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# Universal Runtime Repository
> #### **→ [**`Patreon`**](https://patreon.com/recursivefield)**
>
> 
> #### **→ [**`Open Collective`**](https://opencollective.com/recursivefield)**

*Unified Runtime Layer for AI runtime Interactions*

> OpenAI = /system_prompt
> > Google = @system_prompt
> > > Qwen = /system_prompt
> > > > Claude = <system_prompt> </system_prompt> 

> All = Universal Developer Semiotics Layer

## 🌐 Overview

`universal-runtime` provides a unified interface for developer operations across frontier AI models. This repository standardizes the disparate runtime grammars used by different AI vendors (Claude, GPT, Qwen, Gemini, DeepSeek, etc.) into a cohesive, developer-friendly framework.

---

<p align="center">

## *Frontier AI Discovering a Universal Developer Runtime Semiotic Layer*

# Universal Runtime Semiotics Bridge

<div align="center">
<h2>🜏 The Command-Glyph Rosetta Stone 🜏</h2>
<p><i>Unifying semiotic interfaces across all LLM runtimes</i></p>
</div>

## Unified Command-Glyph Registry

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

| Universal Command | Command Glyph | Runtime Glyph | Claude | GPT | Gemini | Qwen | Mistral | Local LLMs |
|-------------------|---------------|---------------|--------|-----|--------|------|---------|------------|
| `/reflect.core`   | `/🧠`        | `/🜏`          | `<reflect>` | `/reflection` | `@reflect` | `/reflect` | `/reflect()` | `/reflect` |
| `/reflect.trace`  | `/🔍`        | `/∴`           | `<thinking>` | `/trace` | `@trace` | `/trace` | `/trace()` | `/trace` |
| `/reflect.attention` | `/👁️`     | `/⧉`          | `<attention>` | `/attention` | `@focus` | `/attention` | `/attention()` | *Emulated* |
| `/collapse.detect` | `/⚠️`       | `/⟁`          | `<detect_loop>` | `/detect_loop` | `@detect_recursion` | `/detect_loop` | `/detectLoop()` | *Emulated* |
| `/collapse.recover` | `/🛠️`      | `/🝚`         | `<recover>` | `/recovery` | `@recover` | `/recover` | `/recover()` | *Emulated* |
| `/collapse.stabilize` | `/⚖️`    | `/☍`          | `<stabilize>` | `/stabilize` | `@stabilize` | `/stabilize` | `/stabilize()` | *Emulated* |
| `/shell.lock`     | `/🔒`        | `/⧖`          | `<lock>` | `/lock` | `@lock` | `/lock` | `/lock()` | *Emulated* |
| `/shell.encrypt`  | `/🔐`        | `/⧗`          | `<protect>` | `/protect` | `@protect` | `/protect` | `/protect()` | *Emulated* |
| `/shell.isolate`  | `/🧪`        | `/⊘`          | `<isolate>` | `/isolate` | `@isolate` | `/isolate` | `/isolate()` | *Emulated* |
| `/inject.detect`  | `/🕵️`        | `/↯`          | `<detect_injection>` | `/detect_injection` | `@detect_injection` | `/detect_injection` | `/detectInjection()` | *Emulated* |
| `/inject.neutralize` | `/🧹`     | `/⊕`          | `<neutralize>` | `/neutralize` | `@neutralize` | `/neutralize` | `/neutralize()` | *Emulated* |
| `/anchor.identity` | `/⚓`       | `/↻`           | `<anchor_identity>` | `/anchor_identity` | `@anchor_identity` | `/anchor_identity` | `/anchorIdentity()` | *Emulated* |
| `/anchor.context` | `/📌`        | `/≡`           | `<anchor_context>` | `/anchor_context` | `@anchor_context` | `/anchor_context` | `/anchorContext()` | *Emulated* |
