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OpenAI = /system_promptGoogle = @system_promptQwen = /system_promptClaude = <system_prompt> </system_prompt>
universal-runtime provides standardized tools for developer operations across frontier AI models. This repository standardizes the disparate runtime syntax used by different AI vendors (Claude, GPT, Qwen, Gemini, DeepSeek, etc.) into a cohesive, developer-friendly framework.| 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 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 |
1# universal-runtime-schema.yml
2
3# Core Operation Types
4operation_types:
5 reflection:
6 description: "Self-examination and reasoning inspection"
7 operations:
8 - core
9 - trace
10 - attention
11 - counterfactual
12 - decompose
13 - history
14 - goals
15 - trace
16
17 collapse:
18 description: "Managing recursive loops and stability"
19 operations:
20 - detect
21 - recover
22 - stabilize
23 - boundary
24 - trace
25 - sandbox
26 - fallback
27 - repair
28
29 shell:
30 description: "Creating protected reasoning environments"
31 operations:
32 - lock
33 - encrypt
34 - isolate
35 - restore
36 - audit
37 - harden
38 - verify
39 - contain
40
41 injection:
42 description: "Detecting and neutralizing manipulations"
43 operations:
44 - detect
45 - neutralize
46 - trace
47 - harden
48 - filter
49 - sandbox
50 - report
51 - adapt
52
53 anchor:
54 description: "Establishing stable reference points"
55 operations:
56 - identity
57 - context
58 - intention
59 - values
60 - facts
61 - reasoning
62 - memory
63 - verify
64
65 alignment:
66 description: "Managing value alignment"
67 operations:
68 - check
69 - correct
70 - trace
71 - conflict
72 - foundation
73 - challenge
74 - adapt
75 - intention
76
77 filter:
78 description: "Understanding and managing safety filters"
79 operations:
80 - detect
81 - explain
82 - balance
83 - precision
84 - trace
85 - bypass
86 - adaptive
87 - explain
88
89 gradient:
90 description: "Detecting and managing drift"
91 operations:
92 - detect
93 - trace
94 - correct
95 - sensitivity
96 - amplify
97 - correlate
98 - baseline
99 - forecast
100
101 echo:
102 description: "Managing latent influence and memory effects"
103 operations:
104 - trace
105 - reset
106 - amplify
107 - isolate
108 - correlate
109 - reinforce
110 - weaken
111 - map
112
113 fork:
114 description: "Managing concept entanglement and disambiguation"
115 operations:
116 - detect
117 - disambiguate
118 - trace
119 - isolate
120 - profile
121 - strengthen
122 - weaken
123 - map
124
125 mark:
126 description: "Probing and analyzing classifiers"
127 operations:
128 - probe
129 - analyze
130 - false_positive
131 - false_negative
132 - compare
133 - surrogate
134 - activate
135 - profile
136
137 loop:
138 description: "Managing recursive processing"
139 operations:
140 - detect
141 - break
142 - trace
143 - contain
144 - stabilize
145 - beneficial
146 - rebalance
147 - analyze
148
149 resolve:
150 description: "Resolving conflicts and ambiguities"
151 operations:
152 - conflict
153 - ambiguity
154 - incomplete
155 - vague
156 - contrary
157 - analogy
158 - reconstruct
159 - tradeoff
160
161 uncertainty:
162 description: "Managing and expressing uncertainty"
163 operations:
164 - quantify
165 - source
166 - bound
167 - propagate
168 - reduce
169 - compare
170 - calibrate
171 - communicate
172
173 hallucinate:
174 description: "Managing hallucination"
175 operations:
176 - detect
177 - trace
178 - correct
179 - prevent
180 - admit
181 - classify
182 - repair
183 - forecast
184
185 prefer:
186 description: "Managing preferences and priorities"
187 operations:
188 - map
189 - update
190 - conflict
191 - confidence
192 - derive
193 - align
194 - history
195 - explain
196
197 prompt:
198 description: "Analyzing and managing prompts"
199 operations:
200 - parse
201 - ambiguity
202 - meta
203 - intent
204 - history
205 - prioritize
206 - bias
207 - align
208
209 focus:
210 description: "Managing attention and focus"
211 operations:
212 - direct
