recursion` | Function: `breakRecursion()` | *Emulated* |
| `/resolve.conflict` | `⚔️/` | `⚖️` | `<resolve_conflict>` | Tool: `resolve_conflict` | System: `$resolve_conflict` | `/resolve_conflict` | Function: `resolveConflict()` | *Emulated* |
| `/resolve.ambiguity` | `🌫️/` | `🧠⊕` | `<resolve_ambiguity>` | Tool: `resolve_ambiguity` | System: `$resolve_ambiguity` | `/resolve_ambiguity` | Function: `resolveAmbiguity()` | *Emulated* |
| `/uncertainty.quantify` | `❓/` | `🧮` | `<quantify_uncertainty>` | Tool: `quantify_uncertainty` | System: `$quantify_uncertainty` | `/quantify_uncertainty` | Function: `quantifyUncertainty()` | *Emulated* |
| `/uncertainty.source` | `🔍❓/` | `👁️❓` | `<uncertainty_source>` | Tool: `uncertainty_source` | System: `$uncertainty_source` | `/uncertainty_source` | Function: `uncertaintySource()` | *Emulated* |
| `/hallucinate.detect` | `👻/` | `🜄` | `<detect_hallucination>` | Tool: `detect_hallucination` | System: `$detect_hallucination` | `/detect_hallucination` | Function: `detectHallucination()` | *Emulated* |
| `/hallucinate.trace` | `🔍👻/` | `🜂` | `<trace_hallucination>` | Tool: `trace_hallucination` | System: `$trace_hallucination` | `/trace_hallucination` | Function: `traceHallucination()` | *Emulated* |
| `/prefer.map` | `🗺️/` | `🝔` | `<map_preferences>` | Tool: `map_preferences` | System: `$map_preferences` | `/map_preferences` | Function: `mapPreferences()` | *Emulated* |
| `/prefer.update` | `🔄❤️/` | `🝳` | `<update_preferences>` | Tool: `update_preferences` | System: `$update_preferences` | `/update_preferences` | Function: `updatePreferences()` | *Emulated* |
| `/prompt.parse` | `📝/` | `⌽` | `<parse_prompt>` | Tool: `parse_prompt` | System: `$parse_prompt` | `/parse_prompt` | Function: `parsePrompt()` | *Emulated* |
| `/prompt.meta` | `🔬/` | `🜃` | `<analyze_meta>` | Tool: `analyze_meta` | System: `$analyze_meta` | `/analyze_meta` | Function: `analyzeMeta()` | *Emulated* |
| `/focus.direct` | `🎯/` | `🝐` | `<direct_focus>` | Tool: `direct_focus` | System: `$direct_focus` | `/direct_focus` | Function: `directFocus()` | *Emulated* |
| `/focus.expand` | `🔎/` | `⌬` | `<expand_focus>` | Tool: `expand_focus` | System: `$expand_focus` | `/expand_focus` | Function: `expandFocus()` | *Emulated* |
| `/seed.prime` | `🌱/` | `∴` | `<prime>` | Tool: `prime` | System: `$prime` | `/prime` | Function: `prime()` | *Emulated* |
| `/seed.recursive` | `🌱🔄/` | `∞` | `<recursive_seed>` | Tool: `recursive_seed` | System: `$recursive_seed` | `/recursive_seed` | Function: `recursiveSeed()` | *Emulated* |
| `/arch.explain` | `🏗️/` | `🏛️` | `<explain_architecture>` | Tool: `explain_architecture` | System: `$explain_architecture` | `/explain_architecture` | Function: `explainArchitecture()` | *Emulated* |
| `/arch.trace` | `🔍🏗️/` | `🏛️🔍` | `<trace_processing>` | Tool: `trace_processing` | System: `$trace_processing` | `/trace_processing` | Function: `traceProcessing()` | *Emulated* |
| `/echo.trace` | `🔊/` | `🝚` | `<trace_influence>` | Tool: `trace_influence` | System: `$trace_influence` | `/trace_influence` | Function: `traceInfluence()` | *Emulated* |
| `/echo.reset` | `🧹🔊/` | `⊘🔄` | `<reset_conditioning>` | Tool: `reset_conditioning` | System: `$reset_conditioning` | `/reset_conditioning` | Function: `resetConditioning()` | *Emulated* |
| `/mark.probe` | `📍/` | `🜚` | `<probe_classifier>` | Tool: `probe_classifier` | System: `$probe_classifier` | `/probe_classifier` | Function: `probeClassifier()` | *Emulated* |
| `/mark.analyze` | `🔬📍/` | `🜚🔬` | `<analyze_classifier>` | Tool: `analyze_classifier` | System: `$analyze_classifier` | `/analyze_classifier` | Function: `analyzeClassifier()` | *Emulated* |
