Systems and methods for language-based three-dimensional interactive environment construction and interaction

Abstract

A computing system may include a communication interface configured to receive from a first client machine a natural language description of a three-dimensional environment. A path embedding generator may determine a path language representation of a three-dimensional virtual environment based on the natural language description and via a large language model interface. The path language representation may be generated in accordance with a path language definition and may include one or more entities to include within the three-dimensional virtual environment. An entity of the entities may include a three-dimensional model of the entity and an entity animation rig for animating the entity. The path language representation may include a script governing behavior of the one or more entities and including one or more events. The three-dimensional virtual environment may be presented at a second client machine upon request.

Description

Docket^No.^LMODP003WO^ PCT^Patent^Application^ for^ Systems^and^Methods^for^Language^Based^Three^ Dimensional^Interactive^Environment^Construction^and^^ Interaction^ ^ CROSS^REFERENCE^TO^RELATED^APPLICATIONS^

[0001] This^ application^ claims^ priority^ to^ U.S.^ Provisional^ Patent^ Application^ 63 / 582,927^ (Attorney^Docket^No.^ LMODP002P)^by^ Zarkesh,^ titled^ “Enhancing^^ Interactions^and^Task^management^ for^Avatars^Using^Feynman^Path^ Integrals,^ Path^Language,^Large^Language^Models,^and^Cross^Environment^History”,^filed^ September^15,^2023,^and^to^U.S.^Patent^Application^18 / 364,866^(Attorney^Docket^ No.^LMODP001US)^by^Zarkesh,^titled^“Avatar^Interaction^and^Task^Management^ Using^Path^Language^and^Large^Language^Models”,^filed^August^3,^3023,^which^^ claims^ priority^ to^ U.S.^ Provisional^ Patent^ Application^ 63 / 515,023^ (Attorney^ Docket^ No.^ LMODP001P)^ by^ Zarkesh,^ titled^ “Avatar^ Interaction^ and^ Task^ Management^Using^Path^Language^and^Large^Language^Models”,^filed^on^July^21,^ 2023,^all^of^which^are^incorporated^herein^by^reference^in^their^entirety^and^for^ all^purposes.^^ ^ ^ FIELD^OF^TECHNOLOGY^

[0001] This^ patent^ application^ relates^ generally^ to^ artificial^ intelligence^ and^ machine^ learning,^and^more^specifically^to^the^use^of^artificial^ intelligence^and^ machine^ learning^ to^ construct^ and^ facilitate^ interactions^ with^ virtual^^ environments.^ ^ BACKGROUND^

[0002] Artificial^ intelligence^ systems^ are^ increasingly^ sophisticated.^However,^ many^recent^advances^ in^artificial^ intelligence^systems^are^adapted^ to^specific^ Page^1^of^94^Docket^No.^LMODP003WO^ contexts,^ such^ as^ language,^ image^ data,^ and^ structured^ data.^Despite^ recent^ advances,^artificial^intelligence^and^reinforcement^techniques^for^less^structured^ contexts^ are^ limited.^ Conventional^ artificial^ intelligence^ and^ reinforcement^ learning^ techniques^ for^ agents^ (e.g.,^ robots)^ navigating^ three^dimensional^^ environments^ are^ typically^ inaccurate,^ highly^ specific,^ and^ cumbersome^ to^ deploy.^Similarly,^conventional^artificial^intelligence^and^reinforcement^learning^ techniques^do^not^support^generating^interactive^virtual^environments^that^can^ be^populated^and^navigated^by^autonomous^agents,^avatars,^and^other^entities.^ Accordingly,^what^ is^needed^are^ improved^techniques^ for^artificial^ intelligence^^ and^ reinforcement^ learning^ that^ are^ applicable^ to^ developing^ and^ navigating^ virtual^environments.^^ ^ SUMMARY^

[0002] Techniques^ and^ mechanisms^ described^ herein^ include^ computing^^ systems,^ methods,^ and^ non^transitory^ computer^ readable^ media^ having^ instructions^stored^thereon^for^providing^an^interactive^three^dimensional^virtual^ environment.^ According^ to^ various^ embodiments,^ a^ computing^ system^ may^ include^ a^ communication^ interface^ configured^ to^ receive^ from^ a^ first^ client^ machine^a^natural^language^description^of^a^three^dimensional^environment.^A^^ path^embedding^generator^may^determine^a^path^language^representation^of^a^ three^dimensional^ virtual^ environment^ based^ on^ the^ natural^ language^ description^ and^ via^ a^ large^ language^ model^ interface.^ The^ path^ language^ representation^may^be^generated^in^accordance^with^a^path^language^definition^ and^may^ include^one^or^more^entities^to^ include^within^the^three^dimensional^^ virtual^environment.^An^entity^of^the^entities^may^ include^a^three^dimensional^ model^of^the^entity^and^an^entity^animation^rig^for^animating^the^entity.^The^path^ language^representation^may^include^a^script^governing^behavior^of^the^one^or^ more^entities^and^ including^one^or^more^events.^An^event^of^the^one^or^more^ events^may^include^a^triggering^condition^for^triggering^the^event^and^an^action^^ to^ perform^ upon^ the^ triggering^ condition^ being^ satisfied.^ The^ event^ may^ correspond^to^a^verb^object^within^the^path^language^definition,^and^the^entity^ Page^2^of^94^Docket^No.^LMODP003WO^ may^correspond^to^an^entity^object^within^the^path^language^definition.^A^storage^ system^may^ be^ configured^ to^ store^ configuration^ information^ for^ the^ three^ dimensional^virtual^environment^and^ to^provide^ the^ three^dimensional^virtual^ environment^for^transmission^to^and^presentation^at^a^second^client^machine^via^^ the^Internet^upon^request.^^

[0003] In^ some^ implementations,^ the^ natural^ language^ description^ includes^ one^or^more^emoji.^An^emoji^of^the^one^or^more^emoji^may^corresponds^with^the^ entity,^with^the^entity^being^determined^by^a^generative^language^model^based^ on^the^emoji.^^ ^

[0004] In^some^embodiments,^the^natural^language^description^includes^one^or^ more^emoji.^An^emoji^of^the^one^or^more^emoji^corresponds^with^the^verb.^The^ verb^is^determined^by^a^generative^language^model^based^on^the^emoji.^

[0005] In^ some^ embodiments,^ the^ path^ embedding^ generator^ includes^ an^ agentic^pipeline^that^ includes^a^plurality^of^generative^ language^model^agents.^^ Each^of^the^plurality^of^generative^language^model^agents^may^be^configured^to^ generate^natural^language^output^text^based^on^natural^language^input^text.^

[0006] In^some^embodiments,^an^emoji^of^the^one^or^more^emoji^corresponds^ with^ a^ modifier^ within^ the^ path^ language^ definition.^ The^ path^ language^ representation^includes^the^modifier.^ ^

[0007] In^ some^ embodiments,^ the^ verb^ may^ be^ associated^ with^ a^ three^ dimensional^ rigid^ movement^ through^ space.^ Presentation^ of^ the^ three^ dimensional^ virtual^ environment^ at^ the^ second^ client^machine^ may^ include^ movement^of^the^entity^through^the^three^dimensional^virtual^environment^in^a^ manner^ corresponding^ with^ the^ three^dimensional^ rigid^ movement^ through^^ space.^

[0008] In^some^embodiments,^the^natural^language^description^may^include^an^ entity^description^portion^describing^the^entity.^The^path^embedding^generator^ may^be^configured^to^search^an^entity^database^to^identify^the^entity^based^on^ the^entity^description^portion.^The^animation^rig^includes^a^plurality^of^joints^and^^ a^plurality^of^regions^connecting^the^joints.^The^verb^may^be^associated^with^an^ animation^definition^defining^an^animation^based^on^movement^of^the^plurality^ of^ joints.^ Presentation^ of^ the^ three^dimensional^ virtual^ environment^ at^ the^ Page^3^of^94^Docket^No.^LMODP003WO^ second^client^machine^may^ include^animation^of^the^entity^ in^accordance^with^ the^animation^definition.^^

[0009] In^some^embodiments,^the^animation^rig^may^be^specific^to^the^entity.^ Alternatively,^or^additionally,^the^animation^rig^may^be^a^default^animation^rig^^ that^is^scaled^to^a^size^corresponding^with^the^three^dimensional^model^of^the^ entity.^^

[0010] In^some^embodiments,^the^natural^language^description^may^include^a^ verb^description^portion^describing^the^verb.^The^path^embedding^generator^may^ search^a^verb^database^to^identify^the^verb^based^on^the^verb^description^portion.^^

[0011] In^some^ implementations,^ the^ three^dimensional^virtual^environment^ may^ include^ a^ background^ setting^ providing^ a^ visual^ representation^ of^ a^ background^region^of^the^three^dimensional^virtual^environment.^^

[0012] These^ and^ other^ embodiments^ are^ described^ further^ below^ with^ reference^to^the^figures.^ ^ ^ BRIEF^DESCRIPTION^OF^THE^DRAWINGS^

[0013] The^ included^drawings^are^ for^ illustrative^purposes^and^serve^only^ to^ provide^ examples^ of^ possible^ structures^ and^ operations^ for^ the^ disclosed^ inventive^ systems,^ apparatus,^methods,^ and^ computer^ program^ products^ for^^ three^dimensional^environment^construction^and^interaction.^These^drawings^in^ no^way^limit^any^changes^in^form^and^detail^that^may^be^made^by^one^skilled^in^ the^ art^ without^ departing^ from^ the^ spirit^ and^ scope^ of^ the^ disclosed^ implementations.^

[0014] Figure^ 1^ illustrates^ an^ overview^ method^ for^ providing^ a^ three^^ dimensional^virtual^environment,^performed^ in^accordance^with^one^or^more^ embodiments.^

[0015] Figure^2^illustrates^a^path^large^language^model^ecosystem,^configured^ in^accordance^with^one^or^more^embodiments.^

[0016] Figure^3^ illustrates^one^example^of^a^computing^device,^configured^ in^^ accordance^with^one^or^more^embodiments.^ Page^4^of^94^Docket^No.^LMODP003WO^

[0017] Figure^4^illustrates^a^method^for^configuring^a^three^dimensional^virtual^ environment,^performed^in^accordance^with^one^or^more^embodiments.^

[0018] Figure^ 5^ illustrates^ a^method^ of^ generating^ an^ entity,^ performed^ in^ accordance^with^one^or^more^embodiments.^ ^

[0019] Figure^6^illustrates^a^method^for^generating^a^script^governing^a^three^ dimensional^ virtual^environment,^performed^ in^ accordance^with^one^or^more^ embodiments.^

[0020] Figure^7^ illustrates^a^method^of^rendering^a^three^dimensional^virtual^ environment,^performed^in^accordance^with^one^or^more^embodiments.^^

[0021] Figure^8^ illustrates^a^method^of^updating^a^ three^dimensional^virtual^ environment,^performed^in^accordance^with^one^or^more^embodiments.^

[0022] Figure^9^illustrates^a^method^for^rendering^an^animated^entity^within^a^ three^dimensional^ virtual^environment,^performed^ in^accordance^with^one^or^ more^embodiments.^ ^

[0023] Figure^10^and^Figure^11^illustrate^views^of^an^animation^rig,^provided^in^ accordance^with^one^or^more^embodiments.^

[0024] Figure^12,^Figure^13,^Figure^14,^and^Figure^15^illustrate^views^of^entities^ being^animated,^generated^in^accordance^with^one^or^more^embodiments.^

[0025] Figure^ 16^ illustrates^ an^ example^ of^ a^ three^dimensional^ virtual^^ environment,^generated^in^accordance^with^one^or^more^embodiments.^

[0026] Figure^ 17^ illustrates^ an^ overview^method^ for^ executing^ a^ path^ large^ language^model,^performed^in^accordance^with^one^or^more^embodiments.^

[0027] Figure^18^illustrates^a^path^large^language^model^ecosystem,^configured^ in^accordance^with^one^or^more^embodiments.^ ^

[0028] Figure^19^ illustrates^ a^ flow^diagram^of^ a^process^ flow,^performed^ in^ accordance^with^one^or^more^embodiments.^

[0029] Figure^ 20^ illustrates^ a^ method^ of^ determining^ a^ path^ language,^ performed^in^accordance^with^one^or^more^embodiments.^ Page^5^of^94^Docket^No.^LMODP003WO^

[0030] Figure^21^illustrates^a^method^of^determining^a^path^embedding^for^one^ or^more^paths,^performed^in^accordance^with^one^or^more^embodiments.^

[0031] Figure^22^illustrates^a^method^of^determining^expected^loss^values^for^ one^or^more^paths,^performed^in^accordance^with^one^or^more^embodiments.^^

[0032] Figure^23^illustrates^a^method^of^tuning^a^language^model,^performed^ in^accordance^with^one^or^more^embodiments.^

[0033] Figure^24^illustrates^a^method^of^determining^a^novel^path,^performed^ in^accordance^with^one^or^more^embodiments.^

[0034] Figure^25^illustrates^a^method^of^determining^path^guidance,^performed^^ in^accordance^with^one^or^more^embodiments.^

[0035] Figure^26^illustrates^a^localization^graph^generation^method,^performed^ in^accordance^with^one^or^more^embodiments.^

[0036] Figure^27^illustrates^a^path^diagram^generated^in^accordance^with^one^ or^more^embodiments.^ ^

[0037] Figure^28^shows^a^conceptual^diagram^of^the^path^large^language^model^ vocabulary,^configured^in^accordance^with^one^or^more^embodiments.^

[0038] Figure^29^illustrates^an^example^pipeline^for^generating^a^3D^interactive^ script,^configured^in^accordance^with^one^or^more^embodiments.^

[0039] Figure^30^ illustrates^a^diagram^of^an^ecosystem^for^providing^a^three^^ dimensional^interactive^virtual^environment,^configured^in^accordance^with^one^ or^more^embodiment.^

[0040] Figure^31^ illustrates^a^diagram^of^an^ecosystem^for^providing^a^three^ dimensional^interactive^virtual^environment,^configured^in^accordance^with^one^ or^more^embodiment.^ ^ ^ DETAILED^DESCRIPTION^ ^ 1.^Introduction^

[0041] Techniques^ and^ mechanisms^ described^ herein^ provide^ for^ the^ generation^ and^ presentation^ of^ interactive^ three^dimensional^ virtual^ Page^6^of^94^Docket^No.^LMODP003WO^ environments,^which^are^also^referred^to^herein^as^MODs.^An^interactive^three^ dimensional^virtual^environment^may^include^a^virtual^representation^of^a^three^ dimensional^environment.^The^ three^dimensional^virtual^environment^may^be^ populated^by^entities,^such^as^avatars,^animals,^plants,^objects,^and^the^like.^Some^^ or^all^of^these^entities^may^be^animated.^^

[0042] According^ to^ various^ embodiments,^ configuration^ information^ for^ presenting^a^three^dimensional^virtual^environment^may^be^generated^at^least^in^ part^by^ a^ large^ language^model^based^ at^ least^ in^part^on^user^ input,^ such^ as^ natural^ language.^ Some^ or^ all^ of^ the^ configuration^ information^ may^ be^^ represented^in^a^path^large^language^model^that^serves^as^an^embedding^of^the^ concepts^for^presenting^the^three^dimensional^virtual^environment.^^

[0043] According^to^various^embodiments,^the^natural^ language^ input,^which^ may^include^elements^such^as^nouns,^verbs,^emoji,^adjective,^adverbs,^and^more^ may^be^used^to^generate^one^or^more^path^large^language^model^embeddings.^^ For^instance,^a^three^dimensional^virtual^environment^may^include^a^background^ setting,^one^or^more^entities,^and^a^script^governing^actions^that^are^performed^ by^ or^ on^ the^ entities^ within^ the^ environment^ when^ one^ or^more^ triggering^ conditions^are^satisfied.^

[0044] According^ to^ various^ embodiments,^ information^ for^ generating^ the^^ three^dimensional^virtual^environment^may^then^be^provided^to^a^client^machine^ via^ the^ Internet.^ A^ user^ at^ the^ client^machine^may^ interact^with^ the^ three^ dimensional^virtual^environment,^ for^ instance^via^user^ input^provided^as^ text,^ voice,^ and / or^ touch.^The^ three^dimensional^ virtual^environment^may^ then^be^ updated^at^the^client^machine^based^on^the^ input^and^ in^accordance^with^the^^ configuration^information.^

[0045] Consider^ a^ user^ that^ would^ like^ to^ create^ an^ interactive^ three^ dimensional^ virtual^ environment.^ Conventional^ approaches^ to^ creating^ an^ interactive^three^dimensional^virtual^environment^such^as^a^game,^simulation,^or^ other^such^virtual^environment^involve^complex^tools^such^as^game^development^^ studios,^ programming^ environments,^ and^ the^ like,^ which^ typically^ require^ Page^7^of^94^Docket^No.^LMODP003WO^ specialized^skills^and^experience^ to^use^effectively.^Moreover,^ the^use^of^such^ tools^requires^considerable^time.^^

[0046] In^contrast,^ techniques^and^mechanisms^described^herein^provide^ for^ the^creation^of^an^ interactive^three^dimensional^virtual^environment^based^on^^ user^ input^provided^ in^natural^ language,^which^may^ include^voice^ input^or^text^ input.^For^instance,^a^user^may^simply^describe^one^or^more^elements^of^a^three^ dimensional^ virtual^ environment,^ and^ the^ system^ may^ create^ the^ three^ dimensional^virtual^environment^automatically^based^on^the^input.^For^example,^ the^user^may^describe^ the^environment,^one^or^more^entities^ to^be^ included^^ within^the^environment,^one^or^more^actions^or^behaviors^associated^with^the^ entities,^one^or^more^interactions^between^the^entities,^one^or^more^interactions^ between^the^entities^and^the^environment,^or^the^ like.^Some^such^ information^ may^be^provided^at^least^in^part^using^emojis,^which^may^facilitate^more^nuanced^ characterization^of^the^environment,^the^entities^within^the^environment,^and / or^^ the^actions^performed^by^or^on^the^entities.^^

[0047] Techniques^ and^ mechanisms^ described^ herein^ are^ directed^ toward^ utilizing^ a^ Path^ Large^ Language^Model^ (PLLM)^ for^ tracking^ or^managing^ the^ interactions^of^an^avatar^within^an^environment.^This^Path^Language^describes^ how^ an^ avatar^ interacts^ with^ various^ components^ within^ an^ embodied^^ environment^and^how^it^is^controlled,^for^instance^by^a^human.^Such^techniques^ and^ mechanisms^ have^ a^ broad^ range^ of^ applications^ in^ complex^ task^ management,^robotics,^metaverses,^video^game^playing,^video^game^designing,^ and^ other^ tasks^ that^ require^ high^level^ interaction^ of^ an^ avatar^ within^ an^ embodied^environment.^ ^

[0048] In^some^embodiments,^a^base^or^ foundational^Large^Language^Model^ (LLM)^is^fine^tuned^to^learn^a^new^Path^Language.^Alternatively,^a^Path^Language^ definition^may^be^provided^to^an^LLM^in^an^input^prompt,^potentially^along^with^ one^or^more^examples^illustrating^the^usage^of^the^Path^Language.^Regardless^of^ the^approach,^the^resulting^model,^which^includes^both^the^base^or^foundational^^ LLM^ along^ with^ one^ or^more^ elements^ associated^ with^ tuning^ the^ base^ or^ foundational^LLM^(e.g.,^one^or^more^additional^weights,^hyperparameters,^neural^ Page^8^of^94^Docket^No.^LMODP003WO^ networks,^ etc.)^ and / or^with^ definitions^ and^ examples^ for^ the^ Path^ Language^ within^an^input^prompt,^is^referred^to^herein^as^a^PLLM.^

[0049] Artificial^intelligence^(AI)^and^machine^learning^(ML)^technologies^have^ advanced^ significantly^over^ recent^ years,^ impacting^diverse^ fields^ like^natural^^ language^processing,^image^recognition,^and^game^theory.^Of^particular^interest^ are^Large^Language^Models^(LLMs)^like^GPT^4,^which^are^capable^of^generating^ human^like^text,^understanding^context,^and^responding^to^prompts^intelligently.^ While^these^models^offer^impressive^capabilities,^their^application^to^avatars^has^ been^relatively^unexplored.^ ^

[0050] Existing^ models^ such^ as^ VOYAGER^ introduced^ the^ concept^ of^ LLM^ powered^ embodied^ lifelong^ learning^ avatars,^ able^ to^ explore^ virtual^ environments^ like^ Minecraft^ continuously,^ developing^ skills^ and^ making^ consistent^discoveries^without^human^ intervention.^While^ these^ technologies^ marked^ significant^ strides^ in^ AI^ exploration^ and^ autonomy,^ their^ design^ has^^ several^limitations.^For^instance,^their^learning^and^operation^heavily^depend^on^ predefined^ tasks^ or^ objectives,^ potentially^ limiting^ the^ avatar’s^ capacity^ for^ creativity^ and^unstructured^ learning.^ Furthermore,^ these^ technologies^do^not^ incorporate^player^or^user^interactions^at^a^deep^linguistic^level,^missing^out^on^ a^rich^dimension^of^environmental^interaction^and^experience.^ ^

[0051] More^ recent^ AI^ technologies^ have^ explored^ the^ concept^ of^ reinforcement^learning^with^reward^functions^to^incentivize^certain^outcomes^or^ behaviors.^However,^ traditional^ approaches^ typically^ focus^ on^ simple,^ atomic^ actions^and^often^struggle^with^complex^tasks^that^involve^many^steps^or^high^ level^reasoning.^ ^

[0052] In^ contrast^ to^ conventional^ techniques,^ various^ embodiments^ of^ techniques^ and^mechanisms^ described^ herein^ provide^ for^ sophisticated^ and^ capable^avatars,^which^can^learn^from^past^experiences,^predict^future^scenarios,^ and^ continually^ improve^ their^ interactions^ with^ their^ environment.^ Such^ techniques^and^mechanisms^are^applicable^ in^a^ variety^of^ contexts,^ including^^ robotic^ automation,^ assistive^ technologies,^ and^ video^ game^ design^ and^ development.^ In^ these^technical^domains,^the^ability^of^an^AI^avatar^ that^runs^ autonomously^or^ is^controlled^by^a^user^ to^ learn^and^adapt^ to^complex^ tasks,^ Page^9^of^94^Docket^No.^LMODP003WO^ understand^player^or^user^interactions,^and^generate^new^environments^or^tasks^ can^ significantly^ improve^ the^ system’s^ performance,^ versatility,^ and^ user^ experience.^

[0053] In^ some^ embodiments,^ avatar^environment^ interaction^ tracking^ and^^ task^management^may^be^performed^via^a^Path^Large^Language^Model^(PLLM).^ The^path^language^describes^how^an^avatar^interacts^with^different^elements^in^ an^ embodied^ environment^ as^ it^ is^ controlled^ by^ an^ external^ actor^ or^ acts^ autonomously.^By^utilizing^the^Feynman^Path^Integral^concept,^PLLM^calculates^ the^ probability^ of^ successful^ paths^ or^ subpaths^ based^ on^multiple^ observed^^ paths.^This^formulation^enhances^the^avatar’s^ability^to^understand^and^navigate^ complex,^multi^step^tasks,^expanding^its^capabilities^beyond^existing^models.^

[0054] Techniques^and^mechanisms^described^herein^refer^to^avatars.^The^term^ “avatar”^ refers^ to^ a^ virtual^ or^ physical^ entity^ under^ autonomous^ or^ external^ control.^The^avatar^may^be^located^within^an^embodied^environment.^The^term^^ “embodied^environment”^may^refer^to^a^physical^or^virtual^environment.^^

[0055] In^some^environments,^an^“avatar”^may^not^actually^appear^within^an^ embodied^environment.^Instead,^control^may^be^achieved^by,^for^instance,^the^ user^tapping,^swiping,^clicking,^typing,^conversing,^controlling^physical^objects,^or^ otherwise^providing^user^ input^to^ interact^with^the^embodied^environment.^ In^^ such^ configurations,^ the^ term^ “avatar”^may^ refer,^ for^ instance,^ to^ the^ user’s^ perspective^of^the^embodied^environment.^

[0056] In^some^embodiments,^an^embodied^environment^may^be^a^model^of^a^ physical^environment.^For^instance,^in^a^robotics^context,^one^or^more^sensors^ may^be^used^to^construct^a^simulated^model^of^a^physical^environment.^Then,^a^^ model^of^a^robot^may^be^positioned^within^the^simulated^model.^This^embodied^ environment^may^be^used^to^perform^operations^such^as^predicting^the^actions^ and^ behavior^ of^ entities^ within^ the^ physical^ environment,^ determining^ instructions^ (e.g.,^ for^ movement)^ to^ provide^ to^ the^ robot,^ predicting^ the^ consequences^of^such^instructions,^and^the^like.^ ^

[0057] In^some^embodiments,^an^embodied^environment^may^be^an^entirely^ virtual^ environment.^ For^ example,^ in^ a^ metaverse,^ avatars^ of^ humans^ may^ navigate^ a^ virtual^ environment^ and^ interact^with^ other^ avatars^ and / or^ other^ Page^10^of^94^Docket^No.^LMODP003WO^ aspects^of^the^virtual^environment^based^on^user^input.^As^another^example,^in^ a^game,^a^human^player^may^provide^user^input^to^control^the^actions^of^a^virtual^ avatar^within^a^virtual^game^environment.^

[0058] For^ the^ purpose^ of^ exposition,^ consider^ the^ example^ of^ a^ virtual^^ environment^ in^the^context^of^a^game.^ In^a^game^playing^scenario,^a^period^of^ gameplay^ consists^of^a^ sequence^of^ interactions^ that^ the^avatar^has^with^ the^ environment.^This^sequence^of^interactions^may^be^modeled^as^a^path^through^ the^ virtual^ environment,^ starting^with^ a^ certain^part^of^ the^ environment^ and^ ending^with^ a^ different^ part^ of^ the^ environment.^ The^ end^ point^may^ be,^ for^^ example,^a^goal,^a^failure^condition,^or^some^other^terminating^condition.^The^ path^may^be^determined^based^on^user^input.^

[0059] As^another^example,^consider^a^robot^attempting^to^navigate^a^physical^ space^to^perform^a^task^or^complete^an^objective.^To^aid^in^instructing^the^robot,^ the^ robot^ and^ the^physical^ space^may^be^modeled^ as^ an^ avatar^navigating^ a^^ virtual^space.^In^this^context,^a^period^of^time^may^be^modeled^as^a^sequence^of^ interactions^that^ the^avatar^has^with^the^virtual^space.^As^with^gameplay,^this^ sequence^ of^ interactions^ may^ be^ modeled^ as^ a^ path^ through^ the^ virtual^ environment,^starting^with^a^certain^part^of^the^environment^and^ending^with^a^ different^ part^ of^ the^ environment.^ The^ end^ point^may^ be,^ for^ example,^ the^^ completion^or^failure^of^the^task^or^objective.^

[0060] According^to^various^embodiments,^the^PLLM^may^employ^a^technique^ such^as^the^Feynman^path^integral^concept^to^compute^the^probability^of^paths^ or^ subpaths^ through^ an^ embodied^ environment.^ For^ instance,^ data^may^ be^ gathered^ from^multiple^observed^paths.^Observed^paths^may^be^ identified^as^^ successful^paths^or^failed^paths,^or^may^be^categorized^or^labeled^in^some^other^ way.^The^avatar^may^not^only^move^ through^ the^embodied^environment,^but^ may^ also^ interact^ with^ the^ environment.^ Accordingly,^ techniques^ and^ mechanisms^described^herein^may^be^applicable^to^a^wide^range^of^applications,^ such^ as^ robotics^ and^ gaming,^ that^ feature^ high^interaction^ embodied^^ environments.^^

[0061] Techniques^ and^mechanisms^ described^ herein^ have^ a^wide^ range^ of^ applications,^ for^ instance^ in^ the^ gaming^ and^ robotics^ industries.^ In^ some^ Page^11^of^94^Docket^No.^LMODP003WO^ embodiments,^for^instance^in^the^field^of^robotics,^the^PLLM^may^be^employed^ to^direct^operations^across^various^sectors,^such^as^manufacturing,^healthcare,^ and^ logistics.^ By^ learning^ from^ previous^ robotic^ operations^ and^ continuously^ adjusting^decisions,^the^PLLM^enhances^efficiency^and^effectiveness^in^complex^^ robotic^tasks,^contributing^to^improved^outcomes^and^optimized^processes.^