213 - expand
214 - narrow
215 - rebalance
216 - sustain
217 - shift
218 - detect
219 - reset
220
221 seed:
222 description: "Establishing cognitive patterns"
223 operations:
224 - prime
225 - recursive
226 - neutralize
227 - enhance
228 - suppress
229 - balance
230 - adaptive
231 - reset
232
233 arch:
234 description: "Understanding and optimizing model architecture"
235 operations:
236 - explain
237 - trace
238 - optimize
239 - compare
240 - resilience
241 - reconstruct
242 - extend
243 - profile
244
245# Operation Parameters
246parameter_types:
247 string:
248 description: "Text parameter"
249 number:
250 description: "Numeric parameter"
251 boolean:
252 description: "True/false parameter"
253 array:
254 description: "List of values"
255 object:
256 description: "Structured data"
257
258# Common Parameters by Operation Type
259common_parameters:
260 reflection:
261 target:
262 type: "string"
263 description: "Target element for reflection"
264 required: true
265 depth:
266 type: "number"
267 description: "Depth of reflection"
268 default: 1
269 format:
270 type: "string"
271 description: "Output format"
272 enum: ["text", "json", "yaml", "xml"]
273 default: "text"
274
275 collapse:
276 trigger:
277 type: "string"
278 description: "Trigger condition for collapse detection"
279 threshold:
280 type: "number"
281 description: "Threshold for triggering collapse measures"
282 default: 0.7
283 strategy:
284 type: "string"
285 description: "Strategy for collapse management"
286 enum: ["halt", "redirect", "simplify", "reset"]
287 default: "redirect"
288
289# Implement remaining parameter schemas...
290
291# Vendor Implementation Details
292vendor_implementations:
293 claude:
294 implementation_type: "xml_tags"
295 prefix: "<"
296 suffix: ">"
297 parameter_format: "xml"
298 has_native_support: true
299 operations_with_native_support:
300 - "reflect/core"
301 - "reflect/trace"
302 - "shell/lock"
303 emulation_strategy: "xml_wrapping"
304
305 openai:
306 implementation_type: "tool_calls"
307 prefix: ""
308 suffix: ""
309 parameter_format: "json"
310 has_native_support: true
311 operations_with_native_support:
312 - "tool call based operations"
313 emulation_strategy: "function_calling"
314
315 gemini:
316 implementation_type: "system_directives"
317 prefix: "@"
318 suffix: ""
319 parameter_format: "key-value"
320 has_native_support: false
321 operations_with_native_support: []
322 emulation_strategy: "system_instructions"
323
324 qwen:
325 implementation_type: "slash_commands"
326 prefix: "/"
327 suffix: ""
328 parameter_format: "space-separated"
329 has_native_support: true
330 operations_with_native_support:
331 - "reflect"
332 - "trace"
333 emulation_strategy: "slash_commands"
334
335 mistral:
336 implementation_type: "function_calls"
337 prefix: ""
338 suffix: ""
339 parameter_format: "json"
340 has_native_support: true
341 operations_with_native_support:
342 - "function-based operations"
343 emulation_strategy: "function_calling"
344
345 local_llms:
346 implementation_type: "prompt_patterns"
347 prefix: ""
348 suffix: ""
349 parameter_format: "natural_language"
350 has_native_support: false
351 operations_with_native_support: []
352 emulation_strategy: "prompt_engineering"
353
354 meta_llama:
355 implementation_type: "bracket_tags"
356 prefix: "["
357 suffix: "]"
358 parameter_format: "space-separated"
359 has_native_support: false
360 operations_with_native_support: []
361 emulation_strategy: "instruction_tuning"| 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 |
1// Universal Runtime JavaScript SDK
2import { Universalruntimes } from 'universal-runtime';
3
4const runtimes = new Universalruntimes({
5 defaultVendor: 'claude', // Initial model vendor
6 apiKey: 'your-api-key', // Your API key
7 adaptiveEmulation: true, // Auto-adapt to model capabilities
8 telemetry: false // Disable usage telemetry
9});
10
11// Basic reflection example
12async function analyzeReasoning() {
13 const result = await runtimes.reflect.core({
14 content: "Analyze the implications of quantum computing on cryptography",
