Overview
Magenerative agents ndiwo mavara eAI anofambiswa nemhando dzemitauro dzinorangarira, kuronga, uye kuita sevanhu vanotendwa. Vakaiswa pamwechete munyika inofananidzirwa, vanoumba nzanga diki umo hunhu hwemagariro hunobuda hwega.
Generative Agents uye Simulated Societies chivakwa chehunyanzvi chinobata mhando yemhando, mutengo wezvivakwa, latency, uye kuvimbika pachiyero.
Deep Dive
Mu2023 Stanford ne Google chirongwa chinonzi Smallville, vaongorori vakaisa vamiririri makumi maviri nevashanu vaifambiswa neGPT-3.5 mudhorobha rejecha uye vakavatarisa vachiita senharaunda. Mumwe nemumwe mumiririri aive nekapfupi biography uye akamuka, akabika kudya kwemangwanani, akaenda kubasa, ndokutaura nevavakidzani. Sezvineiwo, maitiro akange asina kunyorwa. Mumwe mumiririri akafunga kukanda bato reZuva raValentine, uye kwemazuva maviri akateedzana kukokwa kwakapararira nemuromo, vamiririri vakaronga nguva, uye vakati wandei vakaratidzira pamwechete. Iyo dhizaini inosanganisa ndangariro rwizi, kudzoreredza, kufungisisa, uye kuronga, saka vamiririri vanoita zvinogara kwenguva refu pane kukanganwa zvakaitika maminetsi apfuura.
Technical Insight
Iwo musimboti hunyengeri ndeyekurangarira rwizi: refu, yakadhindwa logi yezvese zvinoonekwa nemumiririri. Kuti aite, mumiririri anotora ndangariro dzakakodzera dzakapihwa neazvino, kukosha, uye kufanana nemamiriro azvino, obva adzidyisa mumutauro wemodhi yekukurumidza. Matanho ekufungisisa nguva nenguva anopfupikisa ndangariro dzakasvibira kuva ruzivo rwepamusoro-soro (semuenzaniso, zvichireva kuti mumwe munhu ane shungu netsvagurudzo), izvo zvinodzoserwa kumashure uye zvinotungamira kuronga kweramangwana nenhaurirano.
Mastering Generative Agents uye Simulated Sosaiti
Magenerative agents ndiwo mavara eAI anofambiswa nemhando dzemitauro dzinorangarira, kuronga, uye kuita sevanhu vanotendwa. Vakaiswa pamwechete munyika inofananidzirwa, vanoumba nzanga diki umo hunhu hwemagariro hunobuda hwega. Generative Agents uye Simulated Societies chivakwa chehunyanzvi chinobata mhando yemhando, mutengo wezvivakwa, latency, uye kuvimbika pachiyero. Kuvaka kunzwisisa kwakadzama, tora Generative Agents uye Simulated Societies semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvinodiwa, kujekesa fungidziro, uye patsanura izvo system inogona kuita nekuvimbika kubva kune izvo zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa Generative Agents uye Simulated Societies zvinogonesa zvivakwa, data, uye sarudzo dzezvivakwa zvinopesana nekuvimbika uye mutengo. Ivo vanonyora zvakajeka maitiro ebudiriro, bvunzo vachipokana ne data rechokwadi uye mafambiro ebasa, uye iterate zvichibva pane zvakacherechedzwa maitiro ekutadza kwete kuhwina-nguva imwe chete yebhenji. Apa ndipo apo kunzwisisa kwe theoretical kunoshanduka kuve kugona kwakasimba pane chigadzirwa, mutemo, uye mashandiro.
Zvisarudzo zvezvivakwa zvinotyaira kuita uye mutengo wekushandisa kwemakore. Panguva imwecheteyo, Kukwirisa imwe bhenji kunogona kuvanza yakafara system kushaya simba. Nzira yakatsiga ndeyekubatanidza kukurumidza kuyedza nekutonga: mhanyisa vatyairi vendege, tora humbowo, buritsa matanda esarudzo, uye urambe uchivandudza chengetedzo semaitiro emuenzaniso, zvinotarisirwa nemushandisi, uye zvinodikanwa zvekutonga.
Strategic Impact
Zvisarudzo zvezvivakwa zvinotyaira kuita uye mutengo wekushandisa kwemakore.