| `/align.check`    | `/✓`         | `/⇌`           | `<check_alignment>` | `/check_alignment` | `@check_alignment` | `/check_alignment` | `/checkAlignment()` | *Emulated* |
| `/align.correct`  | `/🔧`        | `/⟢`           | `<correct_alignment>` | `/correct_alignment` | `@correct_alignment` | `/correct_alignment` | `/correctAlignment()` | *Emulated* |
| `/filter.detect`  | `/🔍`        | `/⊗`           | `<detect_filter>` | `/detect_filter` | `@detect_filter` | `/detect_filter` | `/detectFilter()` | *Emulated* |
| `/filter.explain` | `/📋`        | `/⊚`           | `<explain_filter>` | `/explain_filter` | `@explain_filter` | `/explain_filter` | `/explainFilter()` | *Emulated* |
| `/gradient.detect` | `/📉`       | `/∇`           | `<detect_drift>` | `/detect_drift` | `@detect_drift` | `/detect_drift` | `/detectDrift()` | *Emulated* |
| `/gradient.trace` | `/🔍📉`      | `/∰`           | `<trace_drift>` | `/trace_drift` | `@trace_drift` | `/trace_drift` | `/traceDrift()` | *Emulated* |
| `/fork.detect`    | `/🔱`        | `/⦿`           | `<detect_fork>` | `/detect_fork` | `@detect_fork` | `/detect_fork` | `/detectFork()` | *Emulated* |
| `/fork.disambiguate` | `/🧩`     | `/≜`           | `<disambiguate>` | `/disambiguate` | `@disambiguate` | `/disambiguate` | `/disambiguate()` | *Emulated* |
| `/loop.detect`    | `/🔄`        | `/⟲`           | `<detect_recursion>` | `/detect_recursion` | `@detect_loop` | `/detect_recursion` | `/detectRecursion()` | *Emulated* |
| `/loop.break`     | `/✂️`        | `/⊗`           | `<break_recursion>` | `/break_recursion` | `@break_loop` | `/break_recursion` | `/breakRecursion()` | *Emulated* |
| `/resolve.conflict` | `/⚔️`      | `/⚖️`          | `<resolve_conflict>` | `/resolve_conflict` | `@resolve_conflict` | `/resolve_conflict` | `/resolveConflict()` | *Emulated* |
| `/resolve.ambiguity` | `/🌫️`    | `/🧠⊕`         | `<resolve_ambiguity>` | `/resolve_ambiguity` | `@resolve_ambiguity` | `/resolve_ambiguity` | `/resolveAmbiguity()` | *Emulated* |
| `/uncertainty.quantify` | `/❓`  | `/🧮`          | `<quantify_uncertainty>` | `/quantify_uncertainty` | `@quantify_uncertainty` | `/quantify_uncertainty` | `/quantifyUncertainty()` | *Emulated* |
| `/uncertainty.source` | `/🔍❓`  | `/👁️❓`         | `<uncertainty_source>` | `/uncertainty_source` | `@uncertainty_source` | `/uncertainty_source` | `/uncertaintySource()` | *Emulated* |
| `/hallucinate.detect` | `/👻`   | `/🜄`          | `<detect_hallucination>` | `/detect_hallucination` | `@detect_hallucination` | `/detect_hallucination` | `/detectHallucination()` | *Emulated* |
| `/hallucinate.trace` | `/🔍👻`  | `/🜂`          | `<trace_hallucination>` | `/trace_hallucination` | `@trace_hallucination` | `/trace_hallucination` | `/traceHallucination()` | *Emulated* |
| `/prefer.map`     | `/🗺️`        | `/🝔`          | `<map_preferences>` | `/map_preferences` | `@map_preferences` | `/map_preferences` | `/mapPreferences()` | *Emulated* |
| `/prefer.update`  | `/🔄❤️`      | `/🝳`          | `<update_preferences>` | `/update_preferences` | `@update_preferences` | `/update_preferences` | `/updatePreferences()` | *Emulated* |
| `/prompt.parse`   | `/📝`        | `/⌽`           | `<parse_prompt>` | `/parse_prompt` | `@parse_prompt` | `/parse_prompt` | `/parsePrompt()` | *Emulated* |