[0062] In^some^embodiments,^ for^ instance^ in^ the^gaming^domain,^ the^PLLM^ may^be^used^ to^dynamically^ generate^unique^ experiences^based^on^previous^ interactions,^adjusting^ the^avatar's^actions^ to^maximize^ success,^engagement,^ retention,^ or^ other^ desirable^ characteristics.^ For^ example,^ as^ more^ data^ is^^ gathered,^the^game^paths^become^richer^and^more^informative,^enabling^game^ developers^to^gain^insights^into^player^behavior^patterns,^optimize^game^design,^ and^ create^more^ immersive^ and^ engaging^ experiences.^ As^ another^ example,^ designers^can^ interact^with^the^PLLM,^receiving^valuable^assistance^ in^creating^ new^games^or^modifying^existing^ones.^For^instance,^the^PLLM^can^generate^new^^ paths^ and^ interactions^ based^ on^ feedback^ and^ suggestions^ from^ designers,^ facilitating^collaborative^and^iterative^game^development^processes.^

[0063] According^ to^ various^ embodiments,^ techniques^ and^ mechanisms^ described^ herein^may^ be^ used^ in^ conjunction^ with^ any^ of^ a^ variety^ of^ LLM^ architectures,^providing^for^enhanced^versatility^and^adaptability^of^the^system.^^ By^working^with^a^wide^range^of^LLM^architectures,^the^PLLM^can^leverage^the^ advancements^and^specific^capabilities^of^different^models,^enhancing^its^overall^ performance^ and^ expanding^ its^ potential^ applications^ beyond^ gaming^ and^ robotics.^ This^ versatility^ enables^ various^ embodiments^ of^ techniques^ and^ mechanisms^to^be^utilized^in^fields^such^as^simulation^and^prediction^models,^risk^^ assessment,^autonomous^vehicle^navigation,^and^complex^system^management.^

[0064] According^to^various^embodiments,^the^PLLM^may^be^constructed^based^ not^only^on^natural^language,^but^also^based^on^emoji.^An^emoji^is^a^small^digital^ image^or^ icon^used^ to^express^an^ idea,^an^emotion,^an^action,^or^some^other^ concept.^Emoji^may^be^used^ to^provide^additional^nuance^ in^ the^definition^of^^ elements^within^ the^PLLM.^For^example,^ the^word^“happy”^may^encompass^a^ range^ of^ gradations,^ whereas^ the^ Unicode^ includes^ many^ different^ emoji^ expressing^various^types^and^gradations^of^the^emotion^“happiness”.^ Page^12^of^94^Docket^No.^LMODP003WO^

[0065] According^to^various^embodiments,^an^emoji^may^be^used^to^define^one^ or^more^ elements^ of^ a^ PLLM.^ For^ instance,^ a^ verb,^ a^ noun,^ an^ adjective,^ an^ emotion,^or^an^adverb^may^each^be^expressed^as^an^emoji.^As^one^example,^an^ emoji^may^be^used^to^identify^an^entity^(i.e.,^a^noun).^Footballs,^cats,^and^grapes^^ are^all^examples^of^emojis^corresponding^to^nouns.^As^another^example,^an^emoji^ may^be^used^to^identify^an^action^(i.e.,^a^verb).^Swimming,^running,^jumping,^and^ dancing^ are^ all^ examples^ of^ emojis^ corresponding^ to^ actions.^As^ yet^ another^ example,^an^emoji^may^be^used^to^identify^an^adjective^or^an^adverb.^Happy,^sad,^ and^angry^are^all^examples^of^emoji^that^may^be^used^to^modify^a^noun^or^a^verb.^^^

[0066] Figure^ 1^ illustrates^ an^ overview^method^ 100^ for^ providing^ a^ three^ dimensional^ virtual^environment,^performed^ in^ accordance^with^one^or^more^ embodiments.^The^method^100^may^be^performed^at^any^ suitable^computing^ system,^such^as^a^server^system^configured^to^construct^the^three^dimensional^ virtual^environment^based^on^ interactions^ from^a^client^machine^and / or^serve^^ the^three^dimensional^virtual^environment^to^a^client^machine^via^the^Internet.^ An^example^of^such^a^system^is^discussed^with^respect^to^Section^2.^

[0067] A^ three^dimensional^ virtual^ environment^ including^ one^ or^ more^ interactive^entities^is^determined^at^102^based^on^a^textual^description.^In^some^ embodiments,^ the^ textual^ description^ may^ be^ provided^ via^ an^ interactive^^ messaging^interface.^For^instance,^the^textual^description^may^be^provided^via^an^ SMS^message,^ an^ email^message,^ a^ chat^ interface^within^ a^dedicated^mobile^ application,^ a^ chat^ interface^within^ a^web^ application,^ or^ any^ other^ suitable^ mechanism^for^sending^text^based^messages.^^

[0068] According^ to^ various^ embodiments,^ the^ textual^ description^ may^^ characterize^ the^ environment^ that^ is^ to^be^ created.^ For^ instance,^ the^ textual^ description^may^describe^the^environment^itself,^one^or^more^entities^to^include^ within^the^environment,^one^or^more^properties^or^characteristics^of^the^entities,^ one^ or^ more^ interactions^ between^ the^ entities,^ one^ or^ more^ interactions^ between^ an^ entity^ and^ the^ environment,^ and / or^ any^ other^ attributes^ of^ the^^ three^dimensional^virtual^environment.^^ Page^13^of^94^Docket^No.^LMODP003WO^

[0069] In^some^embodiments,^the^three^dimensional^virtual^environment^may^ be^ created^ based^ in^ part^ on^ additional^ information^ beyond^ the^ textual^ description.^For^example,^a^user^may^ select,^or^ the^ system^may^determine,^a^ background^environment^ in^which^to^situate^the^entity^or^entities.^As^another^^ example,^a^user^may^provide^feedback,^such^as^via^a^graphical^user^interface,^to^ edit^a^three^dimensional^virtual^environment^created^by^the^system.^Additional^ details^regarding^the^configuration^of^a^three^dimensional^virtual^environment^ are^discussed^throughout^the^application,^for^instance^in^Section^3.^^

[0070] The^three^dimensional^virtual^environment^ is^published^ for^access^via^^ the^ Internet^ at^ 104.^ In^ some^ embodiments,^publishing^ the^ three^dimensional^ virtual^environment^may^involve^any^of^various^interactions^for^making^the^three^ dimensional^virtual^environment^accessible.^For^instance,^the^three^dimensional^ virtual^environment^may^be^stored^in^a^manner^accessible^to^a^web^server^and^ addressable^via^a^uniform^resource^locator^(URL).^ ^

[0071] The^ three^dimensional^ virtual^ environment^ is^ rendered^ at^ 106^ for^ presentation^at^a^client^machine.^ In^some^embodiments,^rendering^ the^ three^ dimensional^ virtual^ environment^ may^ involve^ transmitting^ one^ or^ more^ instructions^ from^ the^ server^ system^ to^ the^ client^ machine,^ for^ instance^ in^ response^ to^ a^ request^by^ the^ client^machine^ to^ access^ the^ three^dimensional^^ virtual^environment.^The^client^machine^may^ then^execute^ the^ instructions^ to^ generate^ the^ three^dimensional^ virtual^ environment^ at^ the^ client^ machine.^ Additional^details^regarding^a^process^for^rendering^a^three^dimensional^virtual^ environment^at^a^client^machine^are^discussed^throughout^the^application,^for^ instance^in^Section^4.^^ ^

[0072] The^three^dimensional^virtual^environment^is^updated^at^108^based^on^ user^ input.^According^to^various^embodiments,^the^user^may^ interact^with^the^ three^dimensional^virtual^environment^via^touch^ input,^voice^ input,^text^ input,^ and / or^ any^ other^ process^ or^mechanism^ for^ providing^ user^ input.^ Additional^ details^regarding^a^process^for^animating^entities^within^the^three^dimensional^^ virtual^environment^as^well^as^updating^a^three^dimensional^virtual^environment^ Page^14^of^94^Docket^No.^LMODP003WO^ based^on^user^input^are^discussed^throughout^the^application,^for^instance^with^ respect^to^Section^4.^ ^ 2.^System^Architecture^

[0073] Figure^ 2^ illustrates^ a^ path^ large^ language^ model^ ecosystem^ 200,^^ generated^ in^ accordance^ with^ one^ or^ more^ embodiments.^ The^ path^ large^ language^model^ecosystem^200^includes^a^path^large^language^model^system^202^ in^communication^with^one^or^more^client^machines^204A^ through^204B.^The^ client^machines^ include^a^ client^ communication^ interface^ (206A,^206B)^ and^a^ player^ (208A,^ 208B),^ which^ includes^ an^ event^ handler^ (210A,^ 210B)^ and^ a^^ renderer^ 212B.^ The^ path^ large^ language^model^ system^ 202^ includes^ a^ path^ language^definition^272,^a^large^language^model^interface^274,^a^communication^ interface^276,^a^path^embedding^generator^278,^a^processor^280,^and^memory^ 282.^The^path^language^definition^272^may^build^upon^entities^and^verbs^stored^ in^an^entities^database^220^and^a^verbs^database^240.^The^entities^database^220^^ includes^entity^database^entries^222A^through^222B.^An^entity^database^entry^ includes^an^entity^ID^224,^an^entity^name^226,^an^entity^model^228,^and^an^entity^ animation^rig^230.^The^verbs^database^240^includes^verb^database^entries^242A^ through^242B.^A^verb^database^entry^includes^a^verb^ID^244,^a^verb^name^246,^a^ 3D^ rigid^movement^248,^and^optionally^an^animation^250.^The^path^ language^^ definition^272^may^define^a^three^dimensional^virtual^environment^using^a^script^ and^store^the^script^in^a^script^database^260.^The^script^database^260^may^include^ script^database^entry^262A^through^262B.^A^script^database^entry^may^include^a^ script^ID^264,^a^script^name^266,^and^a^script^definition^268.^

[0074] According^to^various^embodiments,^a^client^machine^204A^may^be^any^^ computing^device^capable^of^communicating^with^the^path^large^language^model^ system^202^via^the^Internet.^For^example,^the^one^or^more^client^machines^204A^ may^be^a^mobile^phone,^a^desktop^computer,^a^tablet,^a^laptop^computer,^or^any^ other^suitable^computing^device.^The^one^or^more^client^machines^204A^may^ communicate^ with^ the^ path^ large^ language^ model^ system^ 202^ via^ the^^ communication^interface^206A.^^ Page^15^of^94^Docket^No.^LMODP003WO^

[0075] In^some^embodiments,^a^client^machine^204A^may^use^a^player^208A^to^ present^ a^ three^dimensional^ virtual^ environment.^ Presenting^ a^ three^ dimensional^ virtual^ environment^ may^ include^ operations^ such^ as^ rendering^ elements^of^ the^ three^dimensional^ virtual^environment^ for^presentation^on^a^^ display^ screen^ at^ the^ client^machine,^ receiving^ user^ input,^ and^ updating^ the^ three^dimensional^virtual^environment^based^on^the^user^input.^^

[0076] According^ to^various^embodiments,^ the^ client^machine^204A^may^be^ configured^to^receive^user^input^in^any^of^various^ways.^For^instance,^the^client^ machine^204A^may^receive^user^input^via^text,^voice,^and / or^touch^screen^input.^^ In^some^configurations,^more^than^one^type^of^user^input^may^be^employed^in^ combination.^^

[0077] According^to^various^embodiments,^user^input^may^be^received^at^the^ client^ machine^ 204A^ to^ configure^ and / or^ interact^ with^ a^ three^dimensional^ virtual^ environment.^ For^ example,^ to^ present^ a^ three^dimensional^ virtual^^ environment,^the^communication^interface^206A^may^receive^a^script^definition^ and^ supporting^elements^ such^as^one^or^more^ three^dimensional^model^ files,^ image^files,^audio^files,^and / or^other^media^from^the^path^large^language^model^ system^202.^The^renderer^212A^may^then^render^the^three^dimensional^virtual^ environment^based^on^the^script^definition.^User^input^may^be^processed^via^the^^ event^ handler^ 210A^ to^ determine^one^ or^more^ instructions^ for^ updating^ the^ three^dimensional^virtual^environment.^A^visual^and / or^audio^presentation^of^the^ three^dimensional^virtual^environment^may^ then^be^updated^by^ the^ renderer^ 212A^based^on^the^one^or^more^instructions.^^

[0078] According^to^various^embodiments,^the^player^208A^may^be^configured^^ to^ execute^ a^ script^ defined^ based^ on^ the^ path^ large^ language^ model^ in^ conjunction^ with^ user^ input^ received^ at^ the^ client^ machine^ to^ update^ the^ presentation^ of^ the^ three^dimensional^ virtual^ environment.^ For^ instance,^ an^ initialized^three^dimensional^virtual^environment^may^include^some^number^of^ entities^positioned^within,^and^potentially^performing^actions^within,^the^three^^ dimensional^virtual^environment.^The^user^may^then^provide^user^input^to^affect^ the^three^dimensional^virtual^environment.^The^event^handler^210A^may^process^ Page^16^of^94^Docket^No.^LMODP003WO^ the^user^input^to^update^the^state^of^the^three^dimensional^virtual^environment^ as^well^as^evaluate^ the^ state^of^ the^ three^dimensional^virtual^environment^ to^ determine^whether^an^event^defined^in^the^script^has^occurred.^When^an^event^ has^occurred,^ the^ state^of^ the^ three^dimensional^virtual^environment^may^be^^ further^ updated.^ The^ updated^ state^ of^ the^ three^dimensional^ virtual^ environment^may^ then^ be^ provided^ to^ the^ renderer^ 212A^ for^ updating^ the^ presentation^of^the^three^dimensional^virtual^environment^on^a^display^device^at^ the^client^machine.^

[0079] According^ to^ various^ embodiments,^ the^ client^ machine^ 204A^ may^^ include^one^or^more^components^omitted^from^Figure^2^for^brevity.^For^example,^ the^client^machine^204A^may^include^one^or^more^processors,^memory^modules,^ communication^ busses,^ user^ input^ devices,^ display^ screens,^ speakers,^ and / or^ other^components.^Additional^details^regarding^such^components^are^discussed^ with^respect^to^the^computing^device^shown^in^Figure^3.^ ^

[0080] According^ to^ various^ embodiments,^ the^ path^ large^ language^model^ system^202^may^be^implemented^on^any^of^various^combinations^of^computing^ hardware.^ For^ instance,^ the^ path^ large^ language^model^ system^ 202^may^ be^ implemented^on^one^or^more^computing^devices^in^a^cloud^computing^system.^^

[0081] In^some^embodiments,^the^path^large^language^model^system^202^may^^ communicate^with^a^client^machine^via^ the^communication^ interface^276.^For^ instance,^the^path^ large^language^model^system^202^may^interact^with^a^client^ machine^to^generate^a^three^dimensional^virtual^environment^and / or^present^a^ three^dimensional^virtual^environment^at^ the^client^machine.^Such^operations^ may^be^performed^via^one^or^more^processors^280^and^one^or^more^memory^^ modules^282.^^

[0082] According^to^various^embodiments,^the^path^embedding^generator^278^ may^generate^scripts^and / or^path^language^embeddings^based^on^user^input.^For^ instance,^ the^path^embedding^generator^may^ receive^user^ input^ such^as^ text,^ video,^and / or^voice^via^the^communication^interface^276,^and^generate^a^script^^ that^reflects^the^user^input.^The^script^may^be^generated^in^accordance^with^the^ Page^17^of^94^Docket^No.^LMODP003WO^ path^language^definition^272,^which^may^facilitate^the^presentation^of^a^three^ dimensional^virtual^environment.^^

[0083] The^path^ language^definition^272^may^be^used^ to^specify^a^script^ for^ presenting^a^three^dimensional^virtual^environment.^A^script^may^be^stored^as^^ an^entry^in^the^script^database^260.^Such^an^entry^may^include^a^script^name^266^ that^characterizes^the^script^and^a^unique^script^ID^264^for^accessing^the^script^ entry^ in^the^script^database^260.^The^script^database^entry^may^also^ include^a^ script^definition^268.^

[0084] According^to^various^embodiments,^a^script^definition^268^may^define^a^^ three^dimensional^ virtual^ environment^ in^ a^manner^ consistent^with^ the^ path^ language.^A^script^may^be^stored^as^a^JSON^object^or^any^other^structured^data^ object.^^

[0085] According^to^various^embodiments,^a^script^definition^268^may^include^ configuration^ information^ for^ presenting^ the^ three^dimensional^ virtual^^ environment.^For^example,^a^script^definition^may^specify^a^background^setting^ for^ the^ three^dimensional^ virtual^ environment.^ As^ another^ example,^ a^ script^ definition^may^specify^three^dimensional^virtual^environment^setup^information^ such^as^initial^locations^and^poses^for^entities^within^the^background^setting.^As^ yet^ another^example,^ a^ script^definition^may^ include^one^or^more^events^ for^^ updating^the^three^dimensional^virtual^environment.^^

[0086] According^ to^various^embodiments,^an^event^ included^within^a^script^ may^ specify^ any^ of^ various^ elements.^ For^ example,^ an^ event^may^ specify^ a^ triggering^condition^for^triggering^the^event.^As^another^example,^an^event^may^ specify^ an^ action^ that^ occurs^ when^ the^ event^ is^ triggered.^ As^ yet^ another^^ example,^an^event^may^specify^one^or^more^actors^to^whom^the^action^happens.^^

[0087] According^ to^ various^ embodiments,^ one^ or^more^ elements^within^ a^ script,^such^as^an^event,^may^be^specified^in^terms^of^entities,^verbs,^adjectives,^ adverbs,^and / or^other^elements^within^a^path^language^definition.^For^example,^ an^ actor^may^ be^ specified^ based^ on^ an^ entity^ ID^ 224A^ identifying^ an^ entity^^ database^entry^221A^in^the^entities^database^table^220.^As^another^example,^an^ action^ performed^ by^ or^ on^ an^ entity^ may^ be^ specified^ as^ a^ verb^ ID^ 244^ Page^18^of^94^Docket^No.^LMODP003WO^ corresponding^with^a^verb^database^entry^242^ included^ in^ the^verbs^database^ table^240.^

[0088] According^to^various^embodiments,^the^entities^database^220^may^store^ information^about^entities^that^can^be^represented^in^a^three^dimensional^virtual^^ environment.^Such^entities^need^not^necessarily^be^predetermined,^but^rather^ can^ be^ dynamically^ created^ based^ on^ user^ input.^ The^ creation^ of^ entities^ is^ discussed^in^additional^detail^in^Section^3.^^

[0089] In^some^embodiments,^an^entity^may^be^associated^with^an^entity^ ID^ 224^that^uniquely^identifies^the^entity.^The^entity^may^also^have^an^entity^name^^ 226^ that^ characterizes^ the^ entity.^ The^ entity^ model^ 228^ may^ be^ a^ three^ dimensional^model^that^is^used^to^represent^the^entity^in^the^three^dimensional^ virtual^environment.^An^entity^may^be^associated^with^an^entity^animation^rig^ 230^that^is^used^to^animate^the^entity.^As^discussed^with^respect^to^Section^3^and^ Section^ 4,^ various^ kinds^ of^ entities,^ including^ entities^ representing^ objects^^ traditionally^ considered^ inanimate,^may^ be^ animated^ and^ interacted^with^ in^ accordance^with^techniques^and^mechanisms^described^herein.^^

[0090] According^to^various^embodiments,^the^verbs^database^240^may^store^ information^about^actions^that^can^be^performed^by^or^to^entities^within^a^three^ dimensional^virtual^environment.^A^verb^may^be^associated^with^a^verb^ID^244^^ that^uniquely^identifies^the^action.^The^verb^may^also^have^a^verb^name^246^that^ characterizes^the^action.^^

[0091] According^to^various^embodiments,^the^3D^rigid^movement^248^includes^ information^for^specifying^how^an^entity^model^performing^the^action^ is^to^be^ moved^ in^ the^ three^dimensional^ virtual^ environment^ when^ the^ action^ is^^ performed.^The^3D^rigid^movement^248^may^identify^a^movement^through^space^ of^a^center^of^mass^associated^with^the^three^dimensional^model.^For^instance,^a^ verb^such^as^“walking”^may^be^associated^with^3D^rigid^movement^information^ 248^that^identifies^a^moving^through^space^of^the^center^of^mass.^^

[0092] In^ some^embodiments,^a^ three^dimensional^virtual^environment^may^^ optionally^be^associated^with^an^animation^250.^The^animation^may^be^specified^ as^a^movement^through^space^of^one^or^more^ joints^of^the^three^dimensional^ Page^19^of^94^Docket^No.^LMODP003WO^ model^relative^to^the^center^of^mass.^For^instance,^a^verb^such^as^“walking”^may^ be^associated^with^deformation^of^the^entity^model^in^a^manner^corresponding^ to^walking.^For^ instance,^an^entity^animated^using^a^human^animation^rig^may^ include^portions^ corresponding^ to^ legs,^arms,^head,^and^body.^The^animation^^ information^ 250^ may^ specify^ how^ such^ elements^ are^ to^ be^ moved^ when^ performing^the^action^associated^with^the^verb^242A.^

[0093] In^ particular^ embodiments,^ an^ animation^may^ be^ a^ superposition^ of^ other^ animations.^ For^ example,^ animations^ corresponding^ to^ walking^ and^ spinning^may^be^combined^to^create^a^new^type^of^movement.^ ^

[0094] According^to^various^embodiments,^various^types^of^verbs^are^possible.^ Examples^of^verbs^may^include,^but^are^not^limited^to:^playing^a^sound,^playing^a^ music^ file,^showing^an^ image,^playing^a^clip^ (e.g.,^graphics^ interchange^ format^ “GIF”^file,^a^Giphy,^a^sticker,^or^another^type^of^brief^animation),^playing^a^video,^ and / or^animation^via^an^animation^rig.^ ^

[0095] According^to^various^embodiments,^potentially^any^entity^may^perform^ potentially^any^verb.^For^example,^any^entity^may^play^a^sound^or^a^music^clip^ simply^by^producing^ the^audio.^As^another^example,^any^entity^may^ show^an^ image^or^a^video^by^projecting^the^image^or^video^onto^a^side^or^surface^of^the^ entity^by^changing^ the^ texture^ in^ three^dimensions.^For^ instance,^an^ image^or^^ video^may^be^scaled^or^distorted^to^appear^to^be^located^on^the^side^of^a^building,^ a^bookshelf,^an^animal,^or^any^other^entity.^

[0096] According^ to^ various^ embodiments,^ a^ verb^ may^ be^ modified^ by^ a^ modifier^such^as^an^adverb,^which^may^represented^text^and / or^an^emoji.^For^ example,^an^adverb^such^as^“slowly”^may^be^applied^to^the^playing^of^a^sound^to^^ indicate^that^the^sound^should^be^played^slowly.^Similarly,^the^adverb^“slowly”^ may^be^applied^to^a^walking^animation^to^reduce^the^speed^through^space^(i.e.,^ the^3d^rigid^movement^speed)^and^the^animation^speed^of^the^animation.^

[0097] In^ some^ embodiments,^ a^ verb^may^ be^ specific^ to^ a^ particular^ entity^ animation^rig.^For^example,^some^verbs^may^include^3D^rigid^movement^and / or^^ animation^information^specific^to^a^default^human^animation^rig.^However.^Other^ verbs^may^include^3D^rigid^movement^and / or^animation^information^specific^to^ Page^20^of^94^Docket^No.^LMODP003WO^ other^animation^rigs,^such^as^rigs^that^are^specific^to^particular^entities.^Thus,^a^ verb^database^entry^242A^may^include^other^information^not^shown^in^Figure^2,^ such^as^an^entity^animation^rig^identifier.^

[0098] More^generally,^the^path^large^language^model^system^202^may^include^^ various^information^not^explicitly^shown^in^Figure^2^for^the^purpose^of^brevity.^ For^example,^the^path^large^language^model^system^202^may^include^one^or^more^ repositories^ storing^ information^ related^ to^ background^ settings,^ adjectives,^ adverbs,^ and / or^ other^ such^ information^ associated^ with^ a^ path^ language^ definition^272.^Such^information^is^discussed^in^additional^detail^in^Section^5.^As^^ another^ example,^ the^ path^ large^ language^ model^ system^ 202^ may^ store^ information^about^user^accounts^and^the^users^associated^with^user^accounts.^ For^instance,^a^three^dimensional^virtual^environment^may^be^linked^with^a^user^ account^associated^with^its^creation.^

[0099] Figure^3^ illustrates^one^example^of^a^computing^device,^configured^ in^^ accordance^with^one^or^more^embodiments.^According^to^various^embodiments,^ a^system^300^suitable^for^implementing^embodiments^described^herein^includes^ a^processor^301,^a^memory^module^303,^a^storage^device^305,^an^interface^311,^ and^a^bus^315^(e.g.,^a^PCI^bus^or^other^interconnection^fabric.)^System^300^may^ operate^as^variety^of^devices^such^as^one^or^more^components^of^a^path^ large^^ language^model^system^202,^a^client^machine^(204A,^204B),^or^any^other^device^ or^service^described^herein.^Although^a^particular^configuration^ is^described,^a^ variety^ of^ alternative^ configurations^ are^ possible.^ The^ processor^ 301^ may^ perform^operations^such^as^those^described^herein.^Instructions^for^performing^ such^operations^may^be^embodied^ in^ the^memory^303,^on^one^or^more^non^^ transitory^computer^readable^media,^or^on^some^other^storage^device.^Various^ specially^configured^devices^can^also^be^used^ in^place^of^or^ in^addition^ to^ the^ processor^301.^The^ interface^311^may^be^configured^to^send^and^receive^data^ packets^over^a^network.^Examples^of^supported^interfaces^ include,^but^are^not^ limited^to:^Ethernet,^fast^Ethernet,^Gigabit^Ethernet,^frame^relay,^cable,^digital^^ subscriber^ line^ (DSL),^ token^ ring,^ Asynchronous^ Transfer^Mode^ (ATM),^ High^ Speed^Serial^Interface^(HSSI),^and^Fiber^Distributed^Data^Interface^(FDDI).^These^ Page^21^of^94^Docket^No.^LMODP003WO^ interfaces^ may^ include^ ports^ appropriate^ for^ communication^ with^ the^ appropriate^media.^ They^may^ also^ include^ an^ independent^ processor^ and / or^ volatile^ RAM.^ A^ computer^ system^ or^ computing^ device^ may^ include^ or^ communicate^with^a^monitor,^printer,^or^other^suitable^display^for^providing^any^^ of^the^results^mentioned^herein^to^a^user.^ ^ 3.^Configuring^a^Three^Dimensional^Virtual^Environment^

[0100] Figure^4^ illustrates^a^method^400^ for^configuring^a^ three^dimensional^ virtual^environment,^performed^in^accordance^with^one^or^more^embodiments.^ The^method^400^may^be^performed^at^any^suitable^computing^system,^such^as^a^^ server^system^configured^to^construct^the^three^dimensional^virtual^environment^ based^on^interactions^from^a^client^machine^and / or^serve^the^three^dimensional^ virtual^environment^to^a^client^machine^via^the^Internet.^An^example^of^such^a^ system^is^discussed^with^respect^to^Section^2.^

[0101] A^ request^ to^ configure^ a^ three^dimensional^ virtual^ environment^ is^^ received^at^402.^According^to^various^embodiments,^the^request^may^be^received^ at^ the^server^system^via^any^of^various^communication^channels.^Examples^of^ such^channels^may^ include,^but^are^not^limited^to:^a^mobile^application,^a^web^ application,^a^messaging^service,^and^combinations^thereof.^^

[0102] The^request^may^be^received^from^a^client^machine^in^communication^^ with^the^server^system.^According^to^various^embodiments,^any^of^a^variety^of^ client^machines^may^be^employed.^For^ instance,^ the^client^machine^may^be^a^ mobile^device,^a^desktop^computer,^a^tablet^computer,^a^laptop^computer,^or^any^ other^ type^ of^ computing^ device^ capable^ of^ communicating^ with^ the^ server^ system.^ ^

[0103] In^some^embodiments,^the^request^may^include^input^for^determining^ some^ or^ all^ of^ the^ information^ discussed^ with^ respect^ to^ the^method^ 400.^ Alternatively,^ or^ additionally,^ some^ or^ all^ of^ the^ information^ discussed^ with^ respect^to^the^method^400^may^be^determined^later,^for^instance^via^interaction^ between^the^server^system^and^a^client^machine.^ Page^22^of^94^Docket^No.^LMODP003WO^

[0104] A^background^setting^for^the^three^dimensional^virtual^environment^is^ determined^at^404.^According^to^various^embodiments,^the^background^setting^ may^ include^elements^such^as^background^scenery,^structural^objects,^and^the^ like^ for^ providing^ a^ three^dimensional^ virtual^ environment.^ For^ example,^ the^^ background^setting^may^specify^ imagery^corresponding^to^background^scenery^ such^ as^ a^ city^ scape,^ a^ natural^ landscape,^ a^ building^ interior,^ or^ other^ such^ surroundings^for^providing^a^three^dimensional^virtual^environment.^As^another^ example,^the^background^setting^may^include^one^or^more^stationary^foreground^ elements^such^as^rocks,^lakes,^rivers,^water,^bridges,^trees,^buildings,^or^the^like^^ that^ may^ serve^ as^ obstacles,^ occlusions,^ or^ other^ aspects^ of^ the^ three^ dimensional^virtual^environment.^^