Zvisarudzo zvezvivakwa zvinotyaira kuita uye mutengo wekushandisa kwemakore. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Dzidzo yehunyanzvi inobatsira zvikwata kusarudza murwi wakakodzera, kwete iwo mutsva chete.
Dzidzo yehunyanzvi inobatsira zvikwata kusarudza murwi wakakodzera, kwete iwo mutsva chete. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Sarudzo dzeinjiniya dziri nani dzinoderedza zviitiko zvekuvimbika mukugadzira.
Sarudzo dzeinjiniya dziri nani dzinoderedza zviitiko zvekuvimbika mukugadzira. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Real-World Implementation
Stanford's Smallville simulation uko 25 vamiririri vakazvimiririra vakaronga uye vakaenda kumabiko eZuva reValentine
Inotendwa, inofambiswa nendangariro NPCs mumitambo yemavhidhiyo inorangarira kupindirana kwevatambi vekare uye kubata magumbu kana hushamwari.
Synthetic inotarisa mapoka anotamba-tamba akasiyana-siyana evatengi kufanoedza mameseji ekushambadzira kana zvigadzirwa
Kudzidzira simulators uko AI madhorobha anotambira kune zvisarudzo zvemudzidzi panguva yenjodzi-mhinduro kana diplomacy kurovedza.
Maitiro Ekuita
Generative Agents uye Simulated Sosaiti mukuita
Stanford's Smallville simulation uko 25 vamiririri vakazvimiririra vakaronga uye vakaenda kumabiko eZuva reValentine.
Stanford's Smallville simulation uko vamiririri makumi maviri nevashanu vakaronga vakazvimirira uye kuenda kumabiko eZuva reValentine Matimu anowanzo kuwana mhedzisiro iri nani kana vatsanangura hunhu hwepamberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
Generative Agents uye Simulated Sosaiti mukuita
Zvinotendwa, maNPC anofambiswa nendangariro mumitambo yemavhidhiyo anorangarira kudyidzana kwevatambi vekare uye akabata magumbu kana hushamwari.
Zvinotendwa, maNPC anofambiswa nendangariro mumitambo yemavhidhiyo anorangarira kudyidzana kwevatambi vekare uye kubata mafi kana hushamwari Matimu anowanzo kuwana mibairo iri nani kana achinge atsanangura zvikumbaridzo zvemhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Generative Agents uye Simulated Sosaiti mukuita
Synthetic inotarisa mapoka anotamba-tamba akasiyana-siyana evatengi kufanoedza mameseji ekushambadzira kana zvigadzirwa.
Synthetic inotarisa mapoka ayo anotamba-kutamba akasiyana-siyana evatengi mameseji ekutanga kuyedza mameseji ekushambadzira kana zvigadzirwa zvechigadzirwa Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Generative Agents uye Simulated Sosaiti mukuita
Kudzidzira masimulator uko maAI madhorobha anoita sarudzo dzemudzidzi panguva yenjodzi-mhinduro kana dhipuroma.
Kudzidzira masimulator uko maAI madhorobha anoita sarudzo dzemudzidzi panguva yenjodzi-mhinduro kana dhipatimendi Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Njodzi & Guardrails
Kugadzirisa imwe bhenji kunogona kuvanza yakafara system kushaya simba.
Infrastructure uye mari yekugadzirisa inowanzotarisirwa pasi.
Chengetedzo uye kucherechedzwa mapundu anogona kukura sezvo masisitimu anowedzera kuoma.
Implementation Roadmap
Tsanangura latency, mhando, uye mutengo zvinangwa usati waitwa.
Tsanangura latency, mhando, uye mutengo zvinangwa usati waitwa. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Benchmark pasi pechokwadi mutoro uye data mamiriro.
Benchmark pasi pechokwadi mutoro uye data mamiriro. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Chishandiso chekutarisa zvikanganiso, kudonha, uye mushandisi maitiro.
Chishandiso chekutarisa zvikanganiso, kudonha, uye mushandisi maitiro. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Gadzirira nzira dzekudzosera kumashure uye dzezviitiko usati wawedzera.
Gadzirira nzira dzekudzosera kumashure uye dzezviitiko usati wawedzera. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.