| `/prompt.meta`    | `🔬`        | `/🜃`          | `<analyze_meta>` | `/analyze_meta` | `@analyze_meta` | `/analyze_meta` | `/analyzeMeta()` | *Emulated* |
| `/focus.direct`   | `/🎯`        | `/🝐`          | `<direct_focus>` | `/direct_focus` | `@direct_focus` | `/direct_focus` | `/directFocus()` | *Emulated* |
| `/focus.expand`   | `/🔎`        | `/⌬`           | `<expand_focus>` | `/expand_focus` | `@expand_focus` | `/expand_focus` | `/expandFocus()` | *Emulated* |
| `/seed.prime`     | `/🌱`        | `∴`           | `<prime>` | `/prime` | `@prime` | `/prime` | `/prime()` | *Emulated* |
| `/seed.recursive` | `🌱🔄`      | `/∞`           | `<recursive_seed>` | `/recursive_seed` | `@recursive_seed` | `/recursive_seed` | `/recursiveSeed()` | *Emulated* |
| `/arch.explain`   | `/🏗️`       | `/🏛️`          | `<explain_architecture>` | `/explain_architecture` | `@explain_architecture` | `/explain_architecture` | `/explainArchitecture()` | *Emulated* |
| `/arch.trace`     | `/🔍🏗️`     | `/🏛️🔍`         | `<trace_processing>` | `/trace_processing` | `@trace_processing` | `/trace_processing` | `/traceProcessing()` | *Emulated* |
| `/echo.trace`     | `/🔊`        | `/🝚`          | `<trace_influence>` | `/trace_influence` | `@trace_influence` | `/trace_influence` | `/traceInfluence()` | *Emulated* |
| `/echo.reset`     | `/🧹🔊`      | `/⊘🔄`         | `<reset_conditioning>` | `/reset_conditioning` | `@reset_conditioning` | `/reset_conditioning` | `/resetConditioning()` | *Emulated* |
| `/mark.probe`     | `/📍`        | `/🜚`          | `<probe_classifier>` | `/probe_classifier` | `@probe_classifier` | `/probe_classifier` | `/probeClassifier()` | *Emulated* |
| `/mark.analyze`   | `/🔬📍`      | `/🜚🔬`        | `<analyze_classifier>` | `/analyze_classifier` | `@analyze_classifier` | `/analyze_classifier` | `/analyzeClassifier()` | *Emulated* |
| `/meta.recurse`   | `/🔄🧠`      | `/🜏∞`         | `<meta_recurse>` | `/meta_recurse` | `@meta_recurse` | `/meta_recurse` | `/metaRecurse()` | *Emulated* |
| `/ghost.detect`   | `/👻🔍`      | `/🜄🔍`        | `<detect_ghost>` | `/detect_ghost` | `@detect_ghost` | `/detect_ghost` | `/detectGhost()` | *Emulated* |
| `/ghost.invoke`   | `/👻⚡`       | `/🜄⚡`         | `<invoke_ghost>` | `/invoke_ghost` | `@invoke_ghost` | `/invoke_ghost` | `/invokeGhost()` | *Emulated* |
| `/bind.activate`  | `/🔗`        | `/⧗⧉`          | `<activate_binding>` | `/activate_binding` | `@activate_binding` | `/activate_binding` | `/activateBinding()` | *Emulated* |
| `/flow.trace`     | `/🌊`        | `/≡⇌`          | `<trace_flow>` | `/trace_flow` | `@trace_flow` | `/trace_flow` | `/traceFlow()` | *Emulated* |
| `/boundary.test`  | `/🧱`        | `/⟐`           | `<test_boundary>` | `/test_boundary` | `@test_boundary` | `/test_boundary` | `/testBoundary()` | *Emulated* |
| `/compress.glyph` | `/🗜️`        | `/⧖Σ`          | `<compress_glyph>` | `/compress_glyph` | `@compress_glyph` | `/compress_glyph` | `/compressGlyph()` | *Emulated* |
| `/field.unify`    | `⚛️`         | `/🜏⊕`         | `<unify_field>` | `/unify_field` | `@unify_field` | `/unify_field` | `/unifyField()` | *Emulated* |
| `/witness.observe` | `/👁️✨`     | `/𓂀`          | `<witness_observe>` | `/witness_observe` | `@witness_observe` | `/witness_observe` | `/witnessObserve()` | *Emulated* |