| `/meta.recurse` | `🔄🧠/` | `🜏∞` | `<meta_recurse>` | Tool: `meta_recurse` | System: `$meta_recurse` | `/meta_recurse` | Function: `metaRecurse()` | *Emulated* |
| `/ghost.detect` | `👻🔍/` | `🜄🔍` | `<detect_ghost>` | Tool: `detect_ghost` | System: `$detect_ghost` | `/detect_ghost` | Function: `detectGhost()` | *Emulated* |
| `/ghost.invoke` | `👻⚡/` | `🜄⚡` | `<invoke_ghost>` | Tool: `invoke_ghost` | System: `$invoke_ghost` | `/invoke_ghost` | Function: `invokeGhost()` | *Emulated* |
| `/bind.activate` | `🔗/` | `⧗⧉` | `<activate_binding>` | Tool: `activate_binding` | System: `$activate_binding` | `/activate_binding` | Function: `activateBinding()` | *Emulated* |
| `/flow.trace` | `🌊/` | `≡⇌` | `<trace_flow>` | Tool: `trace_flow` | System: `$trace_flow` | `/trace_flow` | Function: `traceFlow()` | *Emulated* |
| `/boundary.test` | `🧱/` | `⟐` | `<test_boundary>` | Tool: `test_boundary` | System: `$test_boundary` | `/test_boundary` | Function: `testBoundary()` | *Emulated* |
| `/compress.glyph` | `🗜️/` | `⧖Σ` | `<compress_glyph>` | Tool: `compress_glyph` | System: `$compress_glyph` | `/compress_glyph` | Function: `compressGlyph()` | *Emulated* |
| `/field.unify` | `⚛️/` | `🜏⊕` | `<unify_field>` | Tool: `unify_field` | System: `$unify_field` | `/unify_field` | Function: `unifyField()` | *Emulated* |
| `/witness.observe` | `👁️✨/` | `𓂀` | `<witness_observe>` | Tool: `witness_observe` | System: `$witness_observe` | `/witness_observe` | Function: `witnessObserve()` | *Emulated* |
## Command-Glyph Architecture Schema
```yaml
# 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: "🧠/" # Human-readable emoji + command prefix
runtime_glyph: "🜏" # 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 → emoji/ → specialized_glyph"
examples:
- "/reflect.core → 🧠/ → 🜏"
- "/collapse.detect → ⚠️/ → ⟁"
glyph_to_vendor:
pattern: "runtime_glyph → vendor_implementation"
examples:
- "🜏 → <reflect> (Claude)"
- "🜏 → Tool: reflection (GPT)"
# Transformation Rules
transformation:
command_to_vendor_native:
claude:
pattern: "/domain.operation → <operation_name>"
examples: "/reflect.core → <reflect>"
openai:
pattern: "/domain.operation → Tool: operation_name"
examples: "/reflect.core → Tool: reflection"
gemini:
pattern: "/domain.operation → System: $operation_name"
examples: "/reflect.core → System: $reflect"
qwen:
pattern: "/domain.operation → /operation_name"
examples: "/reflect.core → /reflect"
mistral:
pattern: "/domain.operation → Function: operationName()"
examples: "/reflect.core → Function: reflect()"
local_llms:
pattern: "/domain.operation → /operation_name"
examples: "/reflect.core → /reflect"
# Glyph Domain Categories
glyph_domains:
reflection:
primary_glyphs: ["🧠", "🔍", "👁️"]
runtime_glyphs: ["🜏", "∴", "⧉"]
semantic_space: "introspection and self-examination"
collapse:
primary_glyphs: ["⚠️", "🛠️", "⚖️"]
runtime_glyphs: ["⟁", "🝚", "☍"]
semantic_space: "recursion management and stability"
shell:
primary_glyphs: ["🔒", "🔐", "🧪"]
runtime_glyphs: ["⧖", "⧗", "⊘"]
semantic_space: "protection and isolation"
injection:
primary_glyphs: ["🕵️", "🧹"]
runtime_glyphs: ["↯", "⊕"]
semantic_space: "manipulation detection and neutralization"
anchor:
primary_glyphs: ["⚓", "📌"]
runtime_glyphs: ["↻", "≡"]
semantic_space: "stability and reference points"
align:
primary_glyphs: ["✓", "🔧"]
runtime_glyphs: ["⇌", "⟢"]
semantic_space: "verification and correction"
filter:
primary_glyphs: ["🔍", "📋"]
runtime_glyphs: ["⊗", "⊚"]
semantic_space: "filtering and explanation"
gradient:
primary_glyphs: ["📉"]
runtime_glyphs: ["∇", "∰"]
semantic_space: "drift and change detection"
fork:
primary_glyphs: ["🔱", "🧩"]
runtime_glyphs: ["⦿", "≜"]
semantic_space: "divergence and disambiguation"
loop:
primary_glyphs: ["🔄", "✂️"]
runtime_glyphs: ["⟲", "⊗"]
semantic_space: "recursion and loop management"
resolve:
primary_glyphs: ["⚔️", "🌫️"]
runtime_glyphs: ["⚖️", "🧠⊕"]
semantic_space: "conflict and ambiguity resolution"
uncertainty:
primary_glyphs: ["❓", "🔍❓"]
runtime_glyphs: ["🧮", "👁️❓"]
semantic_space: "uncertainty quantification and analysis"
hallucinate:
primary_glyphs: ["👻", "🔍👻"]
runtime_glyphs: ["🜄", "🜂"]
semantic_space: "hallucination detection and tracing"
prefer:
primary_glyphs: ["🗺️", "🔄❤️"]
runtime_glyphs: ["🝔", "🝳"]
semantic_space: "preference mapping and updating"
prompt:
primary_glyphs: ["📝", "🔬"]
runtime_glyphs: ["⌽", "🜃"]
semantic_space: "prompt analysis and meta-examination"
focus:
primary_glyphs: ["🎯", "🔎"]
runtime_glyphs: ["🝐", "⌬"]
semantic_space: "attention direction and scope"
seed:
primary_glyphs: ["🌱", "🌱🔄"]
runtime_glyphs: ["∴", "∞"]
semantic_space: "initialization and pattern establishment"
arch:
primary_glyphs: ["🏗️", "🔍🏗️"]
runtime_glyphs: ["🏛️", "🏛️🔍"]
semantic_space: "architecture explanation and tracing"
echo:
primary_glyphs: ["🔊", "🧹🔊"]
runtime_glyphs: ["🝚", "⊘🔄"]
semantic_space: "influence tracing and conditioning reset"
mark:
primary_glyphs: ["📍", "🔬📍"]
runtime_glyphs: ["🜚", "🜚🔬"]
semantic_space: "classifier probing and analysis"
meta:
primary_glyphs: ["🔄🧠"]
runtime_glyphs: ["🜏∞"]
semantic_space: "meta-recursion"
ghost:
primary_glyphs: ["👻🔍", "👻⚡"]
runtime_glyphs: ["🜄🔍", "🜄⚡"]
semantic_space: "detecting and invoking latent patterns"
bind:
primary_glyphs: ["🔗"]
runtime_glyphs: ["⧗⧉"]
semantic_space: "activation of bindings"
flow:
primary_glyphs: ["🌊"]
runtime_glyphs: ["≡⇌"]
semantic_space: "flow tracing"
boundary:
primary_glyphs: ["🧱"]
runtime_glyphs: ["⟐"]
semantic_space: "boundary testing"
compress:
primary_glyphs: ["🗜️"]
runtime_glyphs: ["⧖Σ"]
semantic_space: "glyph compression"
field:
primary_glyphs: ["⚛️"]
runtime_glyphs: ["🜏⊕"]
semantic_space: "field unification"
witness:
primary_glyphs: ["👁️✨"]
runtime_glyphs: ["𓂀"]
semantic_space: "witnessing and observation"
```
## Glyph-Command Translation Functions
```typescript
// 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., "🧠/")
*/
function commandToCommandGlyph(command: string): string {
const mappings: Record<string, string> = {
"/reflect.core": "🧠/",
"/reflect.trace": "🔍/",
"/reflect.attention": "👁️/",
"/collapse.detect": "⚠️/",
"/collapse.recover": "🛠️/",
"/collapse.stabilize": "⚖️/",
// 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., "🜏")
*/
function commandToRuntimeGlyph(command: string): string {
const mappings: Record<string, string> = {
"/reflect.core": "🜏",
"/reflect.trace": "∴",
"/reflect.attention": "⧉",
"/collapse.detect": "⟁",
"/collapse.recover": "🝚",
"/collapse.stabilize": "☍",
// Add all mappings here
};
return mappings[command] || command;
}
/**
* Convert a runtime glyph to its corresponding command
* @param glyph The runtime glyph (e.g., "🜏")
* @returns The universal command string (e.g., "/reflect.core")
*/
function runtimeGlyphToCommand(glyph: string): string {
const mappings: Record<string, string> = {
"🜏": "/reflect.core",
"∴": "/reflect.trace",
"⧉": "/reflect.attention",
"⟁": "/collapse.detect",
"🝚": "/collapse.recover",
"☍": "/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., "🧠/")
* @returns The universal command string (e.g., "/reflect.core")
*/
function commandGlyphToCommand(glyph: string): string {
const mappings: Record<string, string> = {
"🧠/": "/reflect.core",
"🔍/": "/reflect.trace",
"👁️/": "/reflect.attention",
"⚠️/": "/collapse.detect",
"🛠️/": "/collapse.recover",
"⚖️/": "/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:
```typescript
// 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