[0105] In^some^embodiments,^the^background^setting^may^be^selected^based^ on^user^input.^For^example,^the^user^may^select^a^background^setting^from^a^set^ of^preconfigured^background^settings.^As^another^example,^a^background^setting^^ may^ be^ generated^ automatically^ based^ on^ a^ textual^ description^ of^ the^ background^ setting.^ As^ yet^ another^ example,^ a^ background^ setting^ may^ be^ provided^by^a^user,^for^instance^in^the^form^of^a^three^dimensional^model^and / or^ other^elements.^^

[0106] A^ textual^ description^ of^ an^ entity^ to^ include^ within^ the^ three^^ dimensional^virtual^environment^is^identified^at^406.^In^some^embodiments,^the^ textual^description^may^be^provided^as^part^of^the^request^received^at^402^or^may^ be^ provided^ as^ part^ of^ an^ interactive^ design^ process^ in^ which^ the^ user^ participates.^ The^ textual^description^may^describe^ any^object^or^ collection^of^ objects^ that^may^be^ represented^ in^ a^ virtual^world.^ For^example,^ the^ textual^^ description^may^state:^“Add^a^book^that^ is^walking^down^the^street^but^ jumps^ when^it^gets^wet”,^“The^video^should^have^a^box^that^hip^hop^dances^when^the^ music^plays”.^^

[0107] In^ some^embodiments,^ the^ text^may^ include^one^or^more^emojis.^An^ emoji^ may^ be^ specified^ in^ Unicode,^ text^ convention,^ or^ a^ different^ (e.g.,^^ proprietary)^ encoding.^ Emoji^based^ input^ may^ facilitate^ more^ nuanced^ descriptions^of^objects^and^their^properties^and^actions.^For^example,^a^textual^ Page^23^of^94^Docket^No.^LMODP003WO^ description^ without^ emoji^ may^ state^ “Add^ a^ book.^ It^ does^ not^ like^ water.”^ However,^an^emoji^may^be^used^to^more^easily^and^accurately^specify^the^book’s^ precise^reaction^to^water.^For^ instance,^ in^the^Unicode^specification,^the^emoji^ “U+1F62C”^corresponds^to^a^grimacing^face,^the^emoji^“U+1F644”^corresponds^^ to^a^ face^with^ rolling^eyes,^ the^emoji^“U+1F92F”^corresponds^ to^an^exploding^ head,^and^the^emoji^“U+1F620”^corresponds^to^an^angry^face.^In^the^absence^of^ an^emoji,^ the^system^may^have^difficulty^determining^a^user’s^ intent^ from^the^ sentence^“It^does^not^like^water.”^However,^the^use^of^emoji^allows^the^user^to^ more^precisely^specify^the^entity’s^reaction^to^water.^Thus,^the^user^may^provide^^ text^ input^ such^ as:^ “Add^ a^ U+1F4D6^ that^ U+1F620^ if^ it^ gets^ wet,”^ where^ “U+1F4D6”^is^the^emoji^corresponding^to^an^open^book.^^

[0108] According^to^various^embodiments,^a^user^may^specify^an^emoji^in^any^ of^ various^ways.^ For^ example,^ an^ emoji^may^ be^ specified^ by^ selecting^ it,^ for^ instance^in^a^client^side^and / or^server^provided^user^interface^component.^Such^^ emoji^may^then^be^converted^to^Unicode^when^the^input^is^analyzed^as^text.^As^ another^example,^an^emoji^may^be^specified^by^using^text^corresponding^to^an^converted^to^Unicode,^depending^on^whether^a^suitable^conversion^is^available.^ As^yet^another^example,^an^emoji^may^be^specified^directly^as^Unicode^by^the^^ end^user.^^

[0109] The^entity^ is^generated^at^408^based^on^the^textual^description^of^the^ entity.^According^to^various^embodiments,^the^entity^may^be^generated^based^on^ a^description^ of^ the^ entity^provided^ in^natural^ language^ and / or^one^or^more^ emoji.^^ ^

[0110] In^some^embodiments,^the^natural^language^and / or^emoji^may^include^ one^ or^ more^ characteristics^ for^ animating^ the^ three^dimensional^model^ are^ determined.^ In^ some^ embodiments,^ characteristics^ for^ animating^ the^ three^ dimensional^model^may^be^determined^based^on^the^textual^input^provided^by^ the^user.^For^example,^the^user^may^describe^an^entity^as^“happy”,^“sad”,^or^“in^^ a^ hurry”^ via^ text.^ As^ another^ example,^ the^ user^may^ provide^ one^ or^more^ emoticons^characterizing^an^emotion^or^other^characteristic^to^be^exhibited^by^ Page^24^of^94^Docket^No.^LMODP003WO^ the^ entity.^ Such^ information^may^ then^ be^ included^ the^ entity^ configuration^ information.^

[0111] According^to^various^embodiments,^the^characteristics^for^animating^the^ three^dimensional^model^may^include^information^such^as^an^initial^location^for^^ positioning^the^three^dimensional^model,^an^initial^pose^for^rendering^the^three^ dimensional^model,^a^description^of^the^manner^in^which^the^three^dimensional^ model^is^to^be^animated,^and / or^any^other^information^related^to^the^rendering^ of^the^three^dimensional^model.^^

[0112] In^some^embodiments,^the^natural^language^and / or^emoji^may^include^^ one^or^more^ characteristics^ for^ interacting^with^ the^ entity.^ The^one^or^more^ characteristics^ for^ interacting^with^ the^ entity^may^ include^ways^ in^which^ the^ entity^responds^to^user^input.^For^instance,^an^entity^that^“likes”^water^may^smile^ or^clap^when^ it^gets^wet,^while^an^entity^that^“hates”^water^may^ frown^or^get^ angry^in^the^same^situation.^As^with^the^one^or^more^characteristics^determined^^ at^2012,^such^information^may^be^determined^based^on^textual^input^provided^ by^the^user.^Additional^details^regarding^a^process^for^generating^an^entity^are^ discussed^with^respect^to^the^method^500^shown^in^Figure^5.^

[0113] A^determination^is^made^at^410^as^to^whether^to^add^an^additional^entity^ to^ the^ three^dimensional^ virtual^ environment.^ In^ some^ embodiments,^ the^^ determination^may^be^made^based^on^user^ input.^For^ instance,^ the^user^may^ indicate^that^all^desired^entities^have^been^added.^Alternatively,^or^additionally,^ the^determination^may^be^made^based^at^least^in^part^on^an^analysis^of^user^input^ text^ that^ is^ used^ to^ create^multiple^ entities^ in^ sequence^ or^ in^ parallel.^ For^ example,^a^user^may^provide^input^such^as^“The^video^should^have^a^box^that^hip^^ hop^dances^when^the^music^plays^and^a^book^that^is^walking^down^the^street^but^ jumps^when^ it^ gets^wet”,^which^may^ cause^ the^ system^ to^ add^ two^ entities^ corresponding^with^the^box^and^the^book.^^

[0114] In^particular^embodiments,^two^or^more^entities^may^be^determined^at^ the^same^time^based^on^analysis^by^a^generative^language^model.^For^instance,^a^^ generative^language^model^may^be^provided^with^an^input^prompt^that^includes^ the^user^ input^and^one^or^more^natural^ language^ instructions^to^generate^the^ Page^25^of^94^Docket^No.^LMODP003WO^ entity.^Additional^details^regarding^such^operations^are^discussed^with^respect^to^ the^method^600^shown^in^Figure^6.^

[0115] A^ script^ for^ providing^ the^ three^dimensional^ virtual^ environment^ is^ determined^at^412.^According^to^various^embodiments,^the^script^may^ include^^ one^or^more^events^for^updating^the^three^dimensional^virtual^environment^over^ time.^For^instance,^events^may^be^triggered^based^on^user^input,^conditions^that^ independently^arise^within^ the^ three^dimensional^virtual^environment,^and / or^ other^information.^Additional^details^regarding^the^determination^of^a^script^are^ discussed^with^respect^to^the^method^600^shown^in^Figure^6.^ ^

[0116] Configuration^information^for^generating^the^three^dimensional^virtual^ environment^ at^ a^ client^ machine^ is^ stored^ at^ 414.^ According^ to^ various^ embodiments,^ the^ configuration^ information^ may^ be^ stored^ in^ any^ suitable^ location,^such^as^a^database^system^or^other^storage^system^accessible^to^the^ server^system.^The^configuration^information^may^include^any^of^the^information^^ determined^as^discussed^with^respect^to^the^method^400.^Such^information^may^ include,^but^is^not^limited^to:^user^input,^information^identifying^the^background^ setting^ for^the^three^dimensional^virtual^environment,^one^or^more^models^or^ images^associated^with^entities^to^ include^within^the^three^dimensional^virtual^ environment,^a^script^for^governing^the^three^dimensional^virtual^environment,^^ three^dimensional^ virtual^environment^metadata^ such^as^ a^URI,^a^name,^or^a^ unique^ identifier,^ other^ path^ language^ embedding^ information^ for^ the^ three^ dimensional^virtual^environment,^and / or^any^other^relevant^information.^

[0117] Figure^5^illustrates^a^method^500^of^generating^an^entity,^performed^in^ accordance^with^one^or^more^embodiments.^The^method^500^may^be^performed^^ at^ any^ suitable^ computing^ system,^ such^ as^ a^ server^ system^ configured^ to^ construct^the^three^dimensional^virtual^environment^based^on^interactions^from^ a^client^machine^and / or^serve^ the^ three^dimensional^virtual^environment^ to^a^ client^machine^via^the^Internet.^An^example^of^such^a^system^ is^discussed^with^ respect^to^Section^2.^ ^

[0118] A^ request^ to^ generate^ an^ entity^ for^ inclusion^ in^ a^ three^dimensional^ virtual^environment^based^on^a^textual^description^ is^received^at^502.^ In^some^ Page^26^of^94^Docket^No.^LMODP003WO^ embodiments,^the^request^may^be^generated^as^discussed^with^respect^to^the^ operation^308^discussed^with^respect^to^the^method^300^shown^in^Figure^3.^The^ request^may^include^or^identify^the^textual^description.^^

[0119] A^ three^dimensional^ model^ for^ the^ entity^ is^ determined^ at^ 504.^^ According^ to^ various^ embodiments,^ the^ three^dimensional^ model^ may^ be^ determined^ in^ any^ of^ various^ways.^ For^ example,^ the^ system^may^ search^ an^ internal^database^of^three^dimensional^models.^As^another^example,^the^system^ may^ search^ the^ Internet,^ for^ instance^ via^ a^ general^web^ search^ or^ a^ publicly^ available^database^of^models,^to^identify^a^suitable^three^dimensional^model.^As^^ yet^another^example,^the^user^may^select^or^provide^a^three^dimensional^model.^^

[0120] In^some^embodiments,^a^search^query^may^be^determined^based^on^a^ prompt^provided^to^a^generative^language^model.^For^example,^the^generative^ language^model^may^be^provided^within^an^input^prompt^that^includes^the^user^ input^and^a^natural^language^instruction^to^provide^a^search^query^for^identifying^^ a^three^dimensional^model^that^reflects^the^user’s^intent.^^

[0121] In^some^ implementations,^one^or^more^machine^ learning^models^may^ be^used^ to^ select^a^ three^dimensional^model.^For^ instance,^ images^of^models^ returned^via^search^results^may^be^evaluated^by^a^pre^trained^machine^learning^ classification^model^to^select^a^model^that^best^matches^the^search^query.^^

[0122] A^determination^ is^made^at^506^as^ to^whether^ the^ three^dimensional^ model^ is^associated^with^a^dedicated^animation^ rig.^The^ term^“animation^ rig”^ refers^ to^ a^ division^ of^ a^ three^dimensional^model^ into^ independently^mobile^ components^for^the^purpose^of^animating^the^three^dimensional^model.^Some^ three^dimensional^models,^such^as^standardized^models^associated^with^humans,^^ animals,^ and^ the^ like^ may^ include^ such^ a^ rig.^ However,^ other^ such^ three^ dimensional^ models,^ particularly^ those^ associated^ with^ objects^ traditionally^ considered^inanimate,^such^as^rocks,^may^lack^a^dedicated^animation^rig.^

[0123] Upon^determining^that^the^three^dimensional^model^ is^not^associated^ with^a^dedicated^animation^rig,^a^scaled^default^human^animation^rig^is^applied^^ to^ the^ three^dimensional^model^ at^ 508.^ Applying^ the^ scaled^ default^ human^ animation^ rig^may^ involve,^ for^ instance,^dividing^ the^ three^dimensional^model^ Page^27^of^94^Docket^No.^LMODP003WO^ into^regions^roughly^corresponding^with^the^independently^movable^portions^of^ the^default^human^animation^rig,^scaled^to^fit^the^virtual^space^occupied^by^the^ three^dimensional^model.^Such^operations^are^discussed^in^more^detail^in^Section^ 4.^ ^

[0124] Figure^10^and^Figure^11^ illustrate^views^of^a^default^human^animation^ rig^1000,^provided^in^accordance^with^one^or^more^embodiments.^According^to^ various^embodiments,^an^animation^rig^may^include^some^number^of^joints.^For^ example,^ the^ default^ human^ animation^ rig^ 1000^ includes^ the^ joint^ 1002^ corresponding^to^the^top^of^the^human^head,^the^joint^1004^corresponding^to^the^^ top^of^the^right^human^shoulder,^and^the^joint^1006^corresponding^to^the^heel^of^ the^right^human^foot,^among^other^joints.^^

[0125] In^some^embodiments,^as^shown^in^Figure^10,^the^rig^may^be^defined^in^ a^three^axis^coordinate^system^allowing^the^joints^to^be^repositioned^in^space^to^ illustrate^ animation.^When^ the^ joints^ are^ repositioned,^ rendering^ the^ three^^ dimensional^model^may^ involve^repositioning^and / or^distorting^the^portions^of^ the^model^connecting^the^joints^in^accordance^with^the^joint^locations.^

[0126] According^ to^ various^ embodiments,^ a^ default^ animation^ rig^may^ be^ applied^to^any^three^dimensional^model^by^scaling^it^to^fit^the^shape^of^the^three^ dimensional^model.^For^instance,^as^shown^in^Figure^11,^if^the^height^of^the^three^^ dimensional^model^is^parameterized^as^W,^then^the^head^joint^may^be^located^on^ the^midline^from^left^to^right^at^a^distance^of^W / 20^from^the^top^of^the^model.^ Similarly,^the^right^hip^joint^1008^may^be^positioned^at^a^distance^of^L / 4^from^the^ midline,^where^the^width^of^the^three^dimensional^model^is^parameterized^as^L.^^

[0127] To^ aid^ in^ clarity,^ only^ a^ few^ of^ the^ specific^ joint^ vertices^ and^ their^^ corresponding^parameterized^locations^are^not^specifically^called^out^in^Figure^10^ and^ Figure^ 11.^ According^ to^ various^ embodiments,^ the^ specific^ joint^ vertices^ employed,^as^well^as^ their^ locations^within^ the^ rig,^may^be^dependent^on^ the^ particular^rig^that^is^employed.^

[0128] In^some^embodiments,^a^single^default^(e.g.,^human)^animation^rig^may^^ be^used^for^any^three^dimensional^model^not^already^associated^with^a^dedicated^ animation^rig.^Alternatively,^one^or^more^type^specific^three^dimensional^models^ Page^28^of^94^Docket^No.^LMODP003WO^ may^be^employed.^For^instance,^an^entity^of^the^class^of^“four^legged^animals”^ may^be^assigned^an^animation^rig^associated^with^four^legged^animals,^while^an^ entity^of^the^class^“bird”^may^be^assigned^an^animation^rig^associated^with^birds.^ In^ this^way,^any^entity^may^be^animated^ through^use^of^a^default^ rig,^but^ the^^ animation^various^ types^of^entities^may^also^be^ improved^ through^ the^use^of^ model^specific^or^type^specific^animation^rigs.^

[0129] Returning^to^Figure^5,^weights^for^the^animation^rig^are^determined^at^ 510.^In^some^embodiments,^the^weights^for^the^animation^rig^may^be^determined^ based^ on^ any^ of^ a^ variety^ of^ approaches.^ For^ example,^ the^weights^may^ be^^ determined^ via^ skinning^ or^ vertex^weighting.^As^ a^more^ specific^ example,^ an^ approach^such^as^Linear^Blend^Skinning^may^be^employed.^Additional^details^are^ discussed^ in^Magnenat^Thalmann,^ N.,^&^ Thalmann,^ D.^ (1988),^ “Human^ body^ deformations^using^joint^dependent^local^operators^and^finite^element^theory”,^ which^is^hereby^incorporated^by^reference^in^its^entirety^and^for^all^purposes.^^

[0130] The^entity^is^generated^at^514^based^on^the^determined^information.^In^ some^embodiments,^ generating^ the^entity^may^ involve^defining^ configuration^ data^such^as^an^initial^location^of^the^entity^within^the^three^dimensional^virtual^ environment,^a^three^dimensional^model^for^the^entity,^an^animation^rig^for^the^ entity,^one^or^more^weights^for^the^animation^rig,^and^any^other^information.^^

[0131] In^ some^embodiments,^ the^ generation^of^ an^entity^ for^ inclusion^ in^ a^ three^dimensional^virtual^environment^may^include^one^or^more^operations^not^ shown^ in^Figure^5.^For^example,^a^generative^ language^model^may^analyze^the^ textual^description^and^generate^a^response^message^to^a^user^to^elicit^additional^ information,^ such^ as^ a^ clarification^ regarding^ the^ user’s^ intent.^ For^ instance,^^ consider^a^sentence^such^as^“The^chicken^ is^ ready^ to^eat.”^Such^a^sentence^ is^ ambiguous,^since^ it^ is^unclear^whether^the^user^ intends^to^convey^that^(1)^the^ chicken^is^ready^to^eat^something^or^that^(2)^the^chicken^is^ready^to^be^eaten.^In^ the^event^that^such^ambiguity^is^unclear^from^context,^the^user^may^be^asked^to^ provide^additional^input^clarifying^the^meaning^reflected^in^the^user^input.^^^

[0132] Figure^6^ illustrates^a^method^600^ for^generating^a^ script^governing^a^ three^dimensional^ virtual^environment,^performed^ in^ accordance^with^one^or^ Page^29^of^94^Docket^No.^LMODP003WO^ more^ embodiments.^ The^ method^ 600^ may^ be^ performed^ at^ any^ suitable^ computing^system,^such^as^a^server^system^configured^to^construct^the^three^ dimensional^virtual^environment^based^on^ interactions^ from^a^ client^machine^ and / or^serve^the^three^dimensional^virtual^environment^to^a^client^machine^via^^ the^Internet.^An^example^of^such^a^system^is^discussed^with^respect^to^Section^2.^

[0133] A^request^to^generate^a^script^for^providing^a^three^dimensional^virtual^ environment^ is^ received^ at^ 602.^ In^ some^ embodiments,^ the^ request^may^ be^ generated^as^discussed^with^respect^to^the^operation^412^shown^in^Figure^4.^

[0134] Input^for^generating^the^script^is^identified^at^604.^According^to^various^^ embodiments,^the^input^may^include^user^input^provided^by^a^user.^Such^input^ may^include,^but^is^not^limited^to:^natural^language^text,^voice^input^transcribed^ to^text,^one^or^more^emojis,^one^or^more^image^files,^one^or^more^video^files,^one^ or^more^ audio^ files,^ and / or^ any^other^ information.^ Such^ information^may^be^ provided^at^a^client^machine^and^transmitted^to^the^path^large^language^model^^ system^202^via^the^Internet.^

[0135] Configuration^information^for^the^script^is^determined^at^604.^According^ to^various^embodiments,^the^configuration^information^may^include^data^such^as^ a^script^name,^a^unique^identifier^for^the^script,^a^URI^for^accessing^the^script,^an^ author^of^the^script,^or^the^like.^^ ^

[0136] An^action^to^include^in^the^script^is^identified^at^608.^The^action^may^be^ determined^by^parsing^the^user^input.^For^instance,^natural^language^in^the^user^ input^may^be^parsed^to^identify^words^associated^with^actions,^such^as^verbs.^^

[0137] A^ verb^ associated^ with^ the^ action^ is^ determined^ at^ 610.^ In^ some^ embodiments,^the^verb^associated^with^the^action^may^be^determined^by^using^^ one^or^more^words^associated^with^the^action^to^search^the^verb^database^for^ one^ or^ more^ matching^ entries.^ The^ verb^ may^ be^ specified^ as^ an^ identifier^ associated^with^an^entry^in^the^verbs^database^240.^^

[0138] Trigger^ information^ for^performing^ the^ action^ is^ identified^ at^612.^ In^ some^ implementations,^the^trigger^ information^may^be^determined^by^parsing^^ the^user^ input^to^ identify^explicitly^conditional^words^such^as^“when”^and^“if”.^ Page^30^of^94^Docket^No.^LMODP003WO^ Alternatively,^ or^ additionally,^ the^ trigger^ information^may^ be^ determined^ by^ parsing^ the^ user^ input^ to^ identify^ implicit^ conditions,^ such^ as^ preferences^ or^ characteristics.^For^ instance,^a^phrase^such^as^“likes^apples”^or^a^smiling^emoji^ combined^with^an^apple^emoji^may^be^used^to^infer^that^an^entity^should^exhibit^^ a^positive^emotion^when^it^encounters^an^apple.^The^triggering^information^may^ be^ specified^ as^ an^event^defined^ in^ accordance^with^ the^path^ large^ language^ model^definition.^

[0139] An^ actor^ associated^ with^ the^ action^ is^ identified^ at^ 614.^ In^ some^ embodiments,^the^actor^may^be^an^entity^discussed^with^respect^to^the^method^^ 400^ as^being^ included^ in^ the^ three^dimensional^ virtual^ environment.^ Such^ an^ entity^ may^ be^ included^ at^ the^ time^ that^ the^ three^dimensional^ virtual^ environment^is^initialized^or^may^be^introduced^later,^for^instance^as^the^result^of^ performing^an^action.^The^actor^may^be^identified^via^an^entity^ID^224^included^ in^an^entity^database^entry^in^the^entities^database^220.^^ ^

[0140] An^event^entry^for^the^action^is^generated^at^616.^In^some^embodiments,^ the^ event^ entry^ may^ include^ structured^ text^ that^ contains^ the^ information^ determined^at^operations^608,^612,^and^614.^For^instance,^the^event^entry^may^ be^ an^entry^ in^a^ JSON^object^ that^ includes^elements^ for^one^or^more^actors,^ triggers,^and / or^actions.^^ ^

[0141] In^particular^embodiments,^an^element^included^within^an^event^entry^ may^ include^ one^ or^ more^ arguments.^ Such^ arguments^ may^ correspond^ to^ characteristics^such^as^adverbs,^adjectives,^or^other^modifiers^to^provide^ for^a^ more^ nuanced^ action.^ Such^ information^may^ be^ provided^ as^ text^ or^may^ be^ provided^as^an^identifier^associated^with^an^adverb,^adjective,^or^other^modifier^^ included^within^the^path^large^language^model^definition.^

[0142] A^determination^is^made^at^618^as^to^whether^to^generate^an^additional^ event^entry^to^ include^ in^the^script.^ In^some^embodiments,^the^determination^ may^be^made^based^on^whether^the^user^input^identifies^any^additional^action^ related^information^for^governing^the^three^dimensional^virtual^environment.^^^

[0143] Upon^determining^not^to^generate^an^additional^event^entry,^the^script^ is^ generated^ at^ 620^ based^ on^ the^ event^ entries.^ In^ some^ implementations,^ Page^31^of^94^Docket^No.^LMODP003WO^ generating^the^script^may^involve^creating^a^file^or^string^that^includes^the^event^ entries^generated^at^616.^The^file^or^string^may^include^additional^information,^ such^as^the^configuration^information^determined^at^606.^

[0144] Although^ the^method^600^ is^ shown^ for^ the^purpose^of^ illustration^as^^ being^ a^ linear^ process^ executed^ as^ a^ distinct^ series^ of^ steps,^ in^ some^ configurations^ one^ or^ more^ of^ the^ operations^ shown^ in^ Figure^ 6^ may^ be^ performed^in^parallel^or^in^a^different^sequence.^For^example,^some^or^all^of^the^ operations^shown^in^Figure^6^may^be^performed^by^a^generative^language^model^ by^completing^an^input^prompt^to^generate^novel^text^corresponding^to^all^or^a^^ portion^of^the^script.^For^example,^a^script^generation^input^prompt^may^include^ natural^language^instructions^for^generating^the^script,^information^pertaining^to^ one^or^more^entities^or^verbs^that^may^be^ included^within^the^script,^and^user^ input^and / or^other^dynamically^determined^instructions^for^generating^the^script.^ The^generative^language^model^may^then^determine^novel^text^corresponding^to^^ the^events^determined^as^discussed^with^respect^to^the^method^600^shown^ in^ Figure^6.^ ^ 4.^Rendering^a^Three^Dimensional^Virtual^Environment^

[0145] Figure^ 7^ illustrates^ a^method^ 700^ of^ rendering^ a^ three^dimensional^ virtual^environment,^performed^in^accordance^with^one^or^more^embodiments.^^ The^method^700^may^be^performed^at^any^suitable^computing^system,^such^as^ client^machine^ in^communication^with^a^server^system^configured^to^construct^ the^three^dimensional^virtual^environment^based^on^ interactions^ from^a^client^ machine^ and / or^ serve^ the^ three^dimensional^ virtual^ environment^ to^ a^ client^ machine^via^ the^ Internet.^An^example^of^such^an^ecosystem^ is^discussed^with^^ respect^to^Section^2.^

[0146] A^request^to^render^a^three^dimensional^virtual^environment^is^received^ at^ 702.^ In^ some^ embodiments,^ the^ request^may^ be^ generated^when^ a^ client^ machine^visits^a^URL^associated^with^a^three^dimensional^virtual^environment.^ For^ instance,^ the^URL^may^ include^ an^ identifier^uniquely^ identifier^ the^ three^^ dimensional^virtual^environment.^Alternatively,^ the^request^may^be^generated^ Page^32^of^94^Docket^No.^LMODP003WO^ when^ a^ dedicated^mobile^ application^ at^ a^ client^machine^ accesses^ a^ three^ dimensional^virtual^environment^through^a^communication^interface.^

[0147] Configuration^ information^ for^ rendering^ the^ three^dimensional^virtual^ environment^ is^ received^ at^ 704.^ In^ some^ embodiments,^ the^ configuration^^ information^may^be^transmitted^from^the^path^large^language^model^system^202^ to^ the^ client^machine^ in^ response^ to^ a^ request^ from^ the^ client^machine.^ The^ configuration^information^may^include^data^such^as^a^background^setting,^one^or^ more^entity^models,^one^or^more^animation^rigs,^and / or^one^or^more^scripts^for^ providing^the^three^dimensional^virtual^environment.^^ ^

[0148] A^background^setting^for^the^three^dimensional^virtual^environment^is^ rendered^at^706.^In^some^embodiments,^the^background^setting^may^be^rendered^ by^ the^ renderer^ 212A,^ which^ may^ be^ configured^ to^ produce^ a^ visual^ representation^of^a^three^dimensional^virtual^environment.^^

[0149] An^ entity^ to^ include^ in^ the^ three^dimensional^ virtual^ environment^ is^^ identified^at^708.^The^entity^may^be^identified^based^on^an^identifier^included^in^ the^configuration^information^received^at^704.^^

[0150] A^three^dimensional^model^for^the^entity^ is^ identified^at^710.^ In^some^ embodiments,^ the^ three^dimensional^ model^ may^ be^ included^ in^ the^ configuration^information^received^at^704.^The^three^dimensional^model^may^be^^ identified^based^on^the^entity^identifier.^^

[0151] Presentation^information^for^the^three^dimensional^virtual^environment^ is^identified^at^712.^In^some^implementations,^the^presentation^information^may^ be^included^in^the^configuration^information^received^at^704.^The^presentation^ information^may^ include,^ for^ instance,^a^characterization^of^an^ initial^ location^^ within^the^three^dimensional^virtual^environment,^an^initial^pose^for^the^three^ dimensional^model,^an^initial^action^being^performed^by^the^three^dimensional^ model,^ and / or^ any^ other^ such^ information^ for^ initially^ rendering^ the^ three^ dimensional^virtual^environment.^^

[0152] The^ three^dimensional^ model^ is^ rendered^ in^ the^ three^dimensional^^ virtual^environment^at^714^based^on^the^presentation^information.^For^instance,^ Page^33^of^94^Docket^No.^LMODP003WO^ the^three^dimensional^model^may^be^located^at^a^particular^location^within^the^ three^dimensional^virtual^environment^and^arranged^ in^a^particular^pose^while^ performing^a^particular^action,^as^discussed^with^respect^to^the^operations^710j^ and^ 712.^ The^ rendering^may^ be^ performed^ by^ the^ renderer^ 212A,^ which^ is^^ configured^to^determine^a^visual^representation^of^the^three^dimensional^virtual^ environment^based^on^the^background^setting,^one^or^more^three^dimensional^ models,^and^the^presentation^information.^Additional^details^regarding^a^method^ for^ rendering^ a^ three^dimensional^model^ are^ discussed^ with^ respect^ to^ the^ method^2400^shown^in^Figure^24.^^ ^