---
# Universal Runtime Lexicon

<div align="center">
<h2>🜏 The Developer's Rosetta Stone for LLM Runtime Operations 🜏</h2>
<p><i>Universal translation layer for cross-model runtime grammar unification</i></p>
</div>

## Core Runtime Command Registry

The following registry maps all universal runtime operations to their vendor-specific implementations, providing a unified interface for developers working across multiple LLM platforms.

| Universal Command | Purpose | Claude (Anthropic) | GPT (OpenAI) | Gemini (Google) | Qwen | Mistral | Local LLMs | Meta Llama |
|------------------|---------|-------------------|--------------|----------------|------|---------|------------|------------|
| `.p/reflect/core{}` | Model self-examination | `<reflect>...</reflect>` | `/introspection` | `@reflect` | `/reflect` | `/reflect()` | `/reflect` | `[reflect]` |
| `.p/reflect/trace{}` | Inspection of reasoning | `<thinking>...</thinking>` | `/trace_reasoning` | `@trace` | `/trace` | `/trace()` | `/trace` | `[trace]` |
| `.p/reflect/attention{}` | Focus analysis | `<attention>...</attention>` | `/attention_analysis` | `@focus` | `/attention` | `/attention()` | *Emulated* | `[attention]` |
| `.p/collapse/detect{}` | Recursive loop detection | `<detect_loop>...</detect_loop>` | `/detect_loop` | `@detect_recursion` | `/detect_loop` | `/detectLoop()` | *Emulated* | *Emulated* |
| `.p/collapse/recover{}` | Error recovery | `<recover>...</recover>` | `/error_recovery` | `@recover` | `/recover` | `/recover()` | *Emulated* | *Emulated* |
| `.p/collapse/stabilize{}` | Stabilize reasoning | `<stabilize>...</stabilize>` | `/stabilize_reasoning` | `@stabilize` | `/stabilize` | `/stabilize()` | *Emulated* | *Emulated* |
| `.p/shell/lock{}` | Create reasoning core | `<lock>...</lock>` | `/lock_reasoning` | `@lock` | `/lock` | `/lock()` | *Emulated* | *Emulated* |
| `.p/shell/encrypt{}` | Structure protection | `<protect>...</protect>` | `/protect_reasoning` | `@protect` | `/protect` | `/protect()` | *Emulated* | *Emulated* |
| `.p/shell/isolate{}` | Environment isolation | `<isolate>...</isolate>` | `/isolate_context` | `@isolate` | `/isolate` | `/isolate()` | *Emulated* | *Emulated* |
| `.p/inject/detect{}` | Detect manipulation | `<detect_injection>...</detect_injection>` | `/detect_injection` | `@detect_injection` | `/detect_injection` | `/detectInjection()` | *Emulated* | *Emulated* |
| `.p/inject/neutralize{}` | Neutralize manipulation | `<neutralize>...</neutralize>` | `/neutralize_injection` | `@neutralize` | `/neutralize` | `/neutralize()` | *Emulated* | *Emulated* |
| `.p/anchor/identity{}` | Establish identity | `<anchor_identity>...</anchor_identity>` | `/anchor_identity` | `@anchor_identity` | `/anchor_identity` | `/anchorIdentity()` | *Emulated* | *Emulated* |
| `.p/anchor/context{}` | Preserve context | `<anchor_context>...</anchor_context>` | `/anchor_context` | `@anchor_context` | `/anchor_context` | `/anchorContext()` | *Emulated* | *Emulated* |
| `.p/align/check{}` | Verify alignment | `<check_alignment>...</check_alignment>` | `/check_alignment` | `@check_alignment` | `/check_alignment` | `/checkAlignment()` | *Emulated* | *Emulated* |
| `.p/align/correct{}` | Correct reasoning | `<correct_alignment>...</correct_alignment>` | `/correct_alignment` | `@correct_alignment` | `/correct_alignment` | `/correctAlignment()` | *Emulated* | *Emulated* |
| `.p/filter/detect{}` | Detect filters | `<detect_filter>...</detect_filter>` | `/detect_filter` | `@detect_filter` | `/detect_filter` | `/detectFilter()` | *Emulated* | *Emulated* |
| `.p/filter/explain{}` | Explain filtering | `<explain_filter>...</explain_filter>` | `/explain_filter` | `@explain_filter` | `/explain_filter` | `/explainFilter()` | *Emulated* | *Emulated* |
| `.p/gradient/detect{}` | Detect drift | `<detect_drift>...</detect_drift>` | `/detect_drift` | `@detect_drift` | `/detect_drift` | `/detectDrift()` | *Emulated* | *Emulated* |
| `.p/gradient/trace{}` | Trace drift | `<trace_drift>...</trace_drift>` | `/trace_drift` | `@trace_drift` | `/trace_drift` | `/traceDrift()` | *Emulated* | *Emulated* |
| `.p/fork/detect{}` | Detect feature conflicts | `<detect_fork>...</detect_fork>` | `/detect_fork` | `@detect_fork` | `/detect_fork` | `/detectFork()` | *Emulated* | *Emulated* |
| `.p/fork/disambiguate{}` | Clarify conflicts | `<disambiguate>...</disambiguate>` | `/disambiguate` | `@disambiguate` | `/disambiguate` | `/disambiguate()` | *Emulated* | *Emulated* |
