Overview
ReAct (Kurangarira uye Kuita) idhizaini patani apo AI modhi inopindirana nhanho-ne-nhanho kufunga nekuita kongiri senge maturusi ekufona kana kutsvaga. Izvo zvine basa nekuti zvinoita kuti mhando dzemitauro dzigadzirise matambudziko mazhinji-nhanho uye kudzika mhinduro dzadzo muruzivo rwechokwadi, rwechizvino-zvino pane kufungidzira.
ReAct Agent Pateni inotarisa pane inoshanda kuendesa: kushandura modhi kugona kuita yakavimbika yemazuva ese workflows inopa kukosha kunoyerwa.
Deep Dive
Yakaunzwa mune 2022 bepa rekutsvagisa, ReAct inosanganisa mazano maviri aimboshandiswa zvakasiyana: ketani-ye-kufunga kufunga (iyo modhi 'inofunga zvinonzwika') uye kushandisa chishandiso (muenzaniso unotora zviito). Mune ReAct loop, modhi inogadzira Pfungwa inotsanangura hurongwa hwayo, Chiito chakadai semubvunzo wekutsvaga kana API kufona, uye wozogamuchira Observation, mhedzisiro yechiito ichocho. Inodzokorora iyi Kufunga-Chiito-Kuona kutenderera, ichivandudza kufunga kwayo sezvo ruzivo rutsva rwasvika, kusvika rwakwanisa kupa mhinduro yekupedzisira. Uku kupindirana kunoita kuti modhi isarudze zvachiri kuda kuziva uye kuenda kunoitora. ReAct yakave hwaro hwepurani yemazuva ano eAI vamiririri uye inosimbisa akawanda ejenti masisitimu anoshandiswa kuvaka vabatsiri vanobhurawuza, kubvunza dhatabhesi, uye kushandisa software.
Technical Insight
ReAct inowanzo shandiswa kuburikidza nekurudziro: modhi inoratidzwa chimiro uye inoburitsa mavara senge 'Yafungwa: ...', 'Chiito: tsvaga[mubvunzo]', uyezve sisitimu yoparura chiito, ichimhanyisa chishandiso chaicho, uye inodzosera 'Observation: ...'. Nekuti nzira dzekufunga dzinopindirana nekutarisa kwakadzika, modhi inogona kugadzirisa kosi uye kuderedza kurongeka kana ichienzaniswa neyakachena ketani-ye-pfungwa. Iyo loop inoenderera kusvika modhi yaburitsa 'Pedzisa' chiito nemhinduro yayo, ine nhanho yenhanho inochengetedza zvishwe zvisingaperi.
Mastering ReAct Agent Pateni
ReAct (Kurangarira uye Kuita) idhizaini patani apo AI modhi inopindirana nhanho-ne-nhanho kufunga nekuita kongiri senge maturusi ekufona kana kutsvaga. Izvo zvine basa nekuti zvinoita kuti mhando dzemitauro dzigadzirise matambudziko mazhinji-nhanho uye kudzika mhinduro dzadzo muruzivo rwechokwadi, rwechizvino-zvino pane kufungidzira. ReAct Agent Pateni inotarisa pane inoshanda kuendesa: kushandura modhi kugona kuita yakavimbika yemazuva ese workflows inopa kukosha kunoyerwa. Kuti uvake kunzwisisa kwakadzama, bata ReAct Agent Pateni semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvaunoda, tsanangura fungidziro, uye patsanura izvo zvinogona kuitwa nehurongwa hwakavimbika kubva kune zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa ReAct Agent Pateni zvinotarisa pamibairo yekufambiswa kwebasa, kwete mademo emuenzaniso, uye tsanangura nzvimbo dzekutarisa dzevanhu kare. 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.
Kushandisa-level dhizaini inosarudza kana AI inovandudza mhedzisiro chaiyo. Panguva imwecheteyo, Kuita otomatiki nzira yakaputsika inogona kuwedzera matambudziko aripo. 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
Kushandisa-level dhizaini inosarudza kana AI inovandudza mhedzisiro chaiyo.
Kushandisa-level dhizaini inosarudza kana AI inovandudza mhedzisiro chaiyo. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Yakanaka workflow kusanganisa inogadzira budiriro inowanikwa vashandisi vanogona kuvimba.
Yakanaka workflow kusanganisa inogadzira budiriro inowanikwa vashandisi vanogona kuvimba. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Makesi ekushandisa akakwenenzverwa anoderedza kupera kuneta uye njodzi yekushandisa.