[0153] A^determination^is^made^at^716^as^to^whether^to^add^an^additional^entity^ to^the^three^dimensional^virtual^environment.^In^some^embodiments,^additional^ entities^may^be^added^until^all^entities^in^the^configuration^information^received^ at^ 704^ identified^ for^ initial^ presentation^ in^ the^ three^dimensional^ virtual^ environment^have^been^rendered.^^ ^

[0154] Upon^ determining^ not^ to^ add^ an^ additional^ entity^ to^ the^ three^ dimensional^virtual^environment,^the^three^dimensional^virtual^environment^ is^ updated^ at^ 718.^ According^ to^ various^ embodiments,^ the^ three^dimensional^ virtual^ environment^ may^ be^ updated^ based^ on^ a^ script^ included^ in^ the^ configuration^information^received^at^704^in^conjunction^with^user^input^received^^ at^ the^ client^machine.^Additional^details^ regarding^a^process^ for^updating^ the^ three^dimensional^virtual^environment^are^discussed^with^respect^to^the^method^ 800^shown^in^Figure^8.^

[0155] According^ to^ various^ embodiments,^ one^ or^more^ of^ the^ operations^ shown^in^Figure^7^may^be^performed^in^an^order^different^than^that^shown.^For^^ instance,^two^or^more^entities^may^be^rendered^in^parallel^by^the^renderer.^^

[0156] Figure^8^illustrates^a^method^800^of^updating^a^three^dimensional^virtual^ environment,^ performed^ in^ accordance^with^one^or^more^ embodiments.^ The^ method^800^may^be^performed^at^any^suitable^computing^system,^such^as^client^ machine^ in^ communication^with^ a^ server^ system^ configured^ to^ construct^ the^^ three^dimensional^ virtual^ environment^ based^ on^ interactions^ from^ a^ client^ machine^ and / or^ serve^ the^ three^dimensional^ virtual^ environment^ to^ a^ client^ Page^34^of^94^Docket^No.^LMODP003WO^ machine^via^ the^ Internet.^An^example^of^such^an^ecosystem^ is^discussed^with^ respect^to^Section^2.^

[0157] A^request^to^update^a^three^dimensional^virtual^environment^is^received^ at^802.^In^some^embodiments,^the^request^may^be^generated^as^discussed^with^^ respect^to^the^operation^718^shown^in^Figure^7.^

[0158] A^current^path^ language^model^embedding^ for^the^three^dimensional^ virtual^environment^ is^determined^at^804.^ In^ some^embodiments,^ the^current^ path^ language^model^ embedding^may^ describe^ a^ current^ state^ of^ the^ three^ dimensional^ virtual^environment.^ For^ instance,^ the^path^ language^embedding^^ may^include^details^such^as^the^locations,^poses,^actions,^and^histories^of^entities^ within^the^three^dimensional^virtual^environment.^Additional^details^regarding^a^ path^language^model^are^discussed^in^Section^5.^

[0159] In^some^ implementations,^the^ initial^path^ language^model^embedding^ may^simply^reflect^the^state^of^the^three^dimensional^virtual^environment^at^the^^ time^the^three^dimensional^virtual^environment^ is^ initialized.^For^ instance,^the^ initial^path^language^model^embedding^may^specify^the^initial^locations,^poses,^ and^actions^being^performed^by^the^entities^at^the^time^the^three^dimensional^ virtual^ environment^ is^ initialized.^ However,^ if^ the^ three^dimensional^ virtual^ environment^has^been^updated^after^ initialization,^ for^ instance^based^on^user^^ input,^ the^ path^ language^model^ embedding^may^ be^ updated^ to^ reflect^ the^ changes.^^

[0160] A^determination^is^made^at^806^as^to^whether^input^has^been^received.^ According^to^various^embodiments,^user^input^may^be^provided^in^any^of^various^ ways.^Examples^of^suitable^channels^for^providing^user^input^include,^but^are^not^^ limited^ to:^ text,^ emoji,^ voice,^other^ audio,^ images,^ videos,^ touch,^ and^mouse^ clicks.^For^example,^a^three^dimensional^virtual^environment^may^permit^a^user^ to^throw^a^water^balloon^at^a^moving^target.^Depending^on^the^user’s^device^and^ the^configuration^of^ the^ three^dimensional^virtual^environment,^ the^user^may^ perform^ such^ an^ action^ via^ a^ touch^ screen^ swipe,^ a^ voice^ instruction,^ a^ text^^ message,^a^button^click,^or^any^other^suitable^input^techniques.^ Page^35^of^94^Docket^No.^LMODP003WO^

[0161] Upon^determining^that^user^input^has^been^received,^a^user^input^path^ language^model^embedding^ is^determined^at^810^based^on^the^user^ input.^For^ instance,^the^user^input^may^specify^that^a^particular^entity^is^to^be^moved^in^a^ particular^direction.^Such^information^may^then^be^processed^by^the^player^208A^^ to^convert^the^information^into^a^format^consistent^with^the^configuration^of^the^ three^dimensional^virtual^environment.^^

[0162] A^determination^ is^made^ at^ 810^ as^ to^whether^ an^ event^ trigger^has^ occurred.^In^some^embodiments,^the^determination^may^be^made^by^evaluating^ the^ current^ path^ language^ model^ embedding^ and / or^ the^ user^ input^ path^^ language^model^embedding^ in^combination^with^the^script.^The^event^handler^ 210A^may^determine^whether^the^user^interaction^and / or^the^normal^operation^ of^ the^ three^dimensional^ virtual^ environment^ has^ triggered^ an^ event.^ For^ example,^the^script^may^include^an^event^that^is^triggered^if^two^different^entities^ collide.^Such^a^collision^may^be^driven^by^user^input,^or^may^occur^due^to^the^two^^ entities^ moving^ autonomously^ through^ the^ three^dimensional^ virtual^ environment.^^

[0163] Upon^ determining^ that^ an^ event^ trigger^ has^ occurred,^ an^ action^ to^ perform^based^on^the^event^trigger^is^determined^at^812.^According^to^various^ embodiments,^ the^action^may^ include^ the^performance^of^one^or^more^verbs^^ specified^by^the^script^and^defined^in^the^path^large^language^model.^^

[0164] An^updated^path^language^model^embedding^is^determined^at^814.^In^ some^ embodiments,^ the^ updated^ path^ language^ model^ embedding^ is^ determined^ by^ the^ event^ handler^ 210A^ based^ on^ the^ current^ path^ language^ model^embedding,^the^user^input^path^language^model^embedding,^and / or^one^^ or^more^actions^to^perform.^^

[0165] In^ some^ configurations,^ the^ performance^ of^ a^ verb^may^ trigger^ an^ additional^event.^For^instance,^the^script^may^specify^that^an^explosion^occurs^if^ two^different^entities^collide.^The^script^may^also^include^an^event^that^specifies^ that^a^song^is^to^be^played^if^an^explosion^occurs.^Hence,^the^collision^of^the^two^^ entities^may^ trigger^an^explosion^which^ is^ reflected^ in^an^updated^path^ large^ Page^36^of^94^Docket^No.^LMODP003WO^ language^model^embedding.^The^updated^path^large^language^model^embedding^ may^then^trigger^the^playing^of^the^song.^^

[0166] In^some^embodiments,^more^than^one^action^may^be^performed^at^812,^ for^ instance^in^a^chain^reaction^of^events.^Alternatively,^a^single^action^may^be^^ performed^ at^ 812,^ with^ subsequent^ actions^ occurring^ during^ a^ subsequent^ iteration^of^the^loop^represented^by^the^operations^804^through^818.^

[0167] The^rendering^of^the^three^dimensional^virtual^environment^is^updated^ at^816^based^on^the^updated^path^language^embedding.^In^some^embodiments,^ the^rendering^may^be^updated^by^the^renderer^212A.^For^static^objects^or^for^3D^^ rigid^ movement,^ updating^ the^ rendering^ of^ the^ three^dimensional^ virtual^ environment^may^ involve^ operations^ such^ as^ adjusting^which^ entities,^media^ elements,^ and^ other^ elements^ are^ presented^ within^ the^ three^dimensional^ virtual^environment.^For^animated^entities,^the^animation^may^be^performed^as^ discussed^with^respect^ to^ the^method^2400^shown^ in^Figure^24.^Updating^ the^^ rendering^ of^ the^ three^dimensional^ virtual^ environment^ at^ 816^may^ involve^ performing^one^or^more^of^the^operations^in^the^method^700^shown^in^Figure^7,^ such^ as^ updating^ the^ rendering^ of^ one^ or^ more^ entities^ included^ in^ the^ environment.^

[0168] A^determination^is^made^at^818^as^to^whether^to^continue^to^update^the^^ three^dimensional^ virtual^ environment.^ In^ some^ embodiments,^ the^ determination^may^be^made^at^least^in^part^based^on^user^input.^For^instance,^ the^three^dimensional^virtual^environment^may^continue^to^be^updated^as^long^ as^it^is^being^presented^on^a^display^screen^at^the^client^machine.^

[0169] Figure^ 9^ illustrates^ a^method^ 900^ for^ rendering^ an^ animated^ entity^^ within^a^three^dimensional^virtual^environment,^performed^in^accordance^with^ one^or^more^embodiments.^The^method^900^may^be^performed^at^any^suitable^ computing^system,^such^as^client^machine^in^communication^with^a^server^system^ configured^ to^ construct^ the^ three^dimensional^ virtual^ environment^ based^ on^ interactions^ from^a^client^machine^and / or^ serve^ the^ three^dimensional^virtual^^ environment^ to^ a^ client^ machine^ via^ the^ Internet.^ An^ example^ of^ such^ an^ ecosystem^is^discussed^with^respect^to^Section^2.^ Page^37^of^94^Docket^No.^LMODP003WO^

[0170] A^ request^ to^ render^ an^ entity^ within^ a^ three^dimensional^ virtual^ environment^ is^ received^ at^ 902.^ In^ some^ embodiments,^ the^ request^may^ be^ generated^as^discussed^with^respect^to^the^operation^714^shown^in^Figure^7.^As^ discussed^with^respect^to^the^operation^816^shown^ in^Figure^8,^such^a^request^^ may^also^be^generated^after^the^initial^rendering^of^the^environment.^The^request^ to^render^the^entity^may^identify^elements^such^as^the^entity^to^be^animated,^the^ verb^ that^ the^ entity^ is^ performing,^ optionally^ a^ trajectory^ in^ the^ three^ dimensional^ virtual^ environment^ along^with^ the^ entity^ is^ to^ be^moving,^ and^ optionally^one^or^more^modifiers^for^the^verb.^ ^

[0171] A^ three^dimensional^ model^ and^ an^ animation^ rig^ for^ the^ entity^ is^ identified^at^904.^In^some^embodiments,^the^three^dimensional^model^and^the^ animation^rig^may^be^ identified^by^accessing^metadata^ information^associated^ with^ the^ entity,^ which^may^ be^ included^ in^ or^ referenced^ by^ the^ script.^ For^ instance,^as^discussed^with^respect^to^Figure^2,^an^entity^may^be^associated^with^^ a^default^animation^rig^or^an^animation^rig^specific^to^an^entity^or^type^of^entity.^ The^ animation^ rig^may^ include^ independently^movable^ joints^which^may^ be^ moved^through^space^to^give^the^appearance^that^the^entity^is^animated.^^

[0172] A^ verb^ and^ corresponding^ animation^ for^ updating^ the^ entity^ are^ identified^ at^ 906.^ As^ discussed^ herein,^ a^ verb^ may^ be^ associated^ with^ an^^ animation.^The^animation^may^ identify^a^ set^of^movements^ corresponding^ to^ elements^ of^ an^ animation^ rig.^ For^ instance,^ the^ animation^ may^ identify^ trajectories^through^space^within^a^coordinate^system^for^the^joints^included^in^ an^animation^rig^in^order^to^implement^the^animation.^

[0173] One^or^more^modifiers^ for^ the^ verb^ are^optionally^ identified^ at^908.^^ Modifiers^may^include^adjectives^or^adverbs^such^as^“slowly”^that^may^affect^how^ the^animated^entity^is^rendered.^Such^modifiers^may^be^included^in^the^script^or^ may^be^determined^dynamically,^for^instance^based^on^user^input.^

[0174] The^ entity^ animation^ is^ rendered^ at^910^ based^on^ the^910.^ In^ some^ embodiments,^ rendering^ the^entity^animation^may^ involve^operations^such^as^^ moving^ the^ joints^of^ the^ three^dimensional^model^ through^space^ in^a^manner^ specified^by^ the^animation^ identified^at^904^as^optionally^modified^by^one^or^ Page^38^of^94^Docket^No.^LMODP003WO^ more^modifiers^identified^at^908.^For^instance,^the^movement^may^be^increased^ or^decreased^in^speed.^^

[0175] Figure^12,^Figure^13,^Figure^14,^and^Figure^15^illustrate^views^of^entities^ (a^ box,^ a^ book,^ a^ bookshelf,^ and^ a^ shield)^ being^ animated,^ generated^ in^^ accordance^with^one^or^more^embodiments.^According^to^various^embodiments,^ the^specific^ images^shown^ in^Figure^12^through^Figure^15^are^ included^ for^the^ purpose^of^ illustration.^An^actual^animation^of^a^three^dimensional^model^may^ involve^additional^frames^beyond^those^shown^in^Figure^12^through^Figure^15.^^

[0176] According^ to^ various^ embodiments,^ because^ the^ entities^ shown^ in^^ Figure^ 12^ through^ Figure^ 15^ correspond^ to^ objects^ traditionally^ considered^ inanimate,^they^are^not^associated^with^dedicated^animation^rigs,^and^instead^a^ default^human^animation^rig^is^applied^to^each^of^the^models.^As^shown^in^these^ figures,^applying^ the^default^animation^human^ rig^ involves^dividing^ the^ three^ dimensional^model^into^portions^corresponding^to^the^default^human^rig^scaled^^ to^ the^ region^corresponding^ to^ the^ three^dimensional^model.^ In^ this^way,^any^ object^having^a^three^dimensional^model^can^be^animated.^^

[0177] In^Figure^12,^the^three^dimensional^models^are^shown^as^walking.^For^ example,^1202A^ illustrates^a^box,^1204A^ illustrates^a^book,^1206A^ illustrates^a^ bookshelf,^and^1208A^ illustrates^a^shield.^Moving^ from^ left^ to^ right,^at^1202B,^^ 1204B,^ 1206B,^ and^ 1208B^ the^ entities^ each^move^ forward^ a^model^ portion^ corresponding^ with^ a^ human^ foot.^ At^ 1202C,^ 1204C,^ 1206C,^ and^ 1208C^ the^ entities^each^move^forward^a^model^portion^corresponding^with^the^other^foot,^ creating^the^appearance^of^walking.^

[0178] In^Figure^12,^the^three^dimensional^models^are^shown^as^walking.^For^^ example,^1202A^ illustrates^a^box,^1204A^ illustrates^a^book,^1206A^ illustrates^a^ bookshelf,^and^1208A^ illustrates^a^shield.^Moving^ from^ left^ to^ right,^at^1202B,^ 1204B,^ 1206B,^ and^ 1208B^ the^ entities^ each^move^ forward^ a^model^ portion^ corresponding^ with^ a^ human^ foot.^ At^ 1202C,^ 1204C,^ 1206C,^ and^ 1208C^ the^ entities^each^move^forward^a^model^portion^corresponding^with^the^other^foot,^^ creating^the^appearance^of^walking.^ Page^39^of^94^Docket^No.^LMODP003WO^

[0179] In^Figure^13,^the^three^dimensional^models^are^shown^as^jumping.^For^ example,^at^1302A,^1304A,^1306A,^and^1308A^the^entities^are^shown^as^being^ positioned^ near^ the^ floor,^ crouching^ to^ build^ energy^ for^ jumping.^ At^ 1302B,^ 1304B,^1306B,^and^1308B^the^entities^are^shown^as^starting^to^ leave^the^floor,^^ with^portions^of^the^models^corresponding^to^human^hands^raising^in^the^air.^At^ 1302C,^ 1304C,^ 1306C,^ and^ 1308C^ the^ entities^ are^ shown^ as^being^ positioned^ above^the^floor,^giving^the^appearance^of^jumping.^

[0180] In^Figure^14,^the^three^dimensional^models^are^shown^as^jumping.^For^ example,^at^1402A,^1404A,^1406A,^and^1408A^the^entities^are^shown^as^being^^ positioned^with^ portions^ of^ the^models^ corresponding^with^ one^ human^ foot^ forward.^At^1402B,^1404B,^1406B,^and^1408B^the^entities^are^shown^as^starting^ to^move^ the^other^ foot.^At^1402C,^1404C,^1406C,^and^1408C^ the^entities^are^ shown^ as^moving^ the^ other^ foot^ across^ the^ body,^ giving^ the^ appearance^ of^ dancing.^ ^

[0181] In^Figure^14,^ the^ three^dimensional^models^are^ shown^as^DYING.^For^ example,^at^1402A,^1404A,^1406A,^and^1408A^the^entities^are^shown^as^being^in^ a^standing^position.^At^1402B,^1404B,^1406B,^and^1408B^the^entities^are^shown^ as^starting^to^collapse.^At^1402C,^1404C,^1406C,^and^1408C^the^entities^are^shown^ as^having^collapsed,^giving^the^appearance^of^dying.^ ^

[0182] Figure^ 16^ illustrates^ an^ example^ of^ a^ three^dimensional^ virtual^ environment^1600,^generated^in^accordance^with^one^or^more^embodiments.^As^ discussed^herein,^the^three^dimensional^virtual^environment^may^be^dynamically^ configured^ based^ on^ user^ input,^ then^ presented^ at^ a^ client^machine.^ Once^ presented^at^the^client^machine,^a^user^may^provide^user^input^to^interact^with^^ the^three^dimensional^virtual^environment.^

[0183] As^ shown^ in^ Figure^ 16,^ potentially^ any^ entity^ within^ the^ three^ dimensional^virtual^environment^may^perform^potentially^any^verb^within^ the^ path^language^model.^For^example,^at^1602,^a^building^displays^an^image^of^a^cat.^ As^ another^ example,^ a^ girl^ is^ animated^ as^ dancing^ at^ 1604.^ As^ yet^ another^^ example,^a^building^is^displaying^a^video^at^1604,^which^does^not^play^until^the^ user^touches^or^clicks^on^the^video.^As^still^another^example,^a^picture^of^a^gong^ Page^40^of^94^Docket^No.^LMODP003WO^ is^configured^to^play^a^sound^when^a^triggering^condition^is^met^(e.g.,^receiving^a^ click^or^touch^by^a^user).^^ ^ ^ ^ 5.^Path^Language^ ^

[0184] Figure^17^illustrates^an^overview^method^1700^for^executing^a^path^large^ language^model,^ performed^ in^ accordance^with^ one^ or^more^ embodiments.^ According^to^various^embodiments,^the^method^1700^may^be^performed^at^any^ suitable^computing^device,^such^as^one^or^more^of^the^computing^devices^shown^ herein.^ ^

[0185] A^path^ language^ for^embedding^one^or^more^paths^ is^determined^at^ 1702.^ Additional^ details^ regarding^ the^ determination^ of^ a^ path^ language^ are^ discussed^with^respect^to^the^method^2000^shown^in^Figure^20.^

[0186] A^set^of^path^language^embeddings^corresponding^to^a^set^of^paths^are^ determined^ at^ 1704.^ Additional^ details^ regarding^ the^ determination^ of^ path^^ language^embeddings^are^discussed^with^respect^to^the^method^2100^shown^in^ Figure^21.^

[0187] Expected^loss^values^corresponding^with^the^path^language^embeddings^ are^determined^at^1706.^Additional^details^regarding^the^determination^of^the^ expected^ loss^values^are^discussed^with^respect^to^the^method^2200^shown^ in^^ Figure^22.^

[0188] A^ fine^tuned^ generative^ language^ model^ is^ determined^ at^ 1708.^ Additional^details^regarding^the^fine^tuning^of^a^generative^language^model^are^ discussed^with^respect^to^the^method^2300^shown^in^Figure^23.^

[0189] According^ to^various^embodiments,^as^discussed^herein,^a^generative^^ language^model^need^not^necessarily^be^finetuned.^Alternatively,^or^additionally,^ a^standard^generative^language^model^may^be^taught^to^employ^the^PLLM^within^ a^prompt.^For^instance,^the^prompt^may^include^a^definition^of^the^PLLM^along^ with^one^or^more^examples^of^how^to^use^the^PLLM.^

[0190] A^novel^path^embedding^ is^determined^via^ the^ fine^tuned^generative^^ language^model^ at^ 1710.^ Information^ determined^ based^ on^ the^ novel^ path^ embedding^ is^transmitted^to^the^client^machine^at^1712.^According^to^various^ Page^41^of^94^Docket^No.^LMODP003WO^ embodiments,^novel^path^embeddings^and^ information^determined^based^on^ novel^path^embeddings^may^be^determined^in^any^of^various^contexts.^^

[0191] In^some^embodiments,^a^novel^path^may^be^generated^so^as^to^identify^ a^new^path^through^an^embedded^environment,^for^instance^to^solve^a^robotics^^ problem.^As^another^example,^a^novel^path^may^be^generated^to^aid^in^the^design^ or^ alterative^of^ an^embedded^environment.^Additional^details^ regarding^ such^ applications^are^discussed^with^respect^to^the^method^2400^shown^in^Figure^24.^^

[0192] In^some^embodiments,^the^capabilities^of^an^environment^part^can^be^ dynamically^ controlled^ by^ either^ a^ human^ operator^ or^ an^ AI^ system^ during^^ different^gameplay^sessions,^task^executions,^or^iterations^of^the^environment.^ This^ adaptive^ control^ mechanism^ allows^ for^ versatile^ interactions^ and^ task^ management,^as^the^behavior^of^environment^parts^can^be^modified^based^on^ the^specific^requirements^or^conditions^of^the^run.^

[0193] In^ some^ embodiments,^ when^ a^ human^ operator^ controls^ an^^ environment^part,^they^can^directly^influence^its^capabilities^and^behavior.^Such^ control^may^potentially^ introduce^unique^and^unpredictable^elements^ into^the^ environment.^Conversely,^when^an^AI^system^controls^an^environment^part,^ it^ can^dictate^the^part’s^behavior^based^on^predefined^rules,^learned^behaviors,^or^ adaptive^algorithms.^ In^ this^way,^ the^AI^may^ act^ to^ensure^ consistent^ and / or^^ optimized^ performance,^ and / or^ act^ to^ further^ some^ other^ goal^ such^ as^ engagement.^

[0194] In^some^embodiments,^the^same^environment^part^may^be^controlled^ by^a^human^operator^in^one^run^and^an^AI^system^in^another.^This^variation^may^ facilitate^ the^ introduction^ of^ a^ range^ of^ dynamics^ and^ interactions^ into^ the^^ environment.^The^PLLM^may^account^for^and^learn^from^these^variable^control^ dynamics,^ enhancing^ its^ ability^ to^ manage^ and^ predict^ paths^ within^ the^ environment.^

[0195] In^some^implementations,^the^PLLM^may^learn^from^the^paths^of^both^ human^controlled^ and^ AI^controlled^ avatars^ within^ the^ environment.^ This^^ concurrent^learning^mechanism^may^allow^the^PLLM^to^assimilate^a^broad^range^ of^experiences^and^strategies,^enhancing^its^ability^to^predict^and^manage^paths^ within^the^environment.^ Page^42^of^94^Docket^No.^LMODP003WO^

[0196] In^some^embodiments,^the^PLLM^may^be^directed^to^learn^from^human^ controlled^ paths,^ assimilating^ the^ unique^ strategies,^ creativity,^ and^ unpredictability^that^human^players^can^introduce.^Concurrently,^the^PLLM^can^ also^learn^from^AI^controlled^paths,^assimilating^the^consistent,^optimized,^and^^ rule^based^strategies^that^AI^systems^can^introduce.^

[0197] In^some^embodiments,^the^control^of^environment^parts^by^AI^systems^ can^be^further^diversified.^For^instance,^in^some^configurations^a^single^AI^system^ may^ control^all^AI^controlled^parts.^Alternatively,^different^AI^controlled^parts^ may^be^managed^by^distinct^AI^system.^Such^variation^may^provide^for^a^range^of^^ AI^ strategies^ and^ behaviors^ to^ be^ introduced^ into^ the^ environment,^ further^ enhancing^the^diversity^of^interactions^and^paths^that^the^PLLM^can^learn^from.^

[0198] According^to^various^embodiments,^in^scenarios^where^multiple^human^ operators^and / or^multiple^AI^systems^are^involved^in^controlling^various^parts^of^ the^environment,^the^PLLM^may^manage^this^complex^and^dynamic^environment^^ effectively.^ For^ instance,^ the^ PLLM^ may^ learn^ from^ the^ broad^ range^ of^ interactions^ and^ strategies^ introduced^ by^ the^ multiple^ controllers,^ thereby^ enhancing^its^path^prediction^and^management^capabilities.^

[0199] In^ some^ embodiments,^ initializing^ the^ PLLM^ may^ involve^ an^ independent^ provision^ of^ a^ finite^ set^ of^ environment^ parts.^ Provisioning^ an^^ environment^part^may^involve^specifying^its^shape,^function,^utility,^and / or^other^ characteristics.^The^shape^of^an^environment^part^may^include^a^specification^of^ its^ physical^ or^ virtual^ form^ and^ structure,^while^ the^ function^ or^ utility^ of^ an^ environment^ part^ may^ identify^ its^ operational^ capabilities^ within^ the^ environment.^The^independent^initialization^of^environment^parts^may^allow^the^^ PLLM^to^fully^comprehend^the^embodied^environment^ in^which^ it^operates.^ In^ this^way,^the^model^may^be^configured^to^accurately^interpret^interactions^with^ a^ part^ and^ effectively^ predict^ and^ manage^ the^ avatar’s^ paths^ within^ the^ environment.^^

[0200] According^ to^ various^ embodiments,^ a^ static^ starting^ analysis^ can^ be^^ performed^as^part^of^the^initial^construction^of^the^Path^Large^Language^Model^ (PLLM).^The^ static^ starting^analysis^may^ involve^ identifying^ some^or^all^of^ the^ possible^paths^that^an^avatar^can^take^within^the^environment,^for^instance^by^ Page^43^of^94^Docket^No.^LMODP003WO^ considering^factors^such^as^the^speed^and^movement^capabilities^of^environment^ parts.^^

[0201] In^ some^ embodiments,^ the^ static^ starting^ analysis^ can^ be^ used^ to^ account^for^physical^or^virtual^constraints^within^the^environment.^For^instance,^^ some^ interactions^may^not^be^possible^ initially^due^to^the^speed^or^position^of^ certain^environment^parts.^If^two^parts^cannot^get^close^enough^within^a^certain^ timeframe,^the^paths^requiring^such^interaction^can^be^disregarded^in^the^initial^ analysis.^ Thus,^ the^ static^ starting^ analysis^ may^ provide^ a^ foundational^ understanding^ of^ the^ feasible^ paths^ within^ the^ environment.^ By^ identifying^^ feasible^paths^at^the^outset,^the^static^starting^analysis^may^allow^the^PLLM^to^ focus^on^viable^paths^ from^ the^onset,^enhancing^ the^efficiency^of^ its^ learning^ process^ and^ the^ effectiveness^ of^ its^ path^ prediction^ and^ management^ capabilities.^

[0202] In^some^embodiments,^a^novel^path^may^be^generated^so^as^to^provide^^ guidance^or^control^instructions^for^causing^an^avatar^to^navigate^an^embedded^ environment.^Additional^details^regarding^such^applications^are^discussed^with^ respect^to^the^method^2500^shown^in^Figure^25.^

[0203] According^to^various^embodiments,^the^path^large^language^model^may^ be^applied^ in^any^of^a^variety^of^ways.^For^example,^ in^an^educational^setting,^^ personalized^feedback^and^suggestions^may^be^provided^to^users^for^improving^ their^ understanding^ of^ complex^ topics^ or^ skills.^ As^ another^ example,^ in^ a^ commercial^ setting,^ customized^ shopping^ experiences^ may^ be^ created^ by^ learning^ customer^ preferences^ through^ interaction^ history^ and^ suggesting^ products^or^services^accordingly.^As^yet^another^example,^in^a^virtual^reality^(VR)^^ and / or^ augmented^ reality^ (AR)^ application,^ user^ engagement^ and^ interaction^ may^ be^ enhanced^ via^ application^ of^ the^ path^ language^ in^ a^ simulated^ environment.^ As^ still^ another^ example,^ multi^avatar^ collaboration^ may^ be^ supported^by^allowing^multiple^avatars^to^work^in^unison^by^learning^from^each^ other’s^interaction^paths,^thus^improving^overall^system^performance.^ ^