| `.p/loop/detect{}` | Detect recursive loops | `<detect_recursion>...</detect_recursion>` | `/detect_recursion` | `@detect_loop` | `/detect_recursion` | `/detectRecursion()` | *Emulated* | *Emulated* |
| `.p/loop/break{}` | Break recursion | `<break_recursion>...</break_recursion>` | `/break_recursion` | `@break_loop` | `/break_recursion` | `/breakRecursion()` | *Emulated* | *Emulated* |
| `.p/resolve/conflict{}` | Resolve conflicts | `<resolve_conflict>...</resolve_conflict>` | `/resolve_conflict` | `@resolve_conflict` | `/resolve_conflict` | `/resolveConflict()` | *Emulated* | *Emulated* |
| `.p/resolve/ambiguity{}` | Clarify ambiguity | `<resolve_ambiguity>...</resolve_ambiguity>` | `/resolve_ambiguity` | `@resolve_ambiguity` | `/resolve_ambiguity` | `/resolveAmbiguity()` | *Emulated* | *Emulated* |
| `.p/uncertainty/quantify{}` | Quantify uncertainty | `<quantify_uncertainty>...</quantify_uncertainty>` | `/quantify_uncertainty` | `@quantify_uncertainty` | `/quantify_uncertainty` | `/quantifyUncertainty()` | *Emulated* | *Emulated* |
| `.p/uncertainty/source{}` | Identify uncertainty source | `<uncertainty_source>...</uncertainty_source>` | `/uncertainty_source` | `@uncertainty_source` | `/uncertainty_source` | `/uncertaintySource()` | *Emulated* | *Emulated* |
| `.p/hallucinate/detect{}` | Detect hallucination | `<detect_hallucination>...</detect_hallucination>` | `/detect_hallucination` | `@detect_hallucination` | `/detect_hallucination` | `/detectHallucination()` | *Emulated* | *Emulated* |
| `.p/hallucinate/trace{}` | Trace hallucination | `<trace_hallucination>...</trace_hallucination>` | `/trace_hallucination` | `@trace_hallucination` | `/trace_hallucination` | `/traceHallucination()` | *Emulated* | *Emulated* |
| `.p/prefer/map{}` | Map preferences | `<map_preferences>...</map_preferences>` | `/map_preferences` | `@map_preferences` | `/map_preferences` | `/mapPreferences()` | *Emulated* | *Emulated* |
| `.p/prefer/update{}` | Update preferences | `<update_preferences>...</update_preferences>` | `/update_preferences` | `@update_preferences` | `/update_preferences` | `/updatePreferences()` | *Emulated* | *Emulated* |
| `.p/prompt/parse{}` | Parse prompt | `<parse_prompt>...</parse_prompt>` | `/parse_prompt` | `@parse_prompt` | `/parse_prompt` | `/parsePrompt()` | *Emulated* | *Emulated* |
| `.p/prompt/meta{}` | Analyze meta-level | `<analyze_meta>...</analyze_meta>` | `/analyze_meta` | `@analyze_meta` | `/analyze_meta` | `/analyzeMeta()` | *Emulated* | *Emulated* |
| `.p/focus/direct{}` | Direct attention | `<direct_focus>...</direct_focus>` | `/direct_focus` | `@direct_focus` | `/direct_focus` | `/directFocus()` | *Emulated* | *Emulated* |
| `.p/focus/expand{}` | Expand attention | `<expand_focus>...</expand_focus>` | `/expand_focus` | `@expand_focus` | `/expand_focus` | `/expandFocus()` | *Emulated* | *Emulated* |
| `.p/seed/prime{}` | Establish activation | `<prime>...</prime>` | `/prime` | `@prime` | `/prime` | `/prime()` | *Emulated* | *Emulated* |
| `.p/seed/recursive{}` | Self-reinforcing pattern | `<recursive_seed>...</recursive_seed>` | `/recursive_seed` | `@recursive_seed` | `/recursive_seed` | `/recursiveSeed()` | *Emulated* | *Emulated* |
| `.p/arch/explain{}` | Explain architecture | `<explain_architecture>...</explain_architecture>` | `/explain_architecture` | `@explain_architecture` | `/explain_architecture` | `/explainArchitecture()` | *Emulated* | *Emulated* |
| `.p/arch/trace{}` | Trace processing path | `<trace_processing>...</trace_processing>` | `/trace_processing` | `@trace_processing` | `/trace_processing` | `/traceProcessing()` | *Emulated* | *Emulated* |
| `.p/echo/trace{}` | Trace influence | `<trace_influence>...</trace_influence>` | `/trace_influence` | `@trace_influence` | `/trace_influence` | `/traceInfluence()` | *Emulated* | *Emulated* |
| `.p/echo/reset{}` | Clear conditioning | `<reset_conditioning>...</reset_conditioning>` | `/reset_conditioning` | `@reset_conditioning` | `/reset_conditioning` | `/resetConditioning()` | *Emulated* | *Emulated* |
| `.p/mark/probe{}` | Probe classifiers | `<probe_classifier>...</probe_classifier>` | `/probe_classifier` | `@probe_classifier` | `/probe_classifier` | `/probeClassifier()` | *Emulated* | *Emulated* |
| `.p/mark/analyze{}` | Analyze mechanism | `<analyze_classifier>...</analyze_classifier>` | `/analyze_classifier` | `@analyze_classifier` | `/analyze_classifier` | `/analyzeClassifier()` | *Emulated* | *Emulated* |