Makesi ekushandisa akakwenenzverwa anoderedza kupera kuneta uye njodzi yekushandisa. 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
Mubatsiri anopindura mibvunzo anosecha pawebhu, overenga zvawanikwa, okwenenzvera zvawabvunza, uye otsvaga zvakare asati apindura mubvunzo une zvikamu zvakawanda.
Mutengi-rutsigiro mumiriri anokonzeresa nezve nyaya yemushandisi, anodaidza odha-yekutarisa API, anoona mamiriro eodha, obva afunga kana achidzosera mari.
Mushandi wekukodha anoverenga meseji yekukanganisa, anosarudza kuti ndeipi faira yekuongorora, anomhanyisa murairo, anoona zvakabuda, uye anodzokorora kusvika bvunzo dzapfuura.
Iyo data yekuongorora bot inodudzira mubvunzo, inobvunza dhatabhesi, inoona mitsara yakadzoswa, uye zvikonzero zvekuti mumwe mubvunzo unodiwa.
Maitiro Ekuita
ReAct Agent Pateni mukuita
Mubatsiri anopindura mibvunzo anosecha pawebhu, overenga zvawanikwa, okwenenzvera zvawabvunza, uye otsvaga zvakare asati apindura mubvunzo une zvikamu zvakawanda.
Mubatsiri anopindura mibvunzo anotsvaga pawebhu, anoverenga mhedzisiro, anonatsa muvhunzo wayo, uye otsvaga zvakare asati apindura mubvunzo une-chikamu chechokwadi Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura hunhu hwepamberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
ReAct Agent Pateni mukuita
Mutengi-rutsigiro mumiriri anokonzeresa nezve nyaya yemushandisi, anodaidza odha-yekutarisa API, anoona mamiriro eodha, obva afunga kana achidzosera mari.
Mutengi-anotsigira mumiriri anokonzeresa nezve nyaya yemushandisi, anodaidza API yekurongeka, anoona mamiriro eodha, obva afunga kana kudzorera mari Matimu anowanzo kuwana mibairo iri nani kana achinge atsanangura zvikumbaridzo zvemhando yepamusoro kumberi, chengeta nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
ReAct Agent Pateni mukuita
Mushandi wekukodha anoverenga meseji yekukanganisa, anosarudza kuti ndeipi faira yekuongorora, anomhanyisa murairo, anoona zvakabuda, uye anodzokorora kusvika bvunzo dzapfuura.
Mushandi wekukodha anoverenga meseji yekukanganisa, anosarudza kuti faira ripi rekuongorora, anomhanyisa murairo, anoona zvabuda, uye anodzokorora kusvika bvunzo dzapfuura Matimu anowanzo kuwana mibairo iri nani kana atsanangura zvikumbaridzo zvemhando kumberi, chengeta nzira yekukwira kwevanhu yemakesi emupendero, uye tarisa zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
ReAct Agent Pateni mukuita
Iyo data yekuongorora bot inodudzira mubvunzo, inobvunza dhatabhesi, inoona mitsara yakadzoswa, uye zvikonzero zvekuti mumwe mubvunzo unodiwa.
Data yekuongorora bot inodudzira mubvunzo, inobvunza dhatabhesi, inoona mitsara yadzoserwa, uye zvikonzero zvekuti mumwe mubvunzo unodiwa Zvikwata zvinowanzowana mhedzisiro iri nani kana vachitsanangura zvikumbaridzo zvemhando kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Njodzi & Guardrails
Kuita otomatiki nzira yakaputsika inogona kukudza matambudziko aripo.
Matimu anogona kuwedzera otomatiki uye kubvisa kutonga kunodiwa kwevanhu.
Hunhu hunogona kudonha kana zvinobuda zvikasaramba zvichiongororwa.
Implementation Roadmap
Mepu mafambiro ebasa uye ratidza danho repamusoro-soro.
Mepu mafambiro ebasa uye ratidza danho repamusoro-soro. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Tsanangura nzvimbo dzekutarisa dzevanhu isati yazara otomatiki.
Tsanangura nzvimbo dzekutarisa dzevanhu isati yazara otomatiki. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Dzidzisa vashandisi pane zvinokurudzira, nzira dzekukwira, uye mhando dzemhando.
Dzidzisa vashandisi pane zvinokurudzira, nzira dzekukwira, uye mhando dzemhando. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Tevera basa-level zvabuda kuti usimbise kukosha kwakasimba.
Tevera basa-level zvabuda kuti usimbise kukosha kwakasimba. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.