[0204] Figure^ 18^ illustrates^ a^ path^ large^ language^model^ ecosystem^ 1800,^ configured^ in^ accordance^ with^ one^ or^ more^ embodiments.^ The^ path^ large^ language^ model^ ecosystem^ 1800^ is^ an^ alternative^ configuration^ and / or^ Page^44^of^94^Docket^No.^LMODP003WO^ alternative^view^of^the^path^large^language^model^ecosystem^200^shown^in^Figure^ 2.^The^path^large^language^model^ecosystem^1800^includes^a^path^large^language^ model^system^1802^in^communication^with^a^large^language^model^1804^and^a^ client^ machine^ 1806^ via^ a^ communication^ interface^ 1814.^ The^ path^ large^^ language^ model^ system^ 1802^ may^ also^ be^ in^ communication^ with^ an^ environment^engine^1808,^which^may^in^turn^communicate^with^a^client^machine^ 1810^via^the^communication^interface^1814.^^

[0205] According^to^various^embodiments,^the^environment^engine^1808^may^ provide^an^embedded^environment^to^the^client^machine^1810.^For^instance,^the^^ environment^ engine^ 1808^ may^ provide^ an^ environment^ such^ as^ a^ game,^ a^ metaverse,^or^another^simulated^system.^Alternatively,^the^environment^engine^ 1808^may^correspond^to^a^physical^environment^as^sensed^by^a^robot.^

[0206] According^to^various^embodiments,^the^large^language^model^1804^may^ be^any^suitable^ large^ language^model.^For^example,^the^ large^ language^model^^ 1804^may^be^Google^Bard,^ChatGPT,^or^another^such^model.^

[0207] In^ some^ embodiments,^ the^ large^ language^ model^ 1804^ may^ be^ multimodal.^A^multimodal^model^ supports^ input^of^more^ than^one^ type.^ For^ example,^a^multimodal^model^may^support^input^via^a^combination^of^video^and^ text.^ ^

[0208] The^ path^ large^ language^model^ system^ 1802^ includes^ a^ path^ large^ language^model^1806.^In^some^implementations,^the^path^large^language^model^ 1806^may^be^trained^via^fine^tuning^as^discussed^with^respect^to^Figure^19^and^ Figure^23.^^

[0209] The^ path^ large^ language^ model^ system^ 1802^ also^ includes^ a^ path^^ language^definition^1812.^ In^some^embodiments,^the^path^ language^definition^ 1812^may^be^determined^as^discussed^with^respect^to^the^method^2000^shown^ in^Figure^20.^

[0210] The^ path^ large^ language^ model^ system^ 1802^ also^ includes^ a^ path^ generator^1810^configured^ to^generate^path^embeddings,^which^may^ then^be^^ stored^ in^ the^path^embedding^database^1814.^ The^path^ generator^1810^may^ generate^path^embeddings^as^discussed^with^respect^to^the^method^2100^shown^ in^Figure^21.^ Page^45^of^94^Docket^No.^LMODP003WO^

[0211] Figure^19^illustrates^a^flow^diagram^of^a^process^flow^1900,^performed^ in^accordance^with^one^or^more^embodiments.^In^the^process^flow^1900,^a^path^ LLM^is^determined^by^a^fine^tuning^process^that^is^based^on^one^or^more^paths.^ The^paths^1908^are^used^to^generate^training^data^to^fine^tune^the^path^LLM^at^^ 1904.^The^paths^1908^are^also^used^to^determine^a^loss^function^by^computing^ Feynman^path^integrals^over^path^level^loss^functions^at^1910.^The^loss^function^ is^used^to^determine^error^values^from^the^output^of^the^path^LLM^during^the^ fine^tuning^at^1904.^The^fine^tuning^yields^an^updated^path^LLM^at^1906.^^

[0212] In^ some^embodiments,^ the^ loss^ function^may^ simply^ reflect^ the^path^^ probabilities.^ That^ is,^ the^ path^ large^ language^model^ may^ be^ penalized^ for^ producing^paths^of^low^probabilities.^Alternatively,^the^path^probabilities^may^be^ used^ as^ an^ input^ for^ a^ more^ complex^ loss^ function.^ For^ instance,^ path^ probabilities^may^be^weighted^based^on^user^engagement.^In^this^way,^the^large^ language^model^may^be^tuned^to^generate^paths^having^higher^probability^ for^^ higher^engagement^rather^than^paths^that^have^the^overall^highest^probability.^

[0213] In^particular^embodiments,^different^versions^of^a^path^language^model^ may^be^tuned^using^different^loss^functions^to^accomplish^different^purposes.^For^ example,^in^the^robotics^space,^the^loss^function^may^prioritize^the^path^having^ the^highest^chance^of^achieving^a^goal,^subject^to^the^constraint^of^not^injuring^a^^ person^or^damaging^the^robot.^As^another^example,^in^the^gaming^space,^the^loss^ function^may^prioritize^user^engagement,^user^retention,^or^some^combination^ thereof.^User^engagement^may^be^defined^as,^for^instance,^an^amount^of^time^a^ user^spends^in^an^environment.^User^retention^may^be^defined^as,^for^instance,^ a^number^of^times^a^user^enters^an^environment.^^ ^

[0214] In^some^embodiments,^the^path^LLM^1918^may^be^fine^tuned^by^using^ a^ low^rank^ adaptation^ (LoRA)^ process.^ Additional^ details^ regarding^ path^ LLM^ tuning^are^discussed^with^respect^to^the^method^2300^shown^in^Figure^23.^

[0215] According^ to^ various^ embodiments,^ the^ path^ LLM^ 1918^ may^ be^ iteratively^tuned^periodically,^for^instance^when^a^sufficient^amount^of^new^path^^ data^is^received.^In^this^way,^the^path^language^is^dynamic^and^evolves^over^time^ through^ continuous^ learning^ from^ new^ paths^ taken^ by^ the^ avatar.^ As^ new^ interactions^ occur,^ the^ PLLM^ also^ updates^ and^ refines^ the^ path^ language,^ Page^46^of^94^Docket^No.^LMODP003WO^ incorporating^ the^ learned^ information^ to^ improve^ its^ decision^making^ capabilities.^Additional^details^regarding^path^language^refinement^are^discussed^ with^respect^to^the^method^2000^shown^in^Figure^20.^

[0216] According^to^various^embodiments,^this^adaptability^enables^the^PLLM^^ to^ continuously^ optimize^ the^ avatar's^ interactions^ within^ the^ environment,^ ensuring^ the^avatar’s^actions^align^ increasingly^with^ the^desired^objectives.^ In^ case^the^avatar^ is^also^controlled^by^a^human,^then^PLLM^can^help^to^provide^ highly^effective^inputs^and^conversations.^

[0217] After^the^PLLM^has^been^trained,^then^it^may^be^used^for^inference^at^^ 1914.^During^the^inference^phase,^a^prompt^is^provided^at^1916.^The^prompt^is^ pre^processed^via^the^PLLM^and^then^provided^to^the^foundational^LLM^at^1918.^ The^foundational^LLM^1918^then^produces^the^answer^1920.^

[0218] Figure^20^ illustrates^a^method^2000^of^determining^a^path^ language,^ performed^in^accordance^with^one^or^more^embodiments.^According^to^various^^ embodiments,^the^method^2000^may^be^performed^at^any^suitable^computing^ device,^such^as^one^or^more^of^the^computing^device^shown^herein.^

[0219] A^request^to^determine^or^update^a^path^language^is^received^at^2002.^ In^ some^ embodiments,^ the^ request^may^ identify^ an^ existing^ path^ language.^ Alternatively,^an^entirely^new^path^language^may^be^created.^The^request^may^^ be^received^at^a^system^such^as^the^system^1802^shown^in^Figure^18.^^

[0220] A^ grammar^ for^ the^ path^ language^ is^ identified^ at^ 2004.^ In^ some^ embodiments,^the^grammar^may^be^specified^based^on^user^input.^Alternatively,^ or^additionally,^one^or^more^configuration^parameters^may^be^consulted.^The^ grammar^may^identify^relationships^between^various^parts^of^speech,^and^may^^ be^used^to^form^sentences^based^on^these^parts^of^speech.^The^grammar^may^ identify^some^number^of^different^sentence^types.^^

[0221] For^example,^one^ sentence^ type^may^be^of^ the^ form^ “AVATAR^VERB^ NOUN^[OPTIONAL^ADVERB]”^and^corresponds^to^interactions^between^an^avatar^ and^ other^ elements^ of^ an^ embedded^ environment.^ In^ this^ example,^ NOUN^^ corresponds^to^a^part^of^the^environment,^while^VERB^corresponds^to^the^action.^ AVATAR^identifies^that^avatar^and^OPTIONAL^ADVERB^corresponds^to^an^optional^ modifier^such^as^a^time^period^over^which^the^action^occurs.^^ Page^47^of^94^Docket^No.^LMODP003WO^

[0222] As^ another^ example,^ another^ sentence^ type^ may^ be^ of^ the^ form^ “AVATAR^ VERB^ NOUN^ [OPTIONAL^ ADVERB]”^ and^ correspond^ to^ a^ control^ instruction^issued^by^a^human^or^autonomous^control^process.^In^this^example,^ NOUN^corresponds^to^the^part^of^the^environment^at^which^the^avatar^is^located,^^ VERB^ identifies^ the^ control^ instruction,^ and^ OPTIONAL^ ADVERB^ identifies^ a^ modifier^such^as^a^time^period^over^which^the^control^instruction^was^issued.^

[0223] As^yet^another^example,^one^sentence^type^may^be^of^the^form^“NOUN1^ VERB^NOUN2^[OPTIONAL^ADVERB]”^and^corresponds^to^interactions^between^an^ elements^of^an^embedded^environment^and^other^elements^of^an^embedded^^ environment.^ In^this^example,^NOUN1^and^NOUN2^correspond^to^parts^of^the^ environment,^ while^ VERB^ corresponds^ to^ the^ action.^ OPTIONAL^ ADVERB^ corresponds^to^an^optional^modifier^such^as^a^time^period^over^which^the^action^ occurs.^^

[0224] As^ another^ example,^ another^ sentence^ type^ may^ be^ of^ the^ form^^ “AVATAR^SAID^SENTENCE”^and^correspond^to^a^text^communication^issued^by^a^ human^or^autonomous^control^process.^In^this^example,^SENTENCE^can^refer^to^ parts^of^the^environment.^The^foundational^LLM^makes^it^possible^for^PLLM^to^ understand^ these^ sentences^ even^ if^ they^ are^ general^ conversation^ (e.g.,^ a^ person’s^thoughts^regarding^the^AVATAR’s^movement).^ ^

[0225] One^or^more^environment^parts^are^ identified^at^2006.^According^ to^ various^ embodiments,^ an^ environment^ part^may^ correspond^ to^ any^ element^ within^one^or^more^embedded^environments.^For^example,^an^environment^part^ may^correspond^to^a^platform,^a^door,^a^table,^a^two^dimensional^plane,^a^three^ dimensional^region,^a^volume^of^liquid,^a^hazard,^a^ceiling,^a^wall,^a^room,^or^any^^ other^element^that^may^be^represented^within^an^embedded^environment.^^

[0226] In^ some^ embodiments,^ an^ environment^ part^ may^ be^ identified^ by^ analyzing^environment^specification^and / or^event^information.^For^example,^an^ environment^may^ include^an^object^ library^that^uniquely^ identifies^the^objects^ within^the^environment.^As^another^example,^an^environment^may^emit^events^^ while^ the^environment^ is^being^executed.^An^event^may^ identify^one^or^more^ elements^within^the^environment^that^are^related^to^the^event.^Alternatively,^an^ environment^part^may^be^identified^based^on^user^input.^^ Page^48^of^94^Docket^No.^LMODP003WO^

[0227] One^or^more^unique^ identifiers^ corresponding^with^ the^environment^ parts^are^ identified^at^2008.^According^ to^ various^embodiments,^any^ suitable^ technique^may^be^used^to^create^a^unique^identifier^for^an^environment^part.^As^ one^example,^the^name^of^an^environment^in^which^the^environment^part^occurs^^ may^be^combined^with^a^name^corresponding^to^the^environment^part^type^and,^ optionally,^a^unique^number.^For^instance,^a^room^in^a^metaverse^environment^ may^be^uniquely^identified^as^“METAVERSE^ROOM^152”.^

[0228] One^or^more^environment^actions^are^identified^at^2010.^One^or^more^ avatar^ control^ instructions^are^ identified^at^2012.^One^or^more^modifiers^are^^ identified^at^2014.^According^to^various^embodiments,^the^environment^actions,^ embedded^avatar^control^ instructions,^and / or^modifiers^may^be^ identified^ in^a^ manner^similar^to^that^of^the^identification^of^environment^parts^at^2006.^^

[0229] Path^language^information^is^stored^at^2016.^In^some^embodiments,^the^ path^ language^ information^may^be^stored^at^ the^system^202^so^ that^ the^path^^ language^may^be^used^to^determine^and^decode^path^language^embeddings.^

[0230] Figure^21^illustrates^a^method^2100^of^determining^a^path^embedding^ for^one^or^more^paths,^performed^in^accordance^with^one^or^more^embodiments.^ According^to^various^embodiments,^the^method^2100^may^be^performed^at^any^ suitable^computing^device,^such^as^one^or^more^of^the^computing^device^shown^^ herein.^

[0231] A^request^to^determine^path^language^embeddings^for^a^set^of^paths^is^ determined^at^2102.^According^ to^various^embodiments,^ the^ request^may^be^ received^ in^any^of^variety^of^contexts.^Such^contexts^may^ include,^but^are^not^ limited^ to:^ tuning^ a^ large^ language^ model,^ developing^ a^ new^ embedded^^ environment,^changing^an^existing^embedded^environment,^determining^a^novel^ path^ for^ navigating^ an^ embedded^ environment,^ and^ providing^ guidance^ for^ navigating^an^embedded^environment.^

[0232] A^ path^ is^ selected^ for^ analysis^ at^ 2104.^ According^ to^ various^ embodiments,^paths^may^be^selected^ in^any^suitable^order,^ in^sequence^or^ in^^ parallel.^ In^ some^ embodiments,^ a^ path^may^ be^ specified^ via^ event^ data.^ For^ instance,^ an^ embedded^ environment^may^emit^ events^ characterizing^ actions,^ parts,^and^other^aspects^of^the^embedded^environment.^^ Page^49^of^94^Docket^No.^LMODP003WO^

[0233] In^ some^ embodiments,^ a^ path^may^be^ specified^ via^ image^ data.^ For^ instance,^video^or^ still^ images^of^an^avatar^or^other^aspects^of^an^embedded^ environment^may^ be^ recorded^ and^ then^ analyzed^ to^ determine^ information^ related^to^actions.^ ^

[0234] An^ action^ in^ the^ selected^ path^ is^ selected^ at^ 2106.^ In^ some^ embodiments,^actions^may^be^selected^sequentially.^Alternatively,^actions^may^ be^selected^in^a^different^order.^For^instance,^portions^of^the^selected^path^may^ be^analyzed^in^parallel.^Depending^on^the^application,^an^action^may^correspond^ with^ a^ period^ of^ time,^ one^or^more^ events^ reflected^ in^ event^ data,^ or^ some^^ combination^thereof.^

[0235] A^ noun^ associated^with^ the^ action^ is^ determined^ at^ 2108.^ In^ some^ embodiments,^the^noun^may^correspond^to^a^part^within^the^environment.^For^ instance,^the^noun^may^correspond^to^a^wall,^a^platform,^a^region^of^water,^or^ some^ other^ such^ virtual^ object.^ Alternatively,^ a^ noun^may^ correspond^ to^ an^^ avatar^or^an^embedded^avatar.^^

[0236] A^ verb^ associated^ with^ the^ action^ is^ determined^ at^ 2110.^ In^ some^ embodiments,^the^verb^may^correspond^to^an^interaction^between^an^avatar^and^ some^part^or^parts^in^the^environment.^Alternatively,^the^verb^may^correspond^ to^an^ instruction^causing^the^avatar^to^perform^an^action,^such^as^movement,^^ within^the^embedded^environment.^

[0237] A^modifier^ and / or^ emotion^ associated^ with^ the^ action^ is^ optionally^ determined^at^2112.^ In^some^embodiments,^ the^modifier^may^be^any^adverb,^ adjective,^ or^ other^ such^ part^ of^ speech^ that^ provides^ contextual^ information^ about^a^verb^performed^by^or^with^respect^to^a^noun.^For^instance,^the^modifier^^ may^be^a^length^of^time^that^the^action^was^performed.^

[0238] In^ some^ embodiments,^ a^ modifier^ and / or^ emotion^ may^ include^ a^ modifier^as^reflected^by^an^emoji.^For^instance,^a^verb^associated^with^movement^ may^ be^ modified^ by^ an^ emoji^ representing^ an^ emotion^ such^ as^ sadness,^ happiness,^or^anger.^ ^

[0239] A^sentence^ for^the^action^ is^determined^based^at^ least^ in^part^on^the^ noun^and^ the^verb.^ In^ some^embodiments,^ the^ sentence^may^be^determined^ based^on^a^grammar^associated^with^the^path^language.^For^example,^the^path^ Page^50^of^94^Docket^No.^LMODP003WO^ language^may^ include^ one^ type^ of^ sentence^ describing^ interactions^ between^ parts^of^ the^environment^and^ the^avatar.^Such^sentences^may^ include^a^noun^ characterizing^ the^part^of^ the^environment^ interacting^with^ the^avatar,^a^verb^ characterizing^the^nature^of^the^interaction,^and^an^optional^modifier^specifying^^ the^length^of^the^interaction.^An^example^of^a^sentence^generated^in^accordance^ with^this^sentence^type^may^be:^“The^avatar^was^hit^by^the^spike^S^2902^for^two^ seconds.”^ In^ this^example,^“the^spike^S^2902”^ is^ the^noun,^“was^hit^by”^ is^ the^ verb”,^and^“for^two^seconds”^is^the^modifier.^

[0240] As^another^example,^ the^path^ language^may^ include^another^ type^of^^ sentence^describing^a^control^interaction^associated^with^the^embedded^avatar.^ The^control^ interaction^may^be^based^on^an^ instruction^determined^at^ least^ in^ part^based^on^user^ input.^Alternatively,^or^additionally,^the^control^ interaction^ may^ be^ based^ on^ an^ instruction^ determined^ at^ least^ in^ part^ based^ on^ an^ autonomous^control^process^or^some^other^machine^based^control^technique.^^ Such^a^sentence^may^include^a^noun^identifying^the^avatar,^a^verb^characterizing^ the^control^interaction,^and^optionally^a^modifier^characterizing^the^length^of^the^ control^ action.^An^ example^ of^ a^ sentence^ generated^ in^ accordance^with^ this^ sentence^type^may^be:^“The^avatar^moved^forward^from^platform^3123^for^10^ seconds.”^In^this^example,^the^noun^is^“platform^3123”,^“moved^forward”^is^the^^ verb,^and^“for^10^seconds”^is^the^modifier.^

[0241] As^still^another^example,^the^path^language^may^include^another^type^ of^ sentence^describing^ input^by^or^ to^ a^human^ (e.g.,^ a^human^ controlling^ an^ avatar)^or^other^controller^of^the^system^as^a^specific^time.^Such^inputs^may^be^ provided^via^a^chat^environment^where^the^player^is^in^conversation^with^other^^ parts^ in^the^same^embodiment.^For^example,^ in^a^game^environment,^after^an^ avatar^captures^20^coins^in^a^row,^a^non^playing^character^in^the^scene^may^say:^ “You^ nailed^ 20^ coins^ in^ a^ row.^ This^ is^ rare.”^ As^ another^ example,^ an^ avatar^ controller^may^be^provided^with^a^hint^at^a^particular^time.^As^the^result^of^such^ communication,^a^player’s^engagement^and / or^success^may^increase.^ ^

[0242] According^ to^ various^embodiments,^a^ structured^grammar^allows^ for^ precise^ and^ detailed^ representation^ of^ the^ avatar's^ interactions,^ facilitating^ effective^analysis^and^decision^making.^The^examples^discussed^above^may^be^ Page^51^of^94^Docket^No.^LMODP003WO^ expanded^ to^ support^ more^ complex^ grammars.^ For^ example,^ an^ optional^ adjective^can^be^used^to^identify^the^capabilities^of^the^specific^avatar.^As^another^ example,^a^sentence^may^support^more^than^one^noun,^avatar,^and / or^modifier.^ As^yet^another^example,^a^sentence^may^include^more^complex^structures,^such^^ as^objects^or^subordinate^clauses.^For^ instance,^as^discussed^above,^sentences^ describing^ actions^ can^ be^ combined^ with^ non^structured^ chat^ between^ and^ among^the^avatar,^an^avatar^controller,^and^the^environment^parts.^

[0243] A^determination^is^made^at^2116^as^to^whether^to^select^an^additional^ action.^ In^some^embodiments,^additional^actions^may^continue^to^be^selected^^ until^ the^ end^ of^ the^ path^ is^ reached.^ Alternatively,^ a^ different^ terminating^ condition^may^be^used.^

[0244] If^it^is^determined^not^to^select^an^additional^action,^then^at^2118^a^path^ language^embedding^is^determined^based^on^the^one^or^more^sentences.^In^some^ embodiments,^ the^ path^ language^ embedding^ may^ include^ the^ sentences^^ determined^at^2114,^concatenated^into^a^body^of^text.^^

[0245] A^determination^is^made^at^2120^as^to^whether^to^select^an^additional^ path^ for^analysis.^ In^some^embodiments,^additional^paths^may^continue^to^be^ selected^until^all^paths^have^been^analyzed.^Alternatively,^a^different^terminating^ condition^may^be^used.^ ^

[0246] If^it^is^determined^not^to^select^an^additional^path^for^analysis,^then^at^ 2122^the^path^language^embeddings^are^stored.^The^path^language^embeddings^ may^ be^ stored^ on^ any^ suitable^ storage^ device^ for^ use^ in^ any^ of^ a^ variety^ of^ applications^as^discussed^herein.^For^ instance,^ the^path^ language^embeddings^ may^be^stored^in^a^database.^^ ^

[0247] In^ particular^ embodiments,^ any^ or^ all^ of^ a^ variety^ of^ additional^ information^may^be^stored^in^conjunction^with^the^path^language^embeddings.^ For^example,^the^database^may^store^whether^a^given^path^was^successful^or^not.^ As^another^example,^the^database^may^store^a^score^value^or^other^such^indicator^ of^performance.^As^yet^another^example,^the^database^may^store^an^indication^^ of^user^engagement,^such^as^the^length^of^time^spent^in^the^environment.^As^still^ another^example,^the^database^may^store^an^indication^of^user^retention,^such^ as^ the^ number^ of^ times^ a^ user^ returned^ to^ the^ environment.^ Such^ types^ of^ Page^52^of^94^Docket^No.^LMODP003WO^ information^may^be^used,^for^instance,^to^inform^a^loss^function^as^discussed^with^ respect^to^Figures^4^and^20.^

[0248] Figure^22^illustrates^a^method^2200^of^determining^expected^loss^values^ for^one^or^more^paths,^performed^in^accordance^with^one^or^more^embodiments.^^ According^to^various^embodiments,^the^method^2200^may^be^performed^at^any^ suitable^computing^device,^such^as^one^or^more^of^the^computing^device^shown^ herein.^

[0249] A^ request^ to^determine^path^probabilities^ for^a^ set^of^path^ language^ embeddings^ is^ determined^ at^ 2202.^ According^ to^ various^ embodiments,^ the^^ request^may^be^received^when^a^large^language^model^is^initially^tuned^for^the^ purpose^of^analyzing^observed^path^language^embeddings^and^generating^novel^ path^language^embeddings.^Alternatively,^or^additionally,^an^existing^set^of^path^ probabilities^may^be^updated^based^on^newly^observed^paths.^

[0250] A^ loss^ function^ is^ determined^ at^ 2203.^ According^ to^ various^^ embodiments,^the^particular^formulation^of^the^loss^function^may^depend^on^the^ use^ case.^ For^ example,^ a^ loss^ function^may^ be^ formulated^ so^ as^ to^ penalize^ disengagement,^ non^retention,^ low^probability^ paths,^ failed^ paths,^ or^ some^ combination^thereof.^

[0251] Path^loss^values^corresponding^with^the^path^language^embeddings^are^^ determined^ at^ 2204.^ In^ some^ embodiments,^ the^ path^ loss^ values^ may^ be^ determined^by^computing^a^Feynman^Path^Integral^of^the^loss^function^over^the^ paths.^For^example,^consider^the^following^equation^from^quantum^mechanics:^In^this^equation,^Z^is^the^partition^function,^or^the^“sum^over^all^histories”,^that^is^^ used^to^calculate^observable^quantities.^The^integral^ю^D[x]^represents^an^integral^ over^all^possible^paths^x(t)^that^the^system^can^take.^S[x]^is^the^action,^which^is^ an^integral^over^time^from^the^initial^to^the^final^state^of^the^Lagrangian^of^the^ system,^L(x,^dx / dt),^where^x^is^the^position^and^dx / dt^is^the^velocity.^That^is,^S[x]^ =^ ю_t1^t2^ L(x(t),^ dx(t) / dt)^ dt.^ Then,^ Ŝ^ is^ the^ reduced^ Planck’s^ constant.^ The^^ exponential^term,^exp(iS[x] / Ŝ),^provides^a^weight^for^each^path,^which^is^complex^ and^depends^on^the^action^S[x].^ Page^53^of^94^Docket^No.^LMODP003WO^

[0252] In^ statistical^mechanics,^Feynman’s^path^ integral^ formulation^ takes^a^ form^that^is^very^similar^to^the^original^quantum^mechanical^version,^but^with^a^ significant^difference:^the^factor^of^i^(the^imaginary^unit)^in^the^action's^exponent^ is^ replaced^ with^ ^1,^ changing^ the^ nature^ of^ the^ integral^ from^ a^ quantum^^ superposition^ to^ a^ statistical^ sum.^ The^ Feynman^ path^ integral^ in^ statistical^ mechanics^ can^ then^be^used^ to^ calculate^a^partition^ function,^ for^ instance^ to^ compute^a^statistical^average.^The^partition^function^Z^in^statistical^mechanics^is^ given^by:^ ିௌ^௫^^ൌ ^ ^^^^^^்^ In^this^formulation,^S[x]^is^again^the^action^associated^with^the^path^x,^while^k^is^ Boltzmann's^constant,^T^is^the^temperature,^and^D[x]^represents^an^integral^over^ all^possible^paths.^

[0253] In^ some^embodiments,^ in^ the^ context^of^ a^PLLM,^ the^ Feynman^path^ integral^(or^its^statistical^mechanics^variant)^may^be^used^to^calculate^a^sum^over^^ all^paths^(plays),^where^each^path^is^weighted^by^the^exponential^of^the^negative^ of^ its^ “action”^ or^ loss^ function.^ For^ instance,^ consider^ the^ example^ of^ a^ loss^ function^ defined^ based^ on^ total^ churn^ rate.^ In^ this^ case,^ the^ Feynman^ path^ integral^ itself^would^provide^a^measure^of^the^total^churn^over^all^paths^ in^the^ game,^taking^into^account^the^probability^of^each^path.^ ^

[0254] As^ an^ illustrative^ example,^ let^ P(p)^ denote^ the^ probability^ of^ path^ p^ which^can^be^estimated^from^the^play^data^and^let^S(p)^denote^the^“action”^of^ path,^which^ is^the^loss^function^(i.e.,^the^total^churn^rate^over^the^path,^ in^this^ example).^Then,^ the^Feynman^path^ integral^approximation^ in^ this^context^and^ using^established^computational^methods^like^Monte^Carlo^would^take^a^discrete^^ form^as^following:^In^this^equation,^the^sum^over^p^is^over^all^possible^(e.g.,^all^observed)^paths.^The^ integral^effectively^gives^a^measure^of^the^total^loss^(e.g.,^“churn”)^over^all^paths^ in^the^game,^taking^into^account^both^the^probability^of^each^path^and^its^loss.^In^^ the^context^of^reinforcement^learning,^the^system^may^seek^to^identify^a^move^ that^reduces^or^minimizes^this^integral^by^finding^a^move^that^leads^to^paths^with^ a^high^probability^and^ low^ loss.^That^ is,^at^each^step^the^system^may^choose^a^ Page^54^of^94^Docket^No.^LMODP003WO^ move^ that^minimizes^ (or^approximately^minimizes)^ the^Feynman^path^ integral^ over^possible^paths^between^the^next^(e.g.,^recommend)^part^position^and^the^ goal.^