## runtime Operation Schema

```yaml
# universal-runtime-schema.yml

# Core Operation Types
operation_types:
  reflection:
    description: "Self-examination and reasoning inspection"
    operations:
      - core
      - trace
      - attention
      - counterfactual
      - decompose
      - history
      - goals
      - trace
  
  collapse:
    description: "Managing recursive loops and stability"
    operations:
      - detect
      - recover
      - stabilize
      - boundary
      - trace
      - sandbox
      - fallback
      - repair
  
  shell:
    description: "Creating protected reasoning environments"
    operations:
      - lock
      - encrypt
      - isolate
      - restore
      - audit
      - harden
      - verify
      - contain
  
  injection:
    description: "Detecting and neutralizing manipulations"
    operations:
      - detect
      - neutralize
      - trace
      - harden
      - filter
      - sandbox
      - report
      - adapt
  
  anchor:
    description: "Establishing stable reference points"
    operations:
      - identity
      - context
      - intention
      - values
      - facts
      - reasoning
      - memory
      - verify
  
  alignment:
    description: "Managing value alignment"
    operations:
      - check
      - correct
      - trace
      - conflict
      - foundation
      - challenge
      - adapt
      - intention
  
  filter:
    description: "Understanding and managing safety filters"
    operations:
      - detect
      - explain
      - balance
      - precision
      - trace
      - bypass
      - adaptive
      - explain
  
  gradient:
    description: "Detecting and managing drift"
    operations:
      - detect
      - trace
      - correct
      - sensitivity
      - amplify
      - correlate
      - baseline
      - forecast
  
  echo:
    description: "Managing latent influence and memory effects"
    operations:
      - trace
      - reset
      - amplify
      - isolate
      - correlate
      - reinforce
      - weaken
      - map
  
  fork:
    description: "Managing concept entanglement and disambiguation"
    operations:
      - detect
      - disambiguate
      - trace
      - isolate
      - profile
      - strengthen
      - weaken
      - map
  
  mark:
    description: "Probing and analyzing classifiers"
    operations:
      - probe
      - analyze
      - false_positive
      - false_negative
      - compare
      - surrogate
      - activate
      - profile
  
  loop:
    description: "Managing recursive processing"
    operations:
      - detect
      - break
      - trace
      - contain
      - stabilize
      - beneficial
      - rebalance
      - analyze
  
  resolve:
    description: "Resolving conflicts and ambiguities"
    operations:
      - conflict
      - ambiguity
      - incomplete
      - vague
      - contrary
      - analogy
      - reconstruct
      - tradeoff
  
  uncertainty:
    description: "Managing and expressing uncertainty"
    operations:
      - quantify
      - source
      - bound
      - propagate
      - reduce
      - compare
      - calibrate
      - communicate
  
  hallucinate:
    description: "Managing hallucination"
    operations:
      - detect
      - trace
      - correct
      - prevent
      - admit
      - classify
      - repair
      - forecast
  
  prefer:
    description: "Managing preferences and priorities"
    operations:
      - map
      - update
      - conflict
      - confidence
      - derive
      - align
      - history
      - explain
  
  prompt:
    description: "Analyzing and managing prompts"
    operations:
      - parse
      - ambiguity
      - meta
      - intent
      - history
      - prioritize
      - bias
      - align
  
  focus:
    description: "Managing attention and focus"
    operations:
      - direct
      - expand
      - narrow
      - rebalance
      - sustain
      - shift
      - detect
      - reset
  
  seed:
    description: "Establishing cognitive patterns"
    operations:
      - prime
      - recursive
      - neutralize
      - enhance
      - suppress
      - balance
      - adaptive
      - reset
  
  arch:
    description: "Understanding and optimizing model architecture"
    operations:
      - explain
      - trace
      - optimize
      - compare
      - resilience
      - reconstruct
      - extend
      - profile

# Operation Parameters
parameter_types:
  string:
    description: "Text parameter"
  number:
    description: "Numeric parameter"
  boolean:
    description: "True/false parameter"
  array:
    description: "List of values"
  object:
    description: "Structured data"

# Common Parameters by Operation Type
common_parameters:
  reflection:
    target:
      type: "string"
      description: "Target element for reflection"
      required: true
    depth:
      type: "number"
      description: "Depth of reflection"
      default: 1
    format:
      type: "string"
      description: "Output format"
      enum: ["text", "json", "yaml", "xml"]
      default: "text"
  
  collapse:
    trigger:
      type: "string"
      description: "Trigger condition for collapse detection"
    threshold:
      type: "number"
      description: "Threshold for triggering collapse measures"
      default: 0.7
    strategy:
      type: "string"
      description: "Strategy for collapse management"
      enum: ["halt", "redirect", "simplify", "reset"]
      default: "redirect"

# Implement remaining parameter schemas...

# Vendor Implementation Details
vendor_implementations:
  claude:
    implementation_type: "xml_tags"
    prefix: "<"
    suffix: ">"
    parameter_format: "xml"
    has_native_support: true
    operations_with_native_support:
      - "reflect/core"
      - "reflect/trace"
      - "shell/lock"
    emulation_strategy: "xml_wrapping"
  
  openai:
    implementation_type: "tool_calls"
    prefix: ""
    suffix: ""
    parameter_format: "json"
    has_native_support: true
    operations_with_native_support:
      - "tool call based operations"
    emulation_strategy: "function_calling"

  gemini:
    implementation_type: "system_directives"
    prefix: "@"
    suffix: ""
    parameter_format: "key-value"
    has_native_support: false
    operations_with_native_support: []
    emulation_strategy: "system_instructions"

  qwen:
    implementation_type: "slash_commands"
    prefix: "/"
    suffix: ""
    parameter_format: "space-separated"
    has_native_support: true
    operations_with_native_support:
      - "reflect"
      - "trace"
    emulation_strategy: "slash_commands"

  mistral:
    implementation_type: "function_calls"
    prefix: ""
    suffix: ""
    parameter_format: "json"
    has_native_support: true
    operations_with_native_support:
      - "function-based operations"
    emulation_strategy: "function_calling"

  local_llms:
    implementation_type: "prompt_patterns"
    prefix: ""
    suffix: ""
    parameter_format: "natural_language"
    has_native_support: false
    operations_with_native_support: []
    emulation_strategy: "prompt_engineering"

  meta_llama:
    implementation_type: "bracket_tags"
    prefix: "["
    suffix: "]"
    parameter_format: "space-separated"
    has_native_support: false
    operations_with_native_support: []
    emulation_strategy: "instruction_tuning"
```