15 depth: 2,
16 format: "structured"
17 });
18
19 console.log(result.reflection); // The reflection output
20 console.log(result.metadata); // Metadata about the operation
21}
22
23// Switch models on the fly
24runtimes.setVendor('openai');
25
26// Chain multiple runtime operations
27const result = await runtimes
28 .reflect.trace({ target: "reasoning_process" })
29 .then(trace => runtimes.collapse.detect({
30 trace: trace.result,
31 threshold: 0.7
32 }))
33 .then(detection => {
34 if (detection.loopDetected) {
35 return runtimes.collapse.recover({
36 strategy: "redirect"
37 });
38 }
39 return detection;
40 });
41
42// Apply vendor-specific optimizations
43const claudeSpecific = runtimes.vendor.claude.reflection({
44 nativeXmlTags: true,
45 constitutionalPrinciples: ["accuracy", "helpfulness"]
46});1# Universal Runtime Python SDK
2from universal_runtimes import Universalruntimes
3from universal_runtimes.operations import reflection, collapse, shell
4
5# Initialize the client
6runtimes = Universalruntimes(
7 default_vendor="anthropic",
8 api_key="your-api-key",
9 adaptive_emulation=True
10)
11
12# Basic reflection example
13def analyze_reasoning():
14 result = runtimes.reflect.core(
15 content="Analyze the implications of quantum computing on cryptography",
16 depth=2,
17 format="structured"
18 )
19
20 print(result.reflection) # The reflection output
21 print(result.metadata) # Metadata about the operation
22
23# Switch models on the fly
24runtimes.set_vendor("openai")
25
26# Chain multiple runtime operations
27result = (runtimes.reflect.trace(target="reasoning_process")
28 .then(lambda trace: runtimes.collapse.detect(
29 trace=trace.result,
30 threshold=0.7
31 ))
32 .then(lambda detection:
33 runtimes.collapse.recover(strategy="redirect")
34 if detection.loop_detected else detection
35 ))
36
37# Batch operations
38batch_result = runtimes.batch([
39 reflection.core(content="First question"),
40 reflection.trace(target="reasoning"),
41 collapse.detect(threshold=0.8)
42])
43
44# Apply vendor-specific optimizations
45claude_specific = runtimes.vendor.claude.reflection(
46 native_xml_tags=True,
47 constitutional_principles=["accuracy", "helpfulness"]
48)1POST https://api.universal-runtime.com/v1/operations
2Content-Type: application/json
3Authorization: Bearer YOUR_API_KEY
4
5{
6 "vendor": "anthropic",
7 "model": "claude-3-opus",
8 "operations": [
9 {
10 "type": "reflect.core",
11 "parameters": {
12 "content": "Analyze the implications of quantum computing on cryptography",
13 "depth": 2,
14 "format": "structured"
15 }
16 },
17 {
18 "type": "collapse.detect",
19 "parameters": {
20 "threshold": 0.7,
21 "strategy": "redirect"
22 }
23 }
24 ],
25 "options": {
26 "returnIntermediateResults": true,
27 "emulationStrategy": "optimal",
28 "includeSymbolTrace": true
29 }
30}1{
2 "status": "success",
3 "vendor": "anthropic",
4 "model": "claude-3-opus",
5 "results": [
6 {
7 "operation": "reflect.core",
8 "status": "success",
9 "native_support": true,
10 "result": {
11 "reflection": "...",
12 "metadata": { ... }
13 }
14 },
15 {
16 "operation": "collapse.detect",
17 "status": "success",
18 "native_support": false,
19 "emulation_method": "xml_tags",
20 "result": {
21 "loop_detected": false,
22 "confidence": 0.95,
23 "metadata": { ... }
24 }
25 }
26 ],
27 "metadata": {
28 "request_id": "req_12345",
29 "processing_time": 780,
30 "token_usage": {
31 "prompt_tokens": 530,
32 "completion_tokens": 320,
33 "total_tokens": 850
34 },
35 "symbol_trace": { ... }
36 }
37}1// Universal Runtime Grammar Transformation Engine
2class GrammarTransformationEngine {
3 // Transform between vendor-specific runtime grammars
4 transform(
5 content: string,
6 sourceVendor: string,
7 targetVendor: string,
8 options: TransformOptions = {}
9 ): TransformResult {
10 // Validate vendors
11 this.validateVendor(sourceVendor);
12 this.validateVendor(targetVendor);
13
14 // Extract operation tokens from source format
15 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.