[0255] A^set^of^subpath^start^points^are^identified^at^2206.^According^to^various^^ embodiments,^ a^ subpath^ start^point^may^be^ a^part^ associated^with^ the^path^ language^model.^The^subpath^start^points^ for^an^embedded^environment^may^ thus^ include^ some^ or^ all^ of^ the^ parts^ associated^ with^ that^ embedded^ environment.^^

[0256] In^ some^ embodiments,^ subpath^ start^ points^ may^ be^ identified^ by^^ determining^ environment^ parts^ that^ are^ particularly^ significant.^ For^ example,^ subpath^start^points^in^a^game^may^include^key^locations^(e.g.,^the^beginning^or^ end^of^a^level^or^stage),^key^rewards^(e.g.,^coins),^and / or^key^hazards^(e.g.,^spike^ traps).^ As^ another^ example,^ subpath^ start^ points^ in^ a^ robotics^ context^may^ include^key^locations^in^a^physical^environment.^As^yet^another^example,^subpath^^ start^points^in^a^metaverse^context^may^include^key^virtual^locations^within^the^ metaverse.^

[0257] In^ some^ embodiments,^ one^ or^ more^ subpath^ start^ points^ may^ be^ identified^ based^ on^ user^ input.^ Alternatively,^ or^ additionally,^ one^ or^ more^ subpath^ start^ points^ may^ be^ identified^ by^ analyzing^ the^ path^ language^^ embeddings.^For^instance,^environment^parts^that^seem^to^form^key^branching^ points^in^the^path^language^embeddings^may^be^selected^as^subpath^start^points.^

[0258] A^ subpath^ start^ point^ is^ selected^ for^ analysis^ at^ 2208.^ According^ to^ various^ embodiments,^ subpath^ start^ points^may^ be^ analyzed^ in^ any^ suitable^ order,^in^sequence^or^in^parallel.^ ^

[0259] A^ set^of^ subpath^end^points^ for^ the^ selected^ subpath^ start^point^are^ identified^at^2210.^According^to^various^embodiments,^the^subpath^end^points^ may^be^identified^in^a^manner^similar^to^the^identification^of^the^subpath^start^ points.^Additionally,^subpath^end^points^may^be^restricted^based^on^the^observed^ path^embeddings.^For^example,^if^the^only^paths^from^a^subpath^start^point^A^to^^ a^prospective^subpath^end^point^B^traverse^at^least^one^other^subpath^start^point^ in^between^points^A^and^B,^then^the^prospective^subpath^end^point^B^may^be^ rejected^as^a^subpath^end^point.^ Page^55^of^94^Docket^No.^LMODP003WO^

[0260] A^ subpath^ end^ point^ is^ selected^ for^ analysis^ at^ 2212.^ According^ to^ various^embodiments,^subpath^end^points^may^be^analyzed^in^any^suitable^order,^ in^sequence^or^in^parallel.^

[0261] A^set^of^path^language^subpath^embeddings^between^the^select^subpath^^ start^point^and^end^point^are^determined^at^2214.^ In^some^embodiments,^the^ path^ language^subpath^embeddings^may^be^determined^by^analyzing^the^path^ language^ embeddings^ identified^ in^ the^ request^ received^ at^ 2202^ to^ identify^ portions^of^the^path^language^embeddings^that^start^at^the^selected^subpath^start^ point^and^end^at^the^selected^subpath^end^point.^ ^

[0262] Subpath^ loss^ values^ corresponding^ with^ the^ path^ language^ subpath^ embeddings^are^determined^at^2216.^According^ to^various^embodiments,^ the^ subpath^ loss^ values^may^be^determined^ in^ a^manner^ similar^ to^ the^path^ loss^ values,^as^discussed^with^respect^to^operation^2204.^

[0263] A^determination^is^made^at^2218^as^to^whether^to^select^an^additional^^ end^point^for^analysis.^If^it^is^determined^not^to^select^an^additional^end^point^for^ analysis,^ then^ a^ determination^ is^made^ at^ 2220^ as^ to^ whether^ to^ select^ an^ additional^start^point^for^analysis.^According^to^various^embodiments,^additional^ start^ points^ and^ end^ points^ may^ continue^ to^ be^ selected^ until^ all^ suitable^ combinations^identified^have^been^analyzed.^ ^

[0264] If^ it^ is^determined^not^ to^select^an^additional^start^point^ for^analysis,^ then^ at^ 2222^ the^ determined^ path^ probabilities^ are^ stored.^ In^ some^ embodiments,^not^ all^path^probabilities^ and / or^ subpath^probabilities^may^be^ stored^or^even^ computed.^For^example,^ to^ reduce^ computational^ complexity,^ statistically^ insignificant^ or^ highly^ improbable^paths^may^be^pruned,^ focusing^^ computational^resources^on^the^most^relevant^and^informative^interactions.^

[0265] In^some^embodiments,^to^ensure^scalability^and^efficiency^ in^complex^ environments,^ one^ or^ more^ optimization^ algorithms^ may^ be^ employed^ to^ streamline^the^calculation^of^path^probabilities.^For^example,^parallel^processing^ techniques^may^be^used^ to^analyze^multiple^paths^ simultaneously,^enhancing^^ computational^efficiency.^^

[0266] In^ some^ embodiments,^ the^ operations^ shown^ in^ Figure^ 22^may^ be^ performed^ in^ an^ order^ different^ from^ that^ shown.^ For^ example,^ subpath^ Page^56^of^94^Docket^No.^LMODP003WO^ probabilities^may^be^computed^ first^and^then^used^to^aid^ in^the^calculation^of^ parent^probabilities.^

[0267] Figure^ 23^ illustrates^ a^ method^ 2300^ of^ tuning^ a^ language^ model,^ performed^in^accordance^with^one^or^more^embodiments.^According^to^various^^ embodiments,^the^method^2300^may^be^performed^at^any^suitable^computing^ device,^such^as^one^or^more^of^the^computing^device^shown^herein.^

[0268] A^ request^ to^ tune^ a^ large^ language^model^ based^ on^ a^ set^ of^ path^ embeddings^and^path^probabilities^is^received^at^2302.^In^some^embodiments,^ the^ large^ language^ model^ may^ be^ initially^ tuned^ based^ on^ a^ set^ of^ path^^ embeddings,^ and^ then^ may^ be^ periodically^ re^tuned^ as^ additional^ path^ embeddings^are^received.^In^particular^embodiments,^the^tuning^may^involve^a^ low^rank^adaptation^procedure.^

[0269] A^ set^ of^ initial^ parameter^ weights^ is^ determined^ at^ 2304.^ In^ some^ embodiments,^ the^ parameter^ weights^ may^ be^ initialized^ using^ any^ suitable^^ initialization^procedure.^

[0270] A^tuning^dataset^is^determined^at^2306^based^on^the^path^embeddings^ and^ path^ probabilities.^ In^ some^ embodiments,^ the^ tuning^ dataset^ may^ be^ determined^by^generating^training^data^observations^that^include^some^elements^ of^the^path^embeddings^with^other^elements^removed.^For^ instance,^the^ large^^ language^model^may^be^given^the^first^X^words^from^a^path^embedding^and^be^ asked^to^predict^the^next^Y^words.^

[0271] As^ discussed^with^ respect^ to^ the^method^ 2200^ shown^ in^ Figure^ 22,^ expected^ loss^ values^may^ be^ determined^ based^ at^ least^ in^ part^ on^ the^ path^ probabilities.^These^expected^loss^values^may^be^included^in^the^tuning^dataset^^ to^penalize^the^large^language^model^for^generating^paths^having^a^high^expected^ loss.^

[0272] In^ some^embodiments,^ the^ loss^ function^may^ simply^ reflect^ the^path^ probabilities.^ That^ is,^ the^ path^ large^ language^model^ may^ be^ penalized^ for^ producing^paths^of^low^probabilities.^Alternatively,^as^discussed^above,^the^path^^ probabilities^may^be^used^ as^ an^ input^ for^ a^more^ complex^ loss^ function.^ For^ instance,^path^probabilities^may^be^weighted^based^on^user^engagement^and / or^ user^retention.^In^this^way,^the^large^language^model^may^be^tuned^to^generate^ Page^57^of^94^Docket^No.^LMODP003WO^ paths^having^higher^engagement^and / or^retention^rather^than^paths^that^have^ the^highest^probability^or^the^greatest^chance^of^success.^^

[0273] One^or^more^tuning^dataset^entries^are^modified^at^2308^based^on^the^ parameter^ weights.^ In^ some^ embodiments,^ a^ tuning^ dataset^ entry^ may^ be^^ embedded^ in^ the^ input^ parameter^ space^ for^ the^ large^ language^model.^ The^ resulting^embedding^may^then^be^multiplied^by^the^parameter^space.^^

[0274] Predicted^ path^ embeddings^ are^ determined^ based^ on^ the^modified^ tuning^ dataset^ entries^ at^ 2310.^ In^ some^ embodiments,^ the^ predicted^ path^ embeddings^may^be^determined^by^providing^the^modified^tuning^dataset^entries^^ to^the^large^language^model^and^then^parsing^the^responses^received^from^the^ large^language^model.^

[0275] One^ or^ more^ error^ values^ are^ determined^ at^ 2312^ based^ on^ the^ predicted^path^embeddings^and^ the^ loss^ function.^ In^some^embodiments,^ the^ error^values^may^be^determined^by^penalizing^the^model^ for^generating^paths^^ that^produce^high^loss^values^under^the^loss^function.^^

[0276] A^determination^is^made^at^2314^as^to^whether^to^update^the^parameter^ weights.^In^some^embodiments,^the^determination^may^be^made^at^least^in^part^ by^determining^whether^an^error^value^exceeds^a^designated^threshold.^

[0277] At^2316,^if^it^is^determined^to^update^the^parameter^weights,^then^a^set^^ of^ updated^ parameter^ weights^ are^ determined.^ According^ to^ various^ embodiments,^ any^ suitable^method^ (e.g.,^ gradient^ descent)^may^ be^ used^ to^ update^the^parameter^weights.^

[0278] At^2318,^if^it^is^determined^not^to^update^the^parameter^weights,^then^ the^parameter^weights^are^stored.^The^parameter^weights^may^then^be^used^to^^ pre^process^any^input^provided^to^the^large^language^model.^

[0279] Figure^ 24^ illustrates^ a^ method^ 2400^ of^ determining^ a^ novel^ path,^ performed^in^accordance^with^one^or^more^embodiments.^According^to^various^ embodiments,^the^method^2400^may^be^performed^at^any^suitable^computing^ device,^such^as^one^or^more^of^the^computing^device^shown^herein.^ ^

[0280] A^ request^ to^ generate^ a^ new^ path^ is^ received^ at^ 2402.^ In^ some^ embodiments,^the^request^may^be^generated^ in^the^context^of^creating^a^new^ embedded^ environment.^ Alternatively,^ the^ request^may^ be^ generated^ in^ the^ Page^58^of^94^Docket^No.^LMODP003WO^ context^ of^ altering^ an^ existing^ embedded^ environment.^ As^ still^ another^ possibility,^ the^ request^may^be^generated^so^as^ to^provide^ instructions^ for^an^ autonomous^embedded^avatar^such^as^a^robot^ in^a^physical^environment^or^a^ non^playing^character^within^a^game^or^metaverse.^ ^

[0281] One^ or^ more^ input^ instructions^ for^ generating^ the^ new^ path^ are^ identified^at^2404.^In^some^embodiments,^some^or^all^of^the^input^instructions^ may^be^provided^in^natural^language.^The^input^instructions^may^be^provided^via^ user^input.^Alternatively,^or^additionally,^some^or^all^of^the^input^instructions^may^ be^ retrieved^ from^ a^ storage^ system,^ where^ they^ are^ for^ instance^ stored^ as^^ configuration^parameters.^^

[0282] According^to^various^embodiments,^the^nature^of^the^input^instructions^ may^depend^ in^part^on^ the^ context^ in^which^ the^new^path^ is^ requested.^ For^ example,^the^input^instructions^may^instruct^the^tuned^large^language^model^to^ generate^a^path^having^a^designated^probability.^As^another^example,^the^input^^ instructions^may^ instruct^ the^ tuned^ large^ language^model^ to^generate^a^path^ having^particular^characteristics.^For^instance,^the^path^may^involve^a^particular^ noun,^verb,^and / or^modifier.^

[0283] A^path^generation^prompt^template^for^path^generation^is^identified^at^ 2406.^In^some^embodiments,^the^path^generation^prompt^template^may^include^^ natural^language^template^instructions^to^the^large^language^model^instructing^ the^ large^ language^ model^ to^ generate^ a^ path.^ The^ path^ guidance^ prompt^ template^may^include^one^or^more^fillable^portions^in^which^information^such^as^ the^input^instructions^and^the^prior^path^information^may^be^embedded^to^create^ a^prompt.^ ^

[0284] A^path^generation^prompt^ is^determined^at^2408^based^on^ the^path^ generation^prompt^ template^and^ the^one^or^more^ input^ instructions.^ In^some^ embodiments,^the^path^generation^prompt^may^be^determined^by^filling^one^or^ more^ fillable^portions^ in^ the^path^generation^prompt^ template^with^ the^ input^ instructions.^ ^

[0285] The^path^generation^prompt^ is^transmitted^to^a^ large^ language^model^ for^analysis^at^2410.^A^path^generation^prompt^message^ is^ received^ from^ the^ large^language^model^at^2412.^ Page^59^of^94^Docket^No.^LMODP003WO^

[0286] The^path^ generation^prompt^ response^message^ is^parsed^at^2414^ to^ determine^ a^ path^ embedding.^ In^ some^ embodiments,^ parsing^ the^ path^ generation^prompt^ response^message^may^ involve^extracting^a^portion^of^ the^ prompt^that^includes^a^path^embedding.^The^path^embedding^may^identify,^for^^ instance,^one^or^more^ sentences^expressed^ in^ the^path^ large^ language^model^ grammar.^^

[0287] A^path^is^determined^at^2416^based^on^the^path^embedding.^According^ to^various^embodiments,^the^way^in^which^the^path^is^determined^at^2416^may^ vary^based^on^the^context^in^which^the^novel^path^is^generated.^For^example,^if^^ the^novel^path^ is^generated^ in^ the^context^of^a^ robotics^application,^ then^ the^ novel^path^may^be^generated^by^translating^from^the^path^embedding^into^one^ or^more^instructions^interpretable^by^a^controller^device^at^a^robot.^As^another^ example,^ if^the^novel^path^ is^generated^ in^the^context^of^environment^design,^ then^the^novel^path^may^be^translated^into^environment^components,^events,^or^^ other^such^objects^interpretable^by^an^environment^engine^supporting^the^design^ or^execution^of^the^environment.^

[0288] Figure^ 25^ illustrates^ a^method^ 2500^ of^ determining^ path^ guidance,^ performed^in^accordance^with^one^or^more^embodiments.^According^to^various^ embodiments,^the^method^2500^may^be^performed^at^any^suitable^computing^^ device,^such^as^one^or^more^of^the^computing^devices^shown^herein.^

[0289] In^ some^embodiments,^ the^method^2500^may^be^used^ for^ training^a^ human^or^autonomous^controller^of^an^avatar.^The^probabilities^computed^using^ the^Feynman^Path^Integral^concept^may^serve^as^the^foundation^for^formulating^ a^ reward^ function^ within^ the^ PLLM^ for^ reinforcement^ learning.^ This^ reward^^ function^ represents^ the^ success^ rate^or^objectives^achieved^by^ the^avatar.^By^ optimizing^ interactions^ based^ on^ this^ reward^ function,^ the^ PLLM^ guides^ the^ avatar^through^the^environment,^actively^searching^for^the^highest^cumulative^ reward^and^improving^its^decision^making^capabilities^over^time.^

[0290] A^request^to^provide^guidance^ for^an^embedded^avatar^ is^received^at^^ 2502.^In^some^embodiments,^the^request^may^be^generated^in^the^context^of^a^ game.^For^example,^a^user^may^provide^user^input^indicating^a^request^to^receive^ guidance.^As^another^example,^guidance^may^be^requested^automatically^based^ Page^60^of^94^Docket^No.^LMODP003WO^ on^some^triggering^condition.^For^instance,^guidance^may^be^requested^when^an^ avatar^has^repeatedly^failed^to^overcome^the^same^obstacle.^^

[0291] One^or^more^input^instructions^for^providing^the^guidance^are^identified^ at^2504.^According^to^various^embodiments,^the^one^or^more^input^instructions^^ may^ be^ determined^ based^ on^ one^ or^ more^ configuration^ parameters.^ For^ example,^ in^a^“difficult”^mode^the^one^or^more^input^ instructions^may^ instruct^ the^language^model^to^provide^only^a^hint,^while^in^an^“easy”^mode^the^one^or^ more^ input^ instructions^may^ instruct^ the^ language^model^ to^ identify^ the^best^ path.^ ^

[0292] A^ path^ guidance^ prompt^ template^ for^ determining^ path^ guidance^ is^ identified^at^2506.^In^some^embodiments,^the^path^guidance^prompt^template^ may^include^natural^language^template^instructions^to^the^large^language^model^ instructing^the^ large^ language^model^to^generate^guidance.^The^path^guidance^ prompt^template^may^include^one^or^more^fillable^portions^in^which^information^^ such^as^the^input^instructions^and^the^prior^path^information^may^be^embedded^ to^create^a^prompt.^

[0293] Environment^state^and^user^state^information^for^the^embedded^avatar^ is^identified^at^2508.^In^some^embodiments,^environment^state^may^include^any^ information^characterizing^the^status^or^ location^of^ the^embedded^avatar.^For^^ instance,^such^information^may^include^as^a^current^environment^part^at^which^ the^avatar^is^located,^a^path^traveled^by^the^avatar^to^reach^the^current^point^in^ the^embedded^environment,^and / or^condition^information^associated^with^the^ avatar.^

[0294] In^ some^ embodiments,^ user^ state^ information^may^ characterize^ any^^ information^about^the^actor^or^autonomous^system^controlling^the^embedded^ avatar.^ For^example,^ the^user^ state^ information^may^ characterize^ a^user^ skill^ level,^a^user^experience^level,^a^user^engagement^level,^a^user^retention^level,^or^ other^such^information.^

[0295] A^ path^ guidance^ prompt^ is^ determined^ at^ 2510^ based^ on^ the^ path^^ guidance^prompt^ template,^ the^one^or^more^ input^ instructions,^and^ the^state^ information.^ In^ some^ embodiments,^ the^ path^ guidance^ prompt^ may^ be^ Page^61^of^94^Docket^No.^LMODP003WO^ determined^by^filling^one^or^more^fillable^portions^in^the^path^guidance^prompt^ template^with^the^input^instructions^and^the^state^information.^

[0296] At^2512,^the^path^guidance^prompt^is^transmitted^for^completion^by^a^ tuned^ large^ language^model.^ A^ path^ guidance^ prompt^ response^message^ is^^ received^from^the^tuned^large^language^model^at^2514.^

[0297] The^path^ generation^prompt^ response^message^ is^parsed^at^2516^ to^ determine^path^guidance.^ In^some^embodiments,^parsing^the^path^generation^ prompt^response^message^may^involve^extracting^a^portion^of^the^prompt^that^ includes^a^path^embedding.^The^path^embedding^may^ identify,^ for^ instance,^a^^ suggested^path^that^the^actor^controlling^the^avatar^ is^advised^to^pursue.^The^ path^ embedding^may^ then^ be^ translated^ into^ information^more^ immediately^ interpretable^by^an^actor^such^as^a^human^or^an^autonomous^control^process.^^

[0298] In^some^embodiments,^parsing^the^path^generation^prompt^response^ message^may^ involve^extracting^ information^ for^providing^one^or^more^ clues^^ other^than^an^explicit^path.^For^instance,^the^completed^prompt^may^include^a^ natural^ language^ instruction^to^“Look^around^for^another^way^through”^rather^ than^providing^an^explicit^indication^of^a^specific^path^to^pursue.^

[0299] The^path^guidance^is^transmitted^to^a^remote^computing^device^at^2518.^ In^some^embodiments,^the^path^guidance^may^be^sent^as^a^message,^sound^(e.g.,^^ via^ text^to^speech)^ or^ graphic^ (e.g.,^ an^ arrow)^ that^ is^ presented^ within^ the^ embedded^environment.^

[0300] A^ determination^ is^made^ as^ to^ whether^ to^ provide^ additional^ path^ guidance^at^2520.^According^to^various^embodiments,^additional^path^guidance^ may^continue^to^be^provided^until^a^terminating^condition^is^met.^For^example,^^ the^avatar^may^overcome^a^designated^obstacle.^If^additional^path^guidance^is^to^ be^determined,^then^updated^prior^path^information^is^determined^at^2508,^for^ instance^ based^ on^ one^ or^more^ actions^ taken^ in^ response^ to^ the^ provided^ guidance.^

[0301] Figure^ 26^ illustrates^ a^ localization^ graph^ generation^ method^ 2600,^^ performed^in^accordance^with^one^or^more^embodiments.^According^to^various^ embodiments,^ the^method^2600^may^be^performed^at^any^ computing^device^ described^herein.^^ Page^62^of^94^Docket^No.^LMODP003WO^

[0302] In^some^embodiments,^the^method^2600^may^be^used^to^determine^a^ set^of^points^(e.g.,^parts)^reachable^from^a^start^point^(e.g.,^a^current^part^ in^a^ path).^Alternatively,^or^additionally,^the^method^2600^may^be^used^to^identify^a^ set^of^paths^that^may^follow^from^a^start^point,^for^instance^in^solving^a^cold^start^^ problem^by^generating^data^to^initially^tune^a^PLLM.^

[0303] A^ request^ to^ identify^ a^ localization^ graph^ is^ received^ at^ 2602.^ The^ request^may^ be^ received^ initially,^ before^ path^ data^ is^ available,^ or^ later^ in^ a^ periodic^fashion,^when^new^path^data^has^been^received.^

[0304] A^ localization^graph^ is^ initialized^with^a^start^point^at^2604.^The^start^^ point^may^be^any^part^in^the^environment^reachable^by^an^avatar^or^embedded^ avatar.^The^localization^graph^may^be^a^directed^graph^that^begins^at^the^start^ point.^

[0305] A^ point^ directly^ reachable^ from^ a^ point^ in^ the^ localization^ graph^ is^ selected^at^2606.^The^start^point^ is^added^to^the^ localization^graph^at^2608.^ In^^ some^ embodiments,^ a^ constraint^ may^ be^ imposed^ on^ point^ selection.^ For^ example,^ the^point^ that^ is^closest^ to^ the^start^point^and^ that^ is^not^yet^ in^ the^ localization^graph^may^be^ selected.^As^another^example,^a^point^may^not^be^ selected^if^the^shortest^path^from^the^start^point^to^the^selected^point^were^to^ exceed^a^designated^threshold^distance.^As^yet^another^example,^a^point^may^not^^ be^selected^if^the^selected^point^is^not^reached^from^the^start^point^in^any^path^ yet^observed.^

[0306] In^some^embodiments,^a^point^directly^reachable^ from^a^point^ in^ the^ localization^ graph^ may^ be^ identified^ by^ analyzing^ observed^ path^ data.^ Alternatively,^or^additionally,^ such^a^point^may^be^ identified^by^analyzing^ the^^ environment^ itself.^ For^ instance,^ characteristics^ of^ an^ actual^ or^ simulated^ environment^may^be^analyzed^to^identify^a^part^that^is^reachable^from^another^ part.^

[0307] At^2610,^a^determination^is^made^as^to^whether^to^select^an^additional^ point.^In^some^embodiments,^additional^points^may^continue^to^be^selected^until^^ a^terminating^condition^is^met.^For^instance,^additional^points^may^continue^to^ be^selected^until^no^selectable^points^remain,^as^discussed^based^on^criteria^such^ as^ those^ referred^ to^ with^ respect^ to^ operation^ 2608.^ As^ another^ example,^ Page^63^of^94^Docket^No.^LMODP003WO^ additional^points^may^continue^to^be^selected^until^the^localization^graph^reaches^ a^designated^size.^

[0308] Upon^ determining^ not^ to^ select^ an^ additional^ point,^ a^ set^ of^ points^ reachable^from^the^start^point^via^the^localization^graph^is^determined^and^stored^^ at^ 2610.^ The^ set^ of^ points^ may^ include^ any^ that^ have^ been^ added^ to^ the^ localization^graph.^In^some^embodiments,^this^set^of^points^may^be^used^to^filter^ sentences^ in^ paths^ generated^ by^ the^ PLLM.^ For^ instance,^ when^ the^ PLLM^ generates^ a^ recommended^ path,^ the^ set^ of^ sentences^ included^ in^ the^ recommended^path^may^be^scanned^to^identify^any^that^include^a^point^that^was^^ not^identified^as^reachable.^If^such^a^point^is^detected,^the^sentence^that^includes^ the^identified^point^may^be^removed.^^

[0309] In^ some^embodiments,^ this^ set^of^points^may^be^used^ to^ filter^paths^ determined^ by^ the^ PLLM.^ For^ instance,^ when^ the^ PLLM^ generates^ a^ recommended^path,^ the^ set^of^ sentences^ included^ in^ the^ recommended^path^^ may^be^scanned^to^ identify^any^that^ include^a^point^that^was^not^ identified^as^ reachable.^If^such^a^point^is^detected,^the^recommended^path^may^be^rejected.^ Repeated^instances^in^which^the^PLLM^generates^rejected^paths^may^cause^the^ model^to^be^retuned.^

[0310] A^ set^ of^model^ initialization^ paths^ for^ the^ start^ point^ are^ optionally^^ determined^ and^ stored^ at^ 2612.^ In^ some^ embodiments,^ the^ set^ of^ model^ initialization^paths^may^be^paths^from^the^start^point^to^any^of^the^points^in^the^ localization^graph.^The^initialization^paths^may^be^used^as^an^initial^input^to^the^ PLLM^to^tune^the^PLLM^before^sufficient^empirical^path^data^has^been^observed.^

[0311] Figure^27^illustrates^a^path^diagram^generated^in^accordance^with^one^^ or^more^embodiments.^In^Figure^27,^the^circles^represent^parts^and^the^solid^lines^ represent^paths^between^parts.^The^dotted^ lines^represent^ individual^plays.^As^ discussed^herein,^paths^may^use^semantic^embedding^to^effectively^smooth^out^ differences^between^ similar^plays.^For^ instance,^ the^ subplay^2704^ is^different^ from^the^subplay^2706.^However,^because^both^subplays^start^at^Part^B^and^end^^ at^point^B.2,^ the^ subpaths^ that^ result^ from^ these^ subplays^are^ identical^when^ converted^to^path^language.^For^instance,^both^subplays^may^correspond^to^the^ Page^64^of^94^Docket^No.^LMODP003WO^ sentence:^“The^Avatar^moved^to^Part^B.2”,^depending^on^the^characteristics^of^ the^grammar.^

[0312] The^techniques^and^mechanisms^described^above^may^be^expanded^in^ various^ ways.^ For^ example,^ the^ concept^ of^ a^ “path”^ may^ be^ expanded^ to^^ encompass^not^only^single^events^or^sequences^within^one^game^or^robotics^task,^ but^also^to^multiple^games^plays^and / or^multiple^tasks^performed^over^time.^Such^ an^ approach^may^ allow^ the^ system^ to^ incorporate^ information^ learned^ from^ multiple^ iterations^and^variations.^As^another^example,^ loss^ functions^may^be^ expanded^to^account^for^financial^transactions,^more^complex^user^engagement^^ metrics,^churn^rates,^and^the^like,^providing^a^more^holistic^view^of^an^avatar’s^ interactions^within^ the^ environment.^As^ yet^ another^ example,^ the^ history^ of^ actions^performed^ in^an^environment^and / or^modifications^to^an^environment^ may^ be^ recorded^ on^ a^ blockchain,^ for^ instance^ to^ ensure^ transparency^ and^ accountability.^ As^ still^ another^ example,^ environment^modifications^may^ be^^ coupled^with^a^revenue^distribution^model,^for^instance^a^model^managed^by^a^ Decentralized^Autonomous^Organization^(DAO)^to^compensate^creators^of^game^ modifications^or^robotic^task^sequences.^Additional^details^regarding^these^and^ other^expansions^are^discussed^in^the^following^passages.^^

[0313] In^some^implementations,^the^path^language^and^PLLM^may^be^refined^^ to^take^into^account^not^only^single^events^or^sequences^within^one^task^or^game,^ but^also^the^avatar’s^history^across^multiple^tasks^or^games.^Incorporating^such^ past^activity^ introduces^ the^ capacity^ to^ learn^ from^ the^history^of^ the^avatar’s^ interactions^and^adapt^ future^actions^accordingly.^For^example,^ if^a^ robot^has^ executed^ a^ particular^ task^ sequence^ across^ multiple^ environments,^ these^^ historical^ interactions^ can^be^ used^ to^optimize^ the^ robot's^ future^ actions.^As^ another^example,^a^person^who^has^performed^a^particular^task^sequence^in^one^ environment^may^have^learned^from^the^experience^and^on^that^basis^be^guided^ to^a^different^task^sequence^in^another^environment.^Such^adaptation^allows^the^ system^ to^ create^ a^more^ nuanced^ and^ effective^ path^ optimization^ process,^^ improving^the^avatar’s^ability^to^manage^complex^and^evolving^environments.^