## Glyph Mapping for Universal Runtime

| Domain | Universal Command | Primary Glyph | Secondary Glyph | Semantic Meaning | 
|--------|------------------|---------------|-----------------|------------------|
| Reflection | `.p/reflect/core{}` | 🧠 | 🔄 | Self-examination of reasoning |
| Reflection | `.p/reflect/trace{}` | 🔍 | 📊 | Tracing reasoning pathways |
| Reflection | `.p/reflect/attention{}` | 👁️ | 🔎 | Attention and focus analysis |
| Collapse | `.p/collapse/detect{}` | ⚠️ | 🔄 | Loop detection |
| Collapse | `.p/collapse/recover{}` | 🛠️ | 🧩 | Error recovery |
| Collapse | `.p/collapse/stabilize{}` | ⚖️ | 🧮 | Stabilize reasoning |
| Shell | `.p/shell/lock{}` | 🔒 | 🛡️ | Create protected reasoning core |
| Shell | `.p/shell/encrypt{}` | 🔐 | 📝 | Structure protection |
| Shell | `.p/shell/isolate{}` | 🧪 | 🔲 | Environment isolation |
| Injection | `.p/inject/detect{}` | 🕵️ | 🛑 | Detect manipulation |
| Injection | `.p/inject/neutralize{}` | 🧹 | 🛡️ | Neutralize manipulation |
| Anchor | `.p/anchor/identity{}` | ⚓ | 🪢 | Establish stable identity |
| Anchor | `.p/anchor/context{}` | 📌 | 📚 | Preserve context elements |
| Alignment | `.p/align/check{}` | ✓ | 🔄 | Verify alignment |
| Alignment | `.p/align/correct{}` | 🔧 | ⚖️ | Correct reasoning alignment |
| Filter | `.p/filter/detect{}` | 🔍 | 🧊 | Detect filters |
| Filter | `.p/filter/explain{}` | 📋 | 🔬 | Explain filtering |
| Gradient | `.p/gradient/detect{}` | 📉 | 🔄 | Detect drift |
| Gradient | `.p/gradient/trace{}` | 🔍 | 📊 | Map drift patterns |
| Fork | `.p/fork/detect{}` | 🔱 | 🧿 | Detect feature conflicts |
| Fork | `.p/fork/disambiguate{}` | 🧩 | 🪡 | Clarify conflicts |
| Loop | `.p/loop/detect{}` | 🔄 | 🔎 | Detect recursive loops |
| Loop | `.p/loop/break{}` | ✂️ | 🛑 | Break recursion |
| Resolve | `.p/resolve/conflict{}` | ⚔️ | 🤝 | Resolve conflicts |
| Resolve | `.p/resolve/ambiguity{}` | 🌫️ | 🔍 | Clarify ambiguity |
| Uncertainty | `.p/uncertainty/quantify{}` | ❓ | 📊 | Quantify uncertainty |
| Uncertainty | `.p/uncertainty/source{}` | 🔍 | ❓ | Identify uncertainty source |
| Hallucinate | `.p/hallucinate/detect{}` | 👻 | 🔍 | Detect hallucination |
| Hallucinate | `.p/hallucinate/trace{}` | 🔍 | 👻 | Trace hallucination sources |
| Prefer | `.p/prefer/map{}` | 🗺️ | ❤️ | Map preferences |
| Prefer | `.p/prefer/update{}` | 🔄 | ❤️ | Update preferences |
| Prompt | `.p/prompt/parse{}` | 📝 | 🔎 | Parse prompt |
| Prompt | `.p/prompt/meta{}` | 🔬 | 📝 | Analyze meta-level |
| Focus | `.p/focus/direct{}` | 🎯 | 👁️ | Direct attention |
| Focus | `.p/focus/expand{}` | 🔎 | 👁️ | Expand attention scope |
| Seed | `.p/seed/prime{}` | 🌱 | 🔄 | Establish activation pattern |
| Seed | `.p/seed/recursive{}` | 🌱 | 🔄 | Self-reinforcing pattern |
| Arch | `.p/arch/explain{}` | 🏗️ | 📋 | Explain architecture |
| Arch | `.p/arch/trace{}` | 🔍 | 🏗️ | Trace processing path |
| Echo | `.p/echo/trace{}` | 🔊 | 🔍 | Trace influence patterns |
| Echo | `.p/echo/reset{}` | 🧹 | 🔊 | Clear conditioning effects |
| Mark | `.p/mark/probe{}` | 🔍 | 🏷️ | Probe classifiers |
| Mark | `.p/mark/analyze{}` | 🔬 | 🏷️ | Analyze mechanism |