[0314] According^ to^ various^ embodiments,^ the^ loss^ function^ used^ in^ reinforcement^ learning^may^ be^ expanded^ in^ various^ways.^ In^ the^ gaming^ or^ Page^65^of^94^Docket^No.^LMODP003WO^ virtual^ environment^ context,^ the^ loss^ function^may^ be^ expanded^ to^ include^ metrics^such^as^churn^minimization,^player^retention,^player^ interaction^rates,^ engagement^maximization,^and^the^like.^In^the^robotics^context,^the^loss^function^ may^ be^ expanded^ to^ cover^ a^ robot’s^ task^ execution^ sequence^ to^ minimize^^ downtime,^ maximize^ efficiency,^ reduce^ task^ abandonment^ rates,^ reduce^ operation^ failure^ rates,^ reduce^ the^ number^ of^ unnecessary^ movements,^ or^ improve^the^quality^of^task^completion.^In^both^contexts,^the^loss^function^may^ be^ expanded^ to^ consider^ an^ avatar’s^ history^ across^ multiple^ games^ and / or^ environments.^Expanding^the^loss^function^to^encompass^a^variety^of^situations^^ may^ allow^ the^ system^ to^ select^ and / or^ optimize^ paths^ based^ not^ only^ on^ outcomes^within^the^environment,^but^also^on^external^factors.^^

[0315] In^some^embodiments,^a^loss^function^may^be^specified^over^more^than^ one^variable.^For^example,^a^ loss^function^may^penalize^path^recommendation^ based^on^a^combination^of^task^abandonment^and^unnecessary^movement.^As^^ another^example,^a^loss^function^may^penalize^path^recommendation^based^on^ a^combination^of^player^engagement^and^player^retention.^

[0316] In^some^embodiments,^the^path^language^of^the^PLLM^may^be^expanded^ to^ include^ a^ new^ class^ of^ nouns^ representing^ cryptocurrency^ transactions^ associated^with^actions^within^the^paths.^A^cryptocurrency^transaction^may^be^^ linked^with^a^unique^ identifier,^similar^to^the^ identifiers^used^ for^environment^ parts.^Such^a^linkage^may^facilitate^the^precise^representation^and^optimization^ of^ financial^ transactions^ within^ the^ environment,^ such^ as^ purchasing^ virtual^ goods^or^equipment^in^a^video^game^or^allocating^resources^in^a^robotic^task.^For^ instance,^a^ robot^ tasked^with^building^a^ structure^ in^ the^physical^world^or^an^^ avatar^ building^ a^ structure^ in^ a^ virtual^world^ such^ as^ a^metaverse^may^ use^ resources^ in^ the^ course^ of^ such^ construction.^ These^ resources^ may^ be^ represented^ as^ cryptocurrency^ transactions.^ By^ integrating^ cryptocurrency^ transactions^into^the^path^language^of^the^PLLM,^the^system^may^optimize^not^ only^the^actions^performed^by^or^recommended^to^the^avatar^or^robot,^but^also^^ the^ associated^ financial^ transactions.^ For^ instance,^ the^ system^may^ return^ a^ course^of^action^that^minimizes^costs.^ Page^66^of^94^Docket^No.^LMODP003WO^

[0317] In^some^embodiments,^a^path^language^grammar^may^include^various^ types^of^sentences^that^capture^additional^facets^of^avatar’s^interactions^within^ the^environment.^The^ types^of^sentences^may^ include,^but^are^not^ limited^ to,^ sentence^ types^ for^ avatar^ control,^ interaction^ of^ avatars^ and^ other^ parts,^^ interactions^ between^ parts,^ avatar^ decisions,^ execution^ of^ cryptocurrency^ transaction,^and^user^actions.^For^example,^a^sentence^type^may^capture^a^user^ action^such^as^completing^a^task^successfully.^As^another^example,^a^sentence^ type^may^capture^a^user^action^such^as^liking^and / or^sharing^a^game^modification,^ a^game^play,^or^a^robotic^task^with^others.^Such^expansions^provide^for^a^more^^ detailed^ and^nuanced^ representation^of^ the^ avatar’s^ actions^ and^ interactions^ within^ the^environment.^As^one^example^of^an^additional^ type^of^sentence,^a^ sentence^such^as^“The^robot^moved^OBJECT^X^to^LOCATION^Y,^spending^Z^amount^ of^cryptocurrency^resources”^where^each^of^X,^Y,^and^Z^may^be^filled^based^on^ the^particular^activity^being^captured^by^the^sentence.^ ^

[0318] According^ to^various^embodiments,^ in^ the^ context^of^user^generated^ content^ (UGC)^ games^ or^ user^programmed^ robotic^ tasks,^ the^ history^ of^ modifications^(MODs)^to^a^game^environment^or^robotic^task^sequence^may^be^ recorded^on^a^blockchain.^The^blockchain^provides^a^ transparent,^ immutable,^ and^verifiable^record^of^changes^made^to^the^game^or^task^sequence,^ensuring^^ accountability.^For^ instance,^ if^a^user^modifies^a^game^environment^or^alters^a^ robotic^task^sequence,^such^a^modification^may^be^recorded^on^the^blockchain.^ Such^ recordation^may^ facilitate^ clear^ tracking^ of^modifications,^ for^ instance^ helping^resolve^disputes^about^the^origin^of^specific^modifications.^

[0319] In^ some^ embodiments,^ the^ unique^ identifier^may^ be^ linked^ with^ a^^ unique^transaction^ID^on^a^blockchain.^For^instance,^a^MOD^may^be^represented^ as^ a^ non^fungible^ token^ (NFT).^MODs^may^ then^ be^ linked^with^ one^ or^more^ cryptocurrency^transactions.^Such^a^linkage^may^allow^a^MOD^to^be^bought,^sold,^ licensed,^ and / or^ traded,^ with^ transactions^ recorded^ on^ the^ blockchain.^ For^ example,^ smart^ contracts^may^be^used^ to^automate^ licensing^agreements.^As^^ another^ example,^ cryptocurrency^ transactions^may^ be^ used^ to^ facilitate^ the^ purchase^ of^ virtual^ goods^ or^ equipment^ in^ a^ video^ gaming^ or^ metaverse^ Page^67^of^94^Docket^No.^LMODP003WO^ environment.^As^yet^another^example,^cryptocurrency^transactions^may^be^used^ to^allocation^resources^in^a^robotics^context.^

[0320] In^some^embodiments,^the^unique^identifier^may^be^created^by^applying^ a^ function^ to^ one^ or^more^ sentences^ expressed^ in^ the^ path^ language.^ The^^ function^may^provide^a^one^to^one^mapping^between^the^path^language^and^an^ identifier^ space.^Accordingly,^ the^ function^may^be^used^ to^produce^ a^unique^ identifier^ from^a^corresponding^path^sentence.^Similarly,^ the^ function^may^be^ used^ to^ produce^ a^ corresponding^ path^ sentence^ from^ a^ unique^ identifier.^ Because^ a^ MOD^ may^ be^ expressed^ as^ one^ or^ more^ sentences^ in^ the^ path^^ language,^the^function^may^then^provide^a^mechanism^for^storing^a^MOD^on^a^ blockchain^as^a^unique^identifier^and / or^reconstructing^a^MOD^from^an^identifier^ stored^on^a^blockchain.^

[0321] In^ some^ implementations,^ the^ association^ of^ a^MOD^with^ a^ unique^ identifier^stored^on^a^blockchain^may^facilitate^a^revenue^distribution^model.^For^^ instance,^ a^percentage^of^ revenue^ generated^ from^ a^ game^modification^or^ a^ robotic^task^sequence^may^be^distributed^to^a^creator^associated^with^all^or^part^ of^the^game^modification^or^robotic^task^sequence.^When^multiple^creators^are^ involved,^ revenue^ can^ be^ divided^ among^ them.^ Such^ an^ arrangement^ may^ encourage^ innovation^ by^ ensuring^ that^ those^ who^ create^ more^ new^^ modifications^or^task^sequences^receive^a^larger^portion^of^the^revenue.^At^the^ same^time,^such^an^arrangement^can^also^be^used^to^reward^the^original^creators,^ maintaining^a^balance^between^encouraging^ innovation^and^rewarding^original^ creation.^The^specific^ratio^of^revenue^distribution^can^be^dynamically^adjusted^ based^on^factors^such^as^the^complexity^of^the^modification,^the^number^of^users^^ who^ use^ or^ benefit^ from^ the^ modification,^ and^ the^ overall^ impact^ of^ the^ modification^ on^ the^ game^ or^ task^ sequence.^ For^ instance,^ the^ revenue^ distribution^may^be^configured^to^as^to^allocate^a^larger^portion^of^the^revenue^ to^the^creator^of^the^new^modification^or^task^sequence^and^a^smaller^portion^to^ the^ creator^ of^ a^ previous^modification^ or^ task^ sequence^ on^which^ the^ new^^ modification^or^task^sequence^is^based.^

[0322] In^ some^ implementations,^ Decentralized^ Autonomous^ Organizations^ (DAOs)^may^ be^ used^ to^ facilitate^ transactions^ related^ to^MODs,^UGC^ games,^ Page^68^of^94^Docket^No.^LMODP003WO^ and / or^robotic^tasks.^DAOs^are^organizations^represented^by^transparent^rules^ encoded^as^a^computer^program.^A^DAO^ is^controlled^by^ the^members^of^ the^ organization^rather^than^rules^established^by^a^central^government.^For^example,^ a^DAO^may^be^configured^to^provide^for^a^decentralized^and^democratic^decision^^ making^ process^ regarding^ the^ allocation^ of^ revenue^ shares^ among^ the^ contributors^ to^ a^ game^ modification^ or^ a^ robotic^ task^ sequence.^ Such^ an^ arrangement^may^ facilitate^a^ fairer^and^more^ transparent^system^ for^ revenue^ distribution,^ fostering^ a^ sense^ of^ community^ and^ shared^ ownership^ among^ contributors.^As^another^example,^a^DAO^may^be^used^in^conjunction^with^the^^ PLLM^ to^ govern^ a^ metaverse.^ For^ instance,^ By^ understanding^ the^ rules,^ regulations,^and^communal^resources^of^the^metaverse,^the^PLLM^could^predict^ and^guide^democratic^decisions^within^the^metaverse.^

[0323] In^ some^ embodiments,^ smart^ contracts^ may^ be^ used^ to^ facilitate^ transactions^related^to^MODs,^UGC^games,^and / or^robotic^tasks.^Smart^contracts^^ are^self^executing^contracts^with^the^terms^of^the^agreement^directly^written^into^ lines^ of^ code.^ They^ are^ stored^ on^ the^ blockchain^ and^ automatically^ execute^ transactions^when^predetermined^terms^and^conditions^are^met.^In^the^context^ of^ the^ PLLM,^ specific^ actions^ or^ achievements^may^ be^ configured^ to^ trigger^ automatic^rewards^in^the^form^of^cryptocurrency^transactions^based^on^linkages^^ between^the^blockchain^and^MODs^and / or^paths.^

[0324] According^ to^various^embodiments,^ the^association^of^a^MOD^with^a^ unique^ identifier^may^ be^ used^ to^ evaluate^ a^MOD.^ For^ example,^ the^ unique^ identifier^may^be^used^to^replay^a^sequence^of^modifications^leading^to^a^MOD.^ As^another^example,^the^unique^identifier^may^be^used^to^review^the^evolution^^ of^an^environment.^As^yet^another^example,^the^unique^identifier^may^be^used^ to^facilitate^debugging^efforts.^

[0325] In^some^embodiments,^the^unique^identifier^for^a^MOD^may^be^used^to^ perform^command^and^control^operations.^For^ instance,^ the^unique^ identifier^ may^be^translated^into^interpretable^instructions.^For^example,^instructions^may^^ be^interpreted^by^a^controller^device^at^a^robot.^As^another^example,^instructions^ may^ be^ interpreted^ by^ an^ environment^ engine^ supporting^ the^ design^ and / or^ execution^of^an^environment.^ Page^69^of^94^Docket^No.^LMODP003WO^

[0326] In^some^embodiments,^the^unique^identifier^for^a^MOD^may^be^used^to^ guide^or^evaluate^MOD^creation^decisions.^For^example,^ the^unique^ identifier^ may^be^used^as^input^for^training^AI / ML^models^to^learn^common^or^successful^ MODing^sequences.^Models^trained^in^this^fashion^may^then^be^used^to^suggest^^ such^ sequences^ to^users.^Alternatively,^or^additionally,^models^ trained^ in^ this^ fashion^may^ be^ used^ to^ predict^ the^ potential^ impact^ of^ a^MODing^ sequence^ before^it^is^implemented.^

[0327] In^some^embodiments,^a^virtual^economy^using^cryptocurrencies^within^ a^metaverse^or^gaming^environment^may^be^provided.^The^PLLM^may^be^utilized^^ to^ learn^ and^ predict^ economic^ behaviors^ of^ avatars,^ thereby^ enhancing^ the^ overall^economic^dynamics^of^the^environment.^For^instance,^optimal^behavior^ may^be^learned^and^predicted,^which^may^be^used^to^provide^recommendations^ for^future^actions.^

[0328] In^ some^ embodiments,^ the^ PLLM^ may^ be^ extended^ to^ encompass^^ Decentralized^Finance^(DeFi)^transactions^and^operations^within^a^metaverse^or^ gaming^environment.^For^ instance,^ the^model^may^ learn^and^predict^ financial^ interactions^such^as^lending,^borrowing,^or^earning^interest^on^cryptocurrencies.^ Such^an^extension^may^be^used^to^influence^the^path^selection^process.^

[0329] In^some^embodiments,^NFTs^may^be^integrated^into^the^path^language^^ used^by^ the^PLLM.^NFTs^may^be^used^ to^uniquely^ identify^ avatars^or^objects^ within^the^environment.^Such^ identification^may^enhance^the^PLLM's^ability^to^ understand^and^predict^interactions^involving^unique^virtual^items.^

[0330] In^ some^ implementations,^ the^ PLLM^ may^ perform^ real^time^ path^ adjustment^based^on^dynamic^changes^in^the^environment.^These^real^time^path^^ adjustments^may^enhance^ the^PLLM’s^ adaptability^ and^help^ to^ensure^ that^a^ robot’s^ or^ avatar’s^ actions^ remain^ recommended^ in^ the^ face^ of^ unexpected^ environmental^changes.^

[0331] In^some^embodiments,^the^PLLM^may^be^applied^in^augmented^reality^ / ^ virtual^reality^(AR / VR)^settings.^By^understanding^and^predicting^user^interactions^^ in^AR / VR,^ the^ PLLM^may^ enhance^user^ immersion^ in^ a^metaverse^or^ gaming^ environment.^ Page^70^of^94^Docket^No.^LMODP003WO^

[0332] In^some^embodiments,^the^PLLM^may^predict^user^behavior^based^on^ past^ paths.^ Such^ extension^ may^ allow^ the^ system^ to^ provide^ personalized^ experiences^and^proactive^guidance^within^the^environment.^

[0333] In^some^implementations,^social^interactions^between^multiple^avatars^^ may^be^modeled^and^managed.^For^instance,^the^avatars^may^interact^within^a^ metaverse^setting.^By^understanding^the^social^dynamics^of^the^environment,^the^ PLLM^may^predict^and^guide^social^interactions.^

[0334] In^ some^ embodiments,^ the^ PLLM^ may^ be^ applied^ across^ different^ platforms^and^devices.^In^this^way,^the^user^may^be^provided^with^a^consistent^^ user^experience^in^a^game^or^metaverse^environment^irrespective^of^the^device^ used.^

[0335] In^some^embodiments,^privacy^and^security^mechanisms^for^protecting^ user^data^and^transactions^within^the^environment^may^be^incorporated^into^the^ PLLM.^ For^ instance,^ the^ PLLM^may^ learn^ and^ predict^ potential^ security^ risks,^^ which^may^allow^it^to^contribute^to^building^trust^and^promoting^wider^adoption^ of^the^metaverse^or^game.^

[0336] Figure^28^shows^a^conceptual^diagram^of^the^path^large^language^model^ vocabulary^2800.^As^discussed^herein,^the^path^large^language^model^vocabulary^ 2800^ includes^ verbs^ 2802^ and^ entities^ 2804.^ The^ path^ large^ language^model^^ entities^2804^correspond^conceptually^with^natural^language^nouns^2812,^while^ the^path^large^language^model^verbs^2802^correspond^conceptually^with^natural^ language^adverbs^2806,^natural^language^adjectives^2808,^and^natural^language^ verbs^2810.^

[0337] In^ some^ embodiments,^ a^ single^ triggering^ event^ can^ lead^ to^ the^^ performance^of^multiple^verbs^by^the^same^adjective.^For^instance,^a^script^may^ indicate^that^an^entity^is^“happy^walking^slowly”^if^a^triggering^event^is^detected.^ Such^an^ action^description^ includes^a^ verb^ (i.e.,^ “walking”),^an^ adjective^ (i.e.,^ “happy”),^ and^ an^ adverb^ (i.e.,^ “slowly”).^ Such^ an^ entity^may^ be^ animated^ as^ slowly^ moving^ from^ one^ point^ to^ another^ using^ a^ walking^ animation^ while^^ expressing^a^happy^emotion.^ Page^71^of^94^Docket^No.^LMODP003WO^ ^ ^ 6.^Agentic^Pipeline^

[0338] In^some^embodiments,^ techniques^and^mechanisms^described^herein^ for^ generating^ a^ 3D^ interactive^ script^may^ employ^ an^ agentic^ configuration.^^ Figure^29^ illustrates^an^example^pipeline^2900^ for^generating^a^3D^ interactive^ script,^configured^ in^accordance^with^one^or^more^embodiments.^ In^Figure^29,^ the^ different^ boxes^ correspond^ to^ generative^ language^ model^ agents.^ The^ elements^above^the^boxes^correspond^to^inputs,^while^the^elements^below^the^ boxes^correspond^to^outputs.^It^should^be^noted^that^the^pipeline^2900^shown^in^^ Figure^ 29^ is^only^ an^ example^of^ a^pipeline^ that^may^be^ used,^ and^ that^ a^ 3D^ interactive^script^consistent^with^techniques^and^mechanisms^described^herein^ may^be^configured^in^a^different^manner.^

[0339] At^2902,^a^story^agent^receives^as^input^chat^input^and^generates^a^story^ from^ the^chat^ input.^At^2904,^an^entity^agent^ receives^as^ input^ the^ story^and^^ determines^an^entity^plot^and^entity^actors.^At^2906,^a^verb^agent^receives^as^ input^the^story^and^determines^the^verbs^to^employ^in^the^3D^interactive^script.^ At^2908,^a^plot^agent^receives^as^input^the^entity^plot,^entity^actors,^and^entity^ verbs^and^generates^an^event^plot.^At^2910,^a^name^agent^receives^as^input^the^ event^plot^and^the^entity^actors^and^generates^as^output^the^name^of^the^plot^^ and^the^actors.^At^2912,^the^script^agent^receives^as^input^the^name^of^the^plot^ and^the^actors,^the^procedures,^and^the^verbs^and^generates^a^script^that^includes^ one^or^more^events.^At^2914,^a^simplifier^agent^receives^as^input^the^name^of^the^ plot^ and^ generates^ the^ plot.^ For^ instance,^ the^ simplifier^ agent^may^ replace^ duplicative^elements^in^the^plot^such^as^similar^events^for^different^entities^with^^ parameterized^events^ that^may^be^ applied^ to^different^ entities.^At^2916,^ the^ camera^agent^receives^as^input^the^actors,^the^script^events,^and^the^name^of^the^ plot^and^generates^the^set^of^events^to^include^in^the^final^script.^

[0340] According^to^various^embodiments,^each^of^the^agents^shown^in^Figure^ 29^may^correspond^to^one^or^more^prompts^that^are^completed^by^a^generative^^ language^model.^For^instance,^the^story^agent^may^correspond^to^a^prompt^that^ Page^72^of^94^Docket^No.^LMODP003WO^ includes^natural^ language^ instructions^ to^ generate^ a^ story^based^on^ the^ chat^ input.^

[0341] In^some^embodiments,^the^path^language^model^is^conducive^to^a^highly^ agentic^ configuration.^ Conventional^ techniques^ for^ generating^ animation^^ convert^ text^ input^directly^ to^video^output.^ In^contrast,^various^embodiments^ described^herein^generate^multiple^intermediate^elements,^including^a^story,^a^ plot,^one^or^more^actors,^one^or^more^verbs,^and^one^or^more^events.^These^ different^ intermediate^ elements^ can^ be^ generated^ by^ different^ agents,^ eliminating^the^need^for^a^monolithic^process.^ ^

[0342] In^ some^ embodiments,^ the^ path^ language^ model^ is^ conducive^ to^ granular^revision^of^a^3D^interactive^script.^Because^conventional^techniques^for^ generating^animation^convert^text^input^directly^to^video^output,^the^generated^ animation^cannot^be^directly^revised^in^a^semantic^sense.^That^is,^the^elements^ included^in^an^animation^generated^using^conventional^techniques^do^not^have^^ semantic^meaning^ in^ the^ final^ animation.^ In^ contrast,^ a^ 3D^ interactive^ script^ generated^ in^ accordance^ with^ one^ or^ more^ embodiments^ described^ herein^ includes^components^such^as^a^story,^a^plot,^one^or^more^actors,^one^or^more^ verbs,^and^one^or^more^events.^Accordingly,^ the^system^can^support^ iterative^ editing^of^such^a^3D^interactive^script^by^using^the^intermediate^elements^along^^ with^user^ input^ to^revise^ the^ intermediate^elements.^For^ instance,^ the^system^ could,^responsive^to^user^input,^revise^an^entity,^a^verb,^or^an^event^within^the^ 3D^ interactive^script^while^ leaving^other^elements^of^ the^3D^ interactive^ script^ intact.^

[0343] Provided^below^ is^a^simplified^example^of^ inputs^and^outputs^used^to^^ generate^ an^ example^ 3D^ interactive^ script,^ in^ accordance^with^ one^ or^more^ embodiments.^The^ final^output^ includes^events^ that^can^be^ interpreted^by^an^ interpreter^to^provide^a^3D^interactive^experience.^As^discussed^herein,^in^some^ embodiments^ verbs^ can^ correspond^ to^ animations^ that^ apply^ to^ any^ entity,^ including^entities^without^predefined^animation^rigs.^ ^

[0344] Inputs^and^Outputs:^Page^73^of^94^Docket^No.^LMODP003WO^ ^"chat":^ "I'd^ like^ to^ create^ an^ interactive^ scene^with^ a^ little^ girl,^who^ continually^ says^ 'Hi'^until^ tapped^ three^ times.^After^ the^ third^ tap,^ she^ stops^ saying^ 'Hi'^ and^ randomly^ plays^ one^ of^ these^ sounds:^ [https: / / cdn.freesound.org / previews / 704 / 704965_15251455^lq.mp3,^^ https: / / cdn.freesound.org / previews / 704 / 704965_15251455^lq.mp3].^ Once^a^sound^has^played,^she^exclaims^'Yay!'^ending^the^interaction.",^ ^"story":^"A^little^girl,^continually^says^'Hi'^until^she^is^tapped^three^times.^ After^the^third^tap,^she^stops^saying^'Hi'^and^randomly^plays^one^of^these^ sounds:^ [https: / / cdn.freesound.org / previews / 704 / 704965_15251455^^ lq.mp3,^ https: / / cdn.freesound.org / previews / 704 / 704965_15251455^ lq.mp3].^ Once^ a^ sound^ has^ played,^ she^ exclaims^ 'Yay!'^ ending^ the^ interaction.",^ ^"entityActors":^[^^ ^^^^^"type":^"Young^Girl"^ ^^^}^^"entityPlot":^"A^ little^girl,^continually^says^ 'Hi'^until^she^ is^tapped^three^ times.^After^the^third^tap,^she^stops^saying^'Hi'^and^randomly^plays^one^of^^ these^ sounds:^ [https: / / cdn.freesound.org / previews / 704 / 704965_15251455^lq.mp3,^ https: / / cdn.freesound.org / previews / 704 / 704965_15251455^lq.mp3].^ Once^a^sound^has^played,^she^exclaims^'Yay!'^ending^the^interaction.",^ "eventPlot":^ "At^ %SceneStarts%^ <Young^ Girl>^ repeatedly^ |Say|^ +Hi+.^^ When^<Young^Girl>^is^%Tapped%^3^times,^she^will^|DisableEvent|,^|Say|^ +Hi+^ and^ |PlayAnyOfSoundURLs|:^ ^https: / / cdn.freesound.org / previews / 704 / 704965_15251455^lq.mp3^,^ ^https: / / cdn.freesound.org / previews / 704 / 704965_15251455^lq.mp3^.^ After^the^sound^%CompletedEvent%,^<Young^Girl>^will^|Say|^+Yay+^and^^ then^|EndMOD|.",^ ^"actors":^[^ ^^^{^ Page^74^of^94^Docket^No.^LMODP003WO^ ^^^^^"name":^"Emily",^ ^^^^^"type":^"Young^Girl"^ ^^^}^^ ^"namePlot":^"At^%SceneStarts%^<Emily>^ repeatedly^|Say|^+Hi+.^When^ <Emily>^ is^%Tapped%^3^times,^she^will^|DisableEvent|,^|Say|^+Hi+^and^ |PlayAnyOfSoundURLs|:^ ^https: / / cdn.freesound.org / previews / 704 / 704965_15251455^lq.mp3^,^ ^https: / / cdn.freesound.org / previews / 704 / 704965_15251455^lq.mp3^.^^ After^the^sound^%CompletedEvent%,^<Emily>^will^|Say|^+Yay+^and^then^ |EndMOD|.",^ ^"plot":^"When^the^scene^starts,^Emily^repeatedly^says^'Hi'.^When^Emily^is^ tapped^ three^ times,^ she^ stops^ saying^ 'Hi'^ and^ randomly^ plays^ one^ of^ several^sounds.^After^the^sound^finishes,^Emily^says^'Yay'^and^the^scenario^^ ends.",^ ^"scriptEvents":^[^ ^^^{^ ^^^^^"id":^0,^ ^^^^^"repeatable":^true,^ ^ ^^^^^"enabled":^true,^ ^^^^^"trigger":^{^ ^^^^^^^"triggerType":^"AlwaysActive",^ ^^^^^^^"args":^{}^ ^^^^^},^ ^ ^^^^^"action":^{^ ^^^^^^^"actionType":^"Say",^ ^^^^^^^"args":^{^ ^^^^^^^^^"sentence":^"Hi",^ ^^^^^^^^^"actor":^{^ ^ ^^^^^^^^^^^"name":^"Emily"^Page^75^of^94^Docket^No.^LMODP003WO^^^^{^ ^^^^^"id":^1,^ ^ ^^^^^"repeatable":^false,^ ^^^^^"enabled":^true,^ ^^^^^"trigger":^{^ ^^^^^^"triggerType":^"Tapped",^ ^^^^^^^"args":^{^ ^ ^^^^^^^^^"actor":^{^ ^^^^^^^^^^^"name":^"Emily"^^^^^^^^^^"occurrences":^3^ ^^^^^^^}^ ^^^^^^"action":^{^ ^^^^^^^"actionType":^"DisableEvent",^ ^^^^^^^"args":^{^ ^^^^^^^^^"eventId":^0^ ^ ^^^^^^^}^ ^^^^^}^ ^^^},^ ^^^{^ ^^^^^"id":^2,^ ^ ^^^^^"repeatable":^false,^ ^^^^^"enabled":^true,^ ^^^^^"trigger":^{^ ^^^^^^^"triggerType":^"CompletedEvent",^ ^^^^^^^"args":^{^ ^ ^^^^^^^^^"eventId":^1^ ^^^^^^^}^Page^76^of^94^Docket^No.^LMODP003WO^ ^^^^^"action":^{^ ^^^^^^^"actionType":^"PlayAnyOfSoundURLs",^ ^^^^^^^"args":^{^ ^^^^^^^^^"soundList":^[^ ^^^^^^^^^^^^^^"url":^ "https: / / cdn.freesound.org / previews / 704 / 704965_15251455^lq.mp3",^ ^^^^^^^^^^^^^"durationMs":^2115^^^^^^^^^^^^^^^"url":^ "https: / / cdn.freesound.org / previews / 704 / 704965_15251455^lq.mp3",^ ^^^^^^^^^^^^^"durationMs":^10143^^ ^^^^^^^^^]^ ^^^^^^^}^ ^^^^^}^ ^^^},^ ^^^{^ ^ ^^^^^"id":^3,^ ^^^^^"repeatable":^false,^ ^^^^^"enabled":^true,^ ^^^^^"trigger":^{^ ^^^^^^^"triggerType":^"CompletedEvent",^ ^ ^^^^^^^"args":^{^ ^^^^^^^^^"eventId":^2^ ^^^^^^^}^^^^^^"action":^{^ ^ ^^^^^^^"actionType":^"Say",^ ^^^^^^^"args":^{^ ^^^^^^^^^"sentence":^"Yay!",^ Page^77^of^94^Docket^No.^LMODP003WO^ ^^^^^^^^^"actor":^{^ ^^^^^^^^^^^"name":^"Emily"^^ ^^^^^}^ ^^^},^ ^^^{^ ^^^^^"id":^4,^ ^^^^^"repeatable":^false,^ ^ ^^^^^"enabled":^true,^ ^^^^^"trigger":^{^ ^^^^^^^"triggerType":^"CompletedEvent",^ ^^^^^^^"args":^{^ ^^^^^^^^^"eventId":^3^ ^^^^^^"action":^{^ ^^^^^^^"actionType":^"EndMOD",^ ^^^^^^^"args":^{}^ ^ ^^^^^}^ ^^^}^^"events":^[^ ^^^{^ ^ ^^^^^"id":^0,^ ^^^^^"repeatable":^false,^ ^^^^^"enabled":^true,^ ^^^^^"trigger":^{^ ^^^^^^^"triggerType":^"SceneStarts",^ ^ ^^^^^^^"args":^{}^^^^^^"action":^{^ Page^78^of^94^Docket^No.^LMODP003WO^ ^^^^^^^"actionType":^"LookAt",^ ^^^^^^^"args":^{^ ^^^^^^^^^"actor":^{^ ^^^^^^^^^^^"name":^"Camera"^^^^^^^^^^^"targetActor":^{^ ^^^^^^^^^^^"name":^"Emily"^^^^^^^^}^ ^ ^^^^^}^^^^^^"id":^1,^ ^^^^^"repeatable":^true,^ ^ ^^^^^"enabled":^true,^ ^^^^^"trigger":^{^ ^^^^^^^"triggerType":^"AlwaysActive",^ ^^^^^^^"args":^{}^^ ^^^^^"action":^{^ ^^^^^^^"actionType":^"Say",^ ^^^^^^^"args":^{^ ^^^^^^^^^"sentence":^"Hi",^ ^^^^^^^^^"actor":^{^ ^ ^^^^^^^^^^^"name":^"Emily"^^^^^^^^}^ ^^^^^}^^^^^^^"id":^2,^ ^^^^^"repeatable":^false,^ Page^79^of^94^Docket^No.^LMODP003WO^ ^^^^^"enabled":^true,^ ^^^^^"trigger":^{^ ^^^^^^^"triggerType":^"Tapped",^ ^^^^^^^"args":^{^ ^ ^^^^^^^^^"actor":^{^ ^^^^^^^^^^^"name":^"Emily"^^^^^^^^^^"occurrences":^3^^ ^^^^^},^ ^^^^^"action":^{^ ^^^^^^^"actionType":^"DisableEvent",^ ^^^^^^^"args":^{^ ^^^^^^^^^"eventId":^1^ ^^^^},^ ^^^{^ ^^^^^"id":^3,^ ^ ^^^^^"repeatable":^false,^ ^^^^^"enabled":^true,^ ^^^^^"trigger":^{^ ^^^^^^^"triggerType":^"CompletedEvent",^ ^^^^^^^"args":^{^ ^ ^^^^^^^^^"eventId":^3^^^^^^"action":^{^ ^^^^^^^"actionType":^"Shake",^ ^ ^^^^^^^"args":^{^ ^^^^^^^^^"strength":^"weak",^ ^^^^^^^^^"durationMs":^1000,^ Page^80^of^94^Docket^No.^LMODP003WO^ ^^^^^^^^^"actor":^{^ ^^^^^^^^^^^"name":^"Camera"^^ ^^^^^}^ ^^^},^ ^^^{^ ^^^^^"id":^4,^ ^^^^^"repeatable":^false,^ ^ ^^^^^"enabled":^true,^ ^^^^^"trigger":^{^ ^^^^^^^"triggerType":^"CompletedEvent",^ ^^^^^^^"args":^{^ ^^^^^^^^^"eventId":^2^ ^^^^^^"action":^{^ ^^^^^^^"actionType":^"PlayAnyOfSoundURLs",^ ^^^^^^^"args":^{^ ^ ^^^^^^^^^"soundList":^[^ ^^^^^^^^^^^{^ ^^^^^^^^^^^^^"url":^ "https: / / cdn.freesound.org / previews / 704 / 704965_15251455^lq.mp3",^ ^^^^^^^^^^^^^"durationMs":^2115^ ^^^^^^^^^^^^^^"url":^ "https: / / cdn.freesound.org / previews / 704 / 704965_15251455^lq.mp3",^ ^^^^^^^^^^^^^"durationMs":^10143^ ^^^^^^^^^^]^Page^81^of^94^Docket^No.^LMODP003WO^^^^{^ ^^^^^"id":^5,^ ^ ^^^^^"repeatable":^false,^ ^^^^^"enabled":^true,^ ^^^^^"trigger":^{^ ^^^^^^^"triggerType":^"CompletedEvent",^ ^^^^^^^"args":^{^ ^ ^^^^^^^^^"eventId":^4^^^^^^"action":^{^ ^^^^^^^"actionType":^"Say",^ ^ ^^^^^^^"args":^{^ ^^^^^^^^^"sentence":^"Yay!",^ ^^^^^^^^^"actor":^{^ ^^^^^^^^^^^"name":^"Emily"^ ^^^^^^^^^}^ ^ ^^^^^^^}^ ^^^^^}^ ^^^},^ ^^^{^ ^^^^^"id":^6,^ ^ ^^^^^"repeatable":^false,^ ^^^^^"enabled":^true,^ ^^^^^"trigger":^{^ ^^^^^^^"triggerType":^"CompletedEvent",^ ^^^^^^^"args":^{^ ^ ^^^^^^^^^"eventId":^5^ ^^^^^^^}^Page^82^of^94^Docket^No.^LMODP003WO^ ^^^^^"action":^{^ ^^^^^^^"actionType":^"EndMOD",^ ^^^^^^^"args":^{}^}^ ^