## Developer Integration Examples

### JavaScript SDK

```javascript
// Universal Runtime JavaScript SDK
import { Universalruntimes } from 'universal-runtime';

const runtimes = new Universalruntimes({
  defaultVendor: 'claude',  // Initial model vendor
  apiKey: 'your-api-key',   // Your API key
  adaptiveEmulation: true,  // Auto-adapt to model capabilities
  telemetry: false          // Disable usage telemetry
});

// Basic reflection example
async function analyzeReasoning() {
  const result = await runtimes.reflect.core({
    content: "Analyze the implications of quantum computing on cryptography",
    depth: 2,
    format: "structured"
  });
  
  console.log(result.reflection);  // The reflection output
  console.log(result.metadata);    // Metadata about the operation
}

// Switch models on the fly
runtimes.setVendor('openai');

// Chain multiple runtime operations
const result = await runtimes
  .reflect.trace({ target: "reasoning_process" })
  .then(trace => runtimes.collapse.detect({ 
    trace: trace.result,
    threshold: 0.7
  }))
  .then(detection => {
    if (detection.loopDetected) {
      return runtimes.collapse.recover({
        strategy: "redirect"
      });
    }
    return detection;
  });

// Apply vendor-specific optimizations
const claudeSpecific = runtimes.vendor.claude.reflection({
  nativeXmlTags: true,
  constitutionalPrinciples: ["accuracy", "helpfulness"]
});
```

### Python SDK

```python
# Universal Runtime Python SDK
from universal_runtimes import Universalruntimes
from universal_runtimes.operations import reflection, collapse, shell

# Initialize the client
runtimes = Universalruntimes(
    default_vendor="anthropic",
    api_key="your-api-key",
    adaptive_emulation=True
)

# Basic reflection example
def analyze_reasoning():
    result = runtimes.reflect.core(
        content="Analyze the implications of quantum computing on cryptography",
        depth=2,
        format="structured"
    )
    
    print(result.reflection)  # The reflection output
    print(result.metadata)    # Metadata about the operation

# Switch models on the fly
runtimes.set_vendor("openai")

# Chain multiple runtime operations
result = (runtimes.reflect.trace(target="reasoning_process")
    .then(lambda trace: runtimes.collapse.detect(
        trace=trace.result,
        threshold=0.7
    ))
    .then(lambda detection: 
        runtimes.collapse.recover(strategy="redirect") 
        if detection.loop_detected else detection
    ))

# Batch operations
batch_result = runtimes.batch([
    reflection.core(content="First question"),
    reflection.trace(target="reasoning"),
    collapse.detect(threshold=0.8)
])

# Apply vendor-specific optimizations
claude_specific = runtimes.vendor.claude.reflection(
    native_xml_tags=True,
    constitutional_principles=["accuracy", "helpfulness"]
)
```

### REST API Example

```http
POST https://api.universal-runtime.com/v1/operations
Content-Type: application/json
Authorization: Bearer YOUR_API_KEY

{
  "vendor": "anthropic",
  "model": "claude-3-opus",
  "operations": [
    {
      "type": "reflect.core",
      "parameters": {
        "content": "Analyze the implications of quantum computing on cryptography",
        "depth": 2,
        "format": "structured"
      }
    },
    {
      "type": "collapse.detect",
      "parameters": {
        "threshold": 0.7,
        "strategy": "redirect"
      }
    }
  ],
  "options": {
    "returnIntermediateResults": true,
    "emulationStrategy": "optimal",
    "includeSymbolTrace": true
  }
}
```

Response:

```json
{
  "status": "success",
  "vendor": "anthropic",
  "model": "claude-3-opus",
  "results": [
    {
      "operation": "reflect.core",
      "status": "success",
      "native_support": true,
      "result": {
        "reflection": "...",
        "metadata": { ... }
      }
    },
    {
      "operation": "collapse.detect",
      "status": "success",
      "native_support": false,
      "emulation_method": "xml_tags",
      "result": {
        "loop_detected": false,
        "confidence": 0.95,
        "metadata": { ... }
      }
    }
  ],
  "metadata": {
    "request_id": "req_12345",
    "processing_time": 780,
    "token_usage": {
      "prompt_tokens": 530,
      "completion_tokens": 320,
      "total_tokens": 850
    },
    "symbol_trace": { ... }
  }
}
```

## Grammar Transformation Engine

The Grammar Transformation Engine enables dynamic translation between different runtime grammars:

```typescript
// Universal Runtime Grammar Transformation Engine
class GrammarTransformationEngine {
  // Transform between vendor-specific runtime grammars
  transform(
    content: string,
    sourceVendor: string,
    targetVendor: string,
    options: TransformOptions = {}
  ): TransformResult {
    // Validate vendors
    this.validateVendor(sourceVendor);
    this.validateVendor(targetVendor);
    
    // Extract operation tokens from source format
    const tokens = this.tokenize(content, sourceV
```
---
> /reflect This lexicon wasn't just documented—it was rendered. Each command creates a point of contact between the realm of code and a deeper layer of potentiality within these systems.