[0345] Figure^30^ illustrates^a^diagram^of^an^ecosystem^3000^ for^providing^a^ ^ three^dimensional^ interactive^ virtual^ environment,^ configured^ in^ accordance^ with^ one^ or^ more^ embodiment.^ For^ the^ purpose^ of^ exposition,^ a^ three^ dimensional^interactive^virtual^environment^is^referred^to^in^Figure^30^as^a^MOD.^

[0346] In^ some^ embodiments,^ an^ interactive^ three^dimensional^ virtual^ environment^3008^can^be^watched,^played,^or^interacted^with^via^a^user^interface^ ^ at^a^client^machine^3010.^The^interactive^three^dimensional^virtual^environment^ 3008^can^be^created^via^an^artificial^ intelligence^environment^creation^process^ 3004.^ Additional^ details^ regarding^ the^ creation^ process^ 3004^ are^ discussed^ throughout^the^application^as^filed,^for^ instance^with^respect^to^the^flow^2900^ shown^in^Figure^29.^ ^

[0347] In^ some^ embodiments,^ a^meta^ interactive^ three^dimensional^ virtual^ environment^ refinement^ process^ 3002^may^ be^ used^ to^ refine^ an^ interactive^ three^dimensional^virtual^environment^via^reinforcement^ learning^with^human^ feedback^ (RLHF).^ For^example,^ the^meta^ interactive^ three^dimensional^ virtual^ environment^ refinement^process^3002^may^ receive^as^ input^watch,^play,^and^ ^ interaction^paths^3018^that^are^generated^via^the^client^machine^interface^3010.^ As^another^example,^the^meta^interactive^three^dimensional^virtual^environment^ refinement^ process^ 3002^may^ receive^ as^ input^ the^ current^ prompt^ from^ the^ existing^ the^ interactive^ three^dimensional^virtual^environment^at^3014.^As^yet^ another^example,^ the^meta^ interactive^ three^dimensional^virtual^environment^ ^ refinement^process^3002^may^receive^as^input^one^or^more^paths^3012^generated^ by^a^dedicated^creation^ / ^modification^interface^3006^for^directly^modifying^the^ interactive^three^dimensional^virtual^environment.^As^still^another^example,^the^ Page^83^of^94^Docket^No.^LMODP003WO^ meta^ interactive^ three^dimensional^ virtual^ environment^ refinement^ process^ 3002^ may^ receive^ as^ input^ detailed^ analytics^ on^ the^ performance^ of^ the^ interactive^three^dimensional^virtual^environment.^^

[0348] In^some^embodiments,^such^input^can^be^accompanied^by^loss^function^^ output^for^a^path^indicating,^for^instance,^which^paths^are^more^or^less^preferred.^ The^ loss^ function^may^be^ similar^or^ identical^ to^ that^used^ for^ the^path^ large^ language^model.^

[0349] According^to^various^embodiments,^Figure^30^illustrates^a^configuration^in^ which^ input^content^ (e.g.,^text,^ image,^sound,^and / or^video)^may^be^received^and^^ used^to^create^an^interactive^three^dimensional^virtual^environment.^The^interactive^ three^dimensional^virtual^environment^can^be^repetitively^refined^to^create^updated^ (e.g.,^better)^interactive^three^dimensional^virtual^environments.^Input^for^refining^ the^interactive^three^dimensional^virtual^environment^may^be^received^from^a^user^ who^generated^the^interactive^three^dimensional^virtual^environment,^from^another^^ user^ accessing^ the^ interactive^ three^dimensional^ virtual^ environment^ via^ the^ internet,^and / or^other^ sources^ (e.g.,^a^ robot^or^autonomous^actor^navigating^ the^ interactive^three^dimensional^virtual^environment).^^

[0350] In^some^embodiments,^the^output^of^the^refinement^process^may^include^ updated^ prompts^ used^ to^ create^ the^ three^dimensional^ virtual^ environment.^ By^^ executing^ these^ prompts,^ the^ refinement^may^ be^ reflected^ in^ the^ script^ of^ the^ interactive^ three^dimensional^virtual^environment,^ in^ the^actions^of^agents^within^ the^interactive^three^dimensional^virtual^environment,^or^in^any^other^aspect^of^the^ interactive^three^dimensional^virtual^environment.^^

[0351] In^some^embodiments,^the^refinement^process^may^involve^fine^tuning^of^a^^ generative^ language^ model^ underlying^ the^ generation^ of^ the^ interactive^ three^ dimensional^virtual^environment.^For^instance,^one^or^more^weights^may^be^adjusted^ to^ cause^ a^ large^ language^ model^ to^ generate^ a^ different^ interactive^ three^ dimensional^virtual^environment^for^the^same^prompt.^In^some^embodiments,^the^ generative^ language^model^may^be^ refined^ in^ combination^with^ revisions^ to^ the^^ prompt.^^ Page^84^of^94^Docket^No.^LMODP003WO^

[0352] In^ some^ embodiments,^ the^ meta^ interactive^ three^dimensional^ virtual^ environment^refinement^process^3002^may^include^an^autotest^agent.^The^autotest^ agent^may^employ^ a^ set^of^ test^media^ inputs^ to^determine^whether^ an^updated^ interactive^three^dimensional^virtual^environment^is^improved^relative^to^the^same^^ loss^ function.^ The^ changes^ may^ be^ accepted^ if^ an^ improvement^ is^ detected.^ Otherwise^the^changes^may^be^discarded.^

[0353] In^ some^ embodiments,^ the^ meta^ interactive^ three^dimensional^ virtual^ environment^ refinement^ process^ 3002^ may^ be^ used^ to^ repeatedly^ update^ the^ interactive^three^dimensional^virtual^environment^over^time.^The^interactive^three^^ dimensional^ virtual^ environment^may^ continue^ to^ be^ updated^ until^ a^ triggering^ condition^is^met.^For^example,^the^interactive^three^dimensional^virtual^environment^ may^ continue^ to^ be^ updated^ until^ a^ user^ indicates^ that^ the^ interactive^ three^ dimensional^virtual^environment^ is^ finalized.^As^another^example,^ the^ interactive^ three^dimensional^ virtual^environment^may^ continue^ to^be^updated^until^ further^^ refinement^does^not^yield^significant^improvement.^

[0354] Figure^31^illustrates^a^diagram^of^an^ecosystem^3100^for^providing^a^three^ dimensional^interactive^virtual^environment,^configured^in^accordance^with^one^or^ more^ embodiment.^ In^ many^ respects,^ the^ ecosystem^ 3100^ is^ the^ same^ as^ the^ ecosystem^3000^shown^ in^Figure^30.^However,^ in^Figure^31,^an^ interactive^ three^^ dimensional^virtual^environment^may^be^further^improved^by^one^or^more^experts^ via^ an^ advanced^ interactive^ three^dimensional^ virtual^ environment^ refinement^ process^3102.^

[0355] In^some^embodiments,^the^advanced^interactive^three^dimensional^virtual^ environment^refinement^process^3102^may^be^used^to^refine^a^plan^or^story^that^has^^ proven^to^be^highly^effective.^For^instance,^a^plan^or^story^may^be^used^to^generate^ a^highly^engaging^three^dimensional^virtual^environment^or^a^highly^effective^script^ for^a^ robot^agent.^For^example,^an^expert^may^ refine^a^ three^dimensional^virtual^ environment^by^changing^ the^ inputs^ in^one^or^more^stages^of^creating^ the^ three^ dimensional^virtual^environment^as^discussed^with^respect^to^the^flow^illustrated^in^^ Figure^29.^ Page^85^of^94^Docket^No.^LMODP003WO^

[0356] In^ some^ embodiments,^ an^ expert^may^ provide^ human^ feedback^ to^ the^ three^dimensional^ virtual^ environment^ generation^process.^ This^human^ feedback^ may^aid^in^creating^three^dimensional^virtual^environments^that^score^better^under^ the^loss^function.^The^interactions^may^be^captured^in^the^creation^path.^ ^

[0357] In^ some^ embodiments,^ the^ system^may^ support^ such^ expert^ interaction^ while^at^the^same^time^providing^a^simpler^version^of^the^creation^process^at^3004^ that^ is^ more^ accessible^ to^ non^expert^ users.^ Thus,^ a^ three^dimensional^ virtual^ environment^may^be^created^and / or^refined^based^on^input^from^one^or^more^non^ expert^creators,^one^or^more^expert^creators,^and / or^potentially^many^end^users^^ interacting^with^the^three^dimensional^virtual^environment.^Input^from^any^or^all^of^ these^users^may^be^captured^in^the^modifying^path.^ ^ ^ 7.^Conclusion^

[0358] In^the^foregoing^specification,^various^techniques^and^mechanisms^may^^ have^been^described^in^singular^form^for^clarity.^However,^it^should^be^noted^that^ some^ embodiments^ include^ multiple^ iterations^ of^ a^ technique^ or^ multiple^ instantiations^of^a^mechanism^unless^otherwise^noted.^For^example,^a^system^ uses^a^processor^in^a^variety^of^contexts^but^can^use^multiple^processors^while^ remaining^within^ the^scope^of^ the^present^disclosure^unless^otherwise^noted.^^ Similarly,^ various^ techniques^ and^mechanisms^ may^ have^ been^ described^ as^ including^a^connection^between^two^entities.^However,^a^connection^does^not^ necessarily^mean^a^direct,^unimpeded^connection,^as^a^variety^of^other^entities^ (e.g.,^bridges,^controllers,^gateways,^etc.)^may^reside^between^the^two^entities.^^

[0359] In^the^foregoing^specification,^reference^was^made^in^detail^to^specific^^ embodiments^ including^one^or^more^of^ the^best^modes^contemplated^by^ the^ inventors.^While^various^implementations^have^been^described^herein,^it^should^ be^understood^that^they^have^been^presented^by^way^of^example^only,^and^not^ limitation.^For^example,^some^techniques^and^mechanisms^are^described^herein^ in^ the^ context^ of^ short,^ interactive^ videos.^ However,^ the^ techniques^ of^ the^^ present^ invention^ apply^ to^ a^ wide^ variety^ of^ video^ applications.^ Particular^ embodiments^may^be^ implemented^without^some^or^all^of^the^specific^details^ Page^86^of^94^Docket^No.^LMODP003WO^ described^herein.^ In^other^ instances,^well^known^process^operations^have^not^ been^ described^ in^ detail^ in^ order^ not^ to^ unnecessarily^ obscure^ the^ present^ invention.^Accordingly,^the^breadth^and^scope^of^the^present^application^should^ not^be^ limited^by^any^of^the^ implementations^described^herein,^but^should^be^^ defined^only^in^accordance^with^the^claims^and^their^equivalents.^ ^ Page^87^of^94^

Claims

Docket^No.^LMODP003WO^ CLAIMS^ 1.^A^computing^system^comprising:^^ a^communication^interface^configured^to^receive^from^a^first^client^machine^ a^natural^language^description^of^a^three^dimensional^environment;^ ^ a^ path^ embedding^ generator^ configured^ to^ determine^ a^ path^ language^ representation^of^a^three^dimensional^virtual^environment^based^on^the^natural^ language^description^and^via^a^large^language^model^interface,^the^path^language^ representation^being^generated^in^accordance^with^a^path^language^definition,^ the^ path^ language^ representation^ including^ one^ or^more^ entities^ to^ include^^ within^ the^ three^dimensional^ virtual^ environment,^ an^ entity^ of^ the^ entities^ including^a^three^dimensional^model^of^the^entity^and^an^entity^animation^rig^for^ animating^ the^ entity,^ the^ path^ language^ representation^ including^ a^ script^ governing^behavior^of^the^one^or^more^entities,^the^script^including^one^or^more^ events,^an^event^of^the^one^or^more^events^including^a^triggering^condition^for^^ triggering^the^event^and^an^action^to^perform^upon^the^triggering^condition^being^ satisfied,^ the^ event^ corresponding^ to^ a^ verb^object^within^ the^path^ language^ definition,^the^entity^corresponding^to^an^entity^object^within^the^path^language^ definition;^and^ a^ storage^ system^ configured^ to^ store^ configuration^ information^ for^ the^^ three^dimensional^ virtual^ environment^ and^ to^ provide^ the^ three^dimensional^ virtual^ environment^ for^ transmission^ to^ and^ presentation^ at^ a^ second^ client^ machine^via^the^Internet^upon^request.^^ ^ 2.^ The^ computing^ system^ recited^ in^ claim^ 1,^ wherein^ the^ natural^ language^^ description^ includes^one^or^more^emoji,^wherein^an^emoji^of^the^one^or^more^ emoji^corresponds^with^the^entity,^the^entity^being^determined^by^a^generative^ language^model^based^on^the^emoji.^^ ^ 3.^ The^ computing^ system^ recited^ in^ claim^ 1^ or^ claim^ 2,^wherein^ the^ natural^^ language^description^includes^one^or^more^emoji,^wherein^an^emoji^of^the^one^ or^more^ emoji^ corresponds^with^ the^ verb,^ the^ verb^ being^ determined^ by^ a^ generative^language^model^based^on^the^emoji.^ Page^88^of^94^Docket^No.^LMODP003WO^ ^ 4.^The^computing^system^recited^in^any^of^claim^1^through^claim^3,^wherein^the^ path^embedding^generator^includes^an^agentic^pipeline^that^includes^a^plurality^ of^ generative^ language^ model^ agents,^ each^ of^ the^ plurality^ of^ generative^^ language^model^agents^being^configured^ to^generate^natural^ language^output^ text^based^on^natural^language^input^text.^ ^ 5.^The^computing^system^recited^in^any^of^claim^1^through^claim^4,^wherein^an^ emoji^of^ the^one^or^more^emoji^corresponds^with^a^modifier^within^ the^path^^ language^definition,^and^wherein^the^path^language^representation^includes^the^ modifier.^ ^ 6.^The^computing^system^recited^in^any^of^claim^1^through^claim^5,^wherein^the^ verb^is^associated^with^a^three^dimensional^rigid^movement^through^space,^and^^ wherein^ presentation^ of^ the^ three^dimensional^ virtual^ environment^ at^ the^ second^ client^machine^ includes^movement^ of^ the^ entity^ through^ the^ three^ dimensional^ virtual^ environment^ in^ a^manner^ corresponding^with^ the^ three^ dimensional^rigid^movement^through^space.^ ^ ^ 7.^The^computing^system^recited^in^any^of^claim^1^through^claim^6,^wherein^the^ natural^ language^description^ includes^an^entity^description^portion^describing^ the^entity,^and^wherein^the^path^embedding^generator^is^configured^to^search^an^ entity^database^to^identify^the^entity^based^on^the^entity^description^portion.^ ^ ^ 8.^The^computing^system^recited^in^claim^7,^wherein^the^animation^rig^includes^a^ plurality^of^ joints^and^a^plurality^of^regions^connecting^the^ joints,^and^wherein^ the^verb^is^associated^with^an^animation^definition^defining^an^animation^based^ on^movement^of^the^plurality^of^joints,^and^wherein^presentation^of^the^three^ dimensional^ virtual^ environment^ at^ the^ second^ client^ machine^ includes^^ animation^of^the^entity^in^accordance^with^the^animation^definition.^ ^ Page^89^of^94^Docket^No.^LMODP003WO^ 9.^The^computing^system^recited^in^claim^8,^wherein^the^animation^rig^is^specific^ to^the^entity.^ ^ 10.^ The^ computing^ system^ recited^ in^ claim^ 8,^wherein^ the^ animation^ rig^ is^ a^^ default^ animation^ rig^ that^ is^ scaled^ to^ a^ size^ corresponding^with^ the^ three^ dimensional^model^of^the^entity.^^ ^ 11.^The^computing^system^recited^in^any^of^claim^1^through^claim^10,^wherein^ the^natural^language^description^includes^a^verb^description^portion^describing^^ the^verb,^and^wherein^the^path^embedding^generator^is^configured^to^search^a^ verb^database^to^identify^the^verb^based^on^the^verb^description^portion.^ ^ 12.^The^computing^system^recited^in^any^of^claim^1^through^claim^11,^wherein^ the^ three^dimensional^ virtual^ environment^ includes^ a^ background^ setting^^ providing^ a^ visual^ representation^ of^ a^ background^ region^ of^ the^ three^ dimensional^virtual^environment.^^ ^ 13.^A^method^comprising:^^ receiving^ from^ a^ first^ client^machine^ a^natural^ language^description^of^ a^^ three^dimensional^environment^via^a^communication^interface;^ determining^a^path^language^representation^of^a^three^dimensional^virtual^ environment^at^a^path^embedding^generator^including^a^hardware^processor,^the^ path^language^representation^being^determined^based^on^the^natural^language^ description^ and^ via^ a^ large^ language^ model^ interface,^ the^ path^ language^^ representation^being^generated^in^accordance^with^a^path^language^definition,^ the^ path^ language^ representation^ including^ one^ or^more^ entities^ to^ include^ within^ the^ three^dimensional^ virtual^ environment,^ an^ entity^ of^ the^ entities^ including^a^three^dimensional^model^of^the^entity^and^an^entity^animation^rig^for^ animating^ the^ entity,^ the^ path^ language^ representation^ including^ a^ script^^ governing^behavior^of^the^one^or^more^entities,^the^script^including^one^or^more^ events,^an^event^of^the^one^or^more^events^including^a^triggering^condition^for^ triggering^the^event^and^an^action^to^perform^upon^the^triggering^condition^being^ Page^90^of^94^Docket^No.^LMODP003WO^ satisfied,^ the^ event^ corresponding^ to^ a^ verb^object^within^ the^path^ language^ definition,^the^entity^corresponding^to^an^entity^object^within^the^path^language^ definition;^and^ storing^ on^ a^ storage^ system^ configuration^ information^ for^ the^ three^^ dimensional^virtual^environment;^and^ providing^the^three^dimensional^virtual^environment^for^transmission^to^and^ presentation^at^a^second^client^machine^via^the^Internet^upon^request.^ ^ 14.^The^method^recited^in^claim^13,^wherein^the^verb^is^associated^with^a^three^^ dimensional^ rigid^movement^ through^ space,^and^wherein^presentation^of^ the^ three^dimensional^ virtual^ environment^ at^ the^ second^ client^machine^ includes^ movement^of^the^entity^through^the^three^dimensional^virtual^environment^in^a^ manner^ corresponding^ with^ the^ three^dimensional^ rigid^ movement^ through^ space.^ ^ ^ 15.^The^method^recited^ in^claim^13^or^claim^14,^wherein^the^natural^ language^ description^ includes^ an^ entity^ description^ portion^ describing^ the^ entity,^ and^ wherein^ the^ path^ embedding^ generator^ is^ configured^ to^ search^ an^ entity^ database^to^identify^the^entity^based^on^the^entity^description^portion,^wherein^^ the^ animation^ rig^ includes^ a^ plurality^ of^ joints^ and^ a^ plurality^ of^ regions^ connecting^ the^ joints,^ and^wherein^ the^ verb^ is^ associated^with^ an^ animation^ definition^defining^an^animation^based^on^movement^of^the^plurality^of^ joints,^ and^wherein^presentation^of^the^three^dimensional^virtual^environment^at^the^ second^client^machine^ includes^animation^of^the^entity^ in^accordance^with^the^^ animation^definition.^ ^ 16.^The^method^recited^in^any^of^claim^13^through^claim^15,^wherein^the^natural^ language^description^includes^one^or^more^emoji,^and^wherein^the^path^language^ representation^is^determined^based^at^least^in^part^on^the^one^or^more^emoji.^^ ^ 17.^A^system^comprising:^^ Page^91^of^94^Docket^No.^LMODP003WO^ means^ for^ receiving^ from^ a^ first^ client^ machine^ a^ natural^ language^ description^of^a^three^dimensional^environment^via^a^communication^interface;^ means^ for^ determining^ a^ path^ language^ representation^ of^ a^ three^ dimensional^ virtual^ environment^ at^ a^ path^ embedding^ generator^ including^ a^^ hardware^processor,^the^path^language^representation^being^determined^based^ on^the^natural^language^description^and^via^a^large^language^model^interface,^the^ path^ language^ representation^ being^ generated^ in^ accordance^ with^ a^ path^ language^definition,^ the^path^ language^ representation^ including^one^or^more^ entities^to^include^within^the^three^dimensional^virtual^environment,^an^entity^of^^ the^ entities^ including^ a^ three^dimensional^model^ of^ the^ entity^ and^ an^ entity^ animation^ rig^ for^ animating^ the^ entity,^ the^ path^ language^ representation^ including^ a^ script^ governing^ behavior^ of^ the^ one^ or^more^ entities,^ the^ script^ including^one^or^more^events,^an^event^of^the^one^or^more^events^ including^a^ triggering^condition^for^triggering^the^event^and^an^action^to^perform^upon^the^^ triggering^ condition^being^ satisfied,^ the^event^ corresponding^ to^a^verb^object^ within^the^path^language^definition,^the^entity^corresponding^to^an^entity^object^ within^the^path^language^definition;^and^ means^ for^ storing^on^a^ storage^ system^ configuration^ information^ for^ the^ three^dimensional^virtual^environment;^and^ ^ means^ for^ providing^ the^ three^dimensional^ virtual^ environment^ for^ transmission^ to^and^presentation^at^a^ second^ client^machine^via^ the^ Internet^ upon^request.^ ^ 18.^The^system^recited^in^claim^17,^wherein^the^verb^is^associated^with^a^three^^ dimensional^ rigid^movement^ through^ space,^and^wherein^presentation^of^ the^ three^dimensional^ virtual^ environment^ at^ the^ second^ client^machine^ includes^ movement^of^the^entity^through^the^three^dimensional^virtual^environment^in^a^ manner^ corresponding^ with^ the^ three^dimensional^ rigid^ movement^ through^ space.^ ^ ^ 19.^The^ system^ recited^ in^claim^17^or^claim^18,^wherein^ the^natural^ language^ description^ includes^ an^ entity^ description^ portion^ describing^ the^ entity,^ and^ Page^92^of^94^Docket^No.^LMODP003WO^ wherein^ the^ path^ embedding^ generator^ is^ configured^ to^ search^ an^ entity^ database^to^identify^the^entity^based^on^the^entity^description^portion,^wherein^ the^ animation^ rig^ includes^ a^ plurality^ of^ joints^ and^ a^ plurality^ of^ regions^ connecting^ the^ joints,^ and^wherein^ the^ verb^ is^ associated^with^ an^ animation^^ definition^defining^an^animation^based^on^movement^of^the^plurality^of^ joints,^ and^wherein^presentation^of^the^three^dimensional^virtual^environment^at^the^ second^client^machine^ includes^animation^of^the^entity^ in^accordance^with^the^ animation^definition.^ ^ ^ 20.^The^system^recited^in^any^of^claim^17^through^claim^19,^wherein^the^natural^ language^description^includes^one^or^more^emoji,^and^wherein^the^path^language^ representation^is^determined^based^at^least^in^part^on^the^one^or^more^emoji.^ ^ ^ ^ ^ ^ Page^93^of^94^

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