Overview
Kuzviongorora pachako kunoita kuti mumiriri weAI ashoropodze zvazvinoburitsa uye zviito zvepakati pebasa, wozoongorora zvichibva pane iyo critique. Inoshandura imwe-pfuti guesser kuita sisitimu inobata uye inogadzirisa zvikanganiso zvayo.
Kuzvifungira wega muAgent Loops chivakwa chehunyanzvi chinobata mhando yemhando, mutengo wezvivakwa, latency, uye kuvimbika pachiyero.
Deep Dive
Mune agent loop, modhi yemutauro inotora zviito (maturusi ekufona, kunyora kodhi, kupindura), inoona mhinduro, uye inosarudza zvekuita zvinotevera. Kuzviongorora pachako kunowedzera danho remaune apo modhi inoongorora basa rayo razvino isati yaenderera. Magadzirirwo akaita seReflexion (2023) anoita kongiri iyi: mushure mekutadza kuyedza, mumiririri anonyora pfupiso yekutaura ('ndakanganwa kubata isina chinhu chinyorwa kesi') uye anoichengeta mundangariro, saka kuyedza kunotevera kunoiswa pachidzidzo ichocho. Self-Refine inoshandisa iyo modhi imwe chete kugadzira mhinduro uyezve kunyora mhinduro yayo kakawanda. Iyo ratidziro inogona kubva pakuenzanisa chinobuda kune chinangwa, kutarisa mhosho meseji, kana kumhanya bvunzo. Mubayiro wacho kuvimbika kwepamusoro pamabasa-matanho akawanda senge coding, webhu navigation, uye masvomhu, uko kupasa kamwe chete kunowanzotadza asi critique-and-yetry loop inobudirira.
Technical Insight
Kufungisisa kunowanzo itwa sekuwedzera kukurumidza: modhi inokumbirwa kuita semutsoropodzi pamusoro pechinyorwa chezviito zvayo, ichigadzira mhinduro yemutauro wechisikigo inozowedzerwa kune mamiriro ekuedza kunotevera. Reflexion inochengeta aya macritiques mune episodic memory buffer pane miyedzo pane kunyatso-tuner huremu, saka kudzidza kunoitika zvachose mu-context. Chiratidzo chekutyaira chiratidziro chinogona kunge chiri chekunze (bvunzo kupasa / kutadza, zvikanganiso zveturusi) kana kuzvigadzira, uye masaini ekunze anowanzo kuve akavimbika zvakanyanya.
Kudzidzira Kuzvifungira muAgent Loops
Kuzviongorora pachako kunoita kuti mumiriri weAI ashoropodze zvazvinoburitsa uye zviito zvepakati pebasa, wozoongorora zvichibva pane iyo critique. Inoshandura imwe-pfuti guesser kuita sisitimu inobata uye inogadzirisa zvikanganiso zvayo. Kuzvifungira wega muAgent Loops chivakwa chehunyanzvi chinobata mhando yemhando, mutengo wezvivakwa, latency, uye kuvimbika pachiyero. Kuti uvake kunzwisisa kwakadzama, tora Kuzvifungira muAgent Loops semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvinodikanwa, kujekesa fungidziro, uye patsanura izvo zvinogona kuitwa nehurongwa hwakavimbika kubva kune zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa Self-Reflection muAgent Loops inokwirisa 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
Mushandi wekodhi anomhanyisa bvunzo yeyuniti yakundikana, anoverenga traceback, anonyora ratidziro achicherekedza kukanganisa kwe-off-by-one, uye anonyorazve basa pane inotevera loop iteration.
Mushandi wekubhurawuza pawebhu akadzvanya chinongedzo chisiricho anoratidza pane peji yaakamhara, anoona kusapindirana nechinangwa chayo, uye kumashure kuyedza imwe link.
Mubatsiri wekutsvagisa anonyora mhinduro, oitsoropodza pazvichemo zvisina kutsigirwa, uye anodzokorodza kuti awedzere zvirevo kana kuvharira zvirevo zvisina chokwadi asati azvidzosera.
Mumiriri wekugadzirisa masvomhu anotarisa mhinduro yake yekupedzisira achipesana nedambudziko, anoona kusawirirana kweyuniti, uye anogadzirisa kuverenga pane kuendesa mhedzisiro.
Maitiro Ekuita
Kuzvifungira muAgent Loops mukuita
Mushandi wekodhi anomhanyisa bvunzo yeyuniti yakundikana, anoverenga traceback, anonyora ratidziro achicherekedza kukanganisa kwe-off-by-one, uye anonyorazve basa pane inotevera loop iteration.
Mushandi wekukodha anomhanyisa bvunzo yekutadza yeyuniti, anoverenga traceback, anonyora ratidziro achicherekedza kukanganisa-ne-imwe, uye anonyorazve basa pane inotevera loop iteration Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura hunhu kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
Kuzvifungira muAgent Loops mukuita
Mushandi wekubhurawuza pawebhu akadzvanya chinongedzo chisiricho anoratidza pane peji yaakamhara, anoona kusapindirana nechinangwa chayo, uye kumashure kuyedza imwe link.
Mushandi wewebhu-kubhurawuza akadzvanya chinongedzo chisiri chinoratidza pane peji rayakamhara pairi, anoona kusawirirana nechinangwa chayo, uye kumashure kuyedza imwe link Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
Kuzvifungira muAgent Loops mukuita
Mubatsiri wekutsvagisa anonyora mhinduro, oitsoropodza pazvichemo zvisina kutsigirwa, uye anodzokorodza kuti awedzere zvirevo kana kuvharira zvirevo zvisina chokwadi asati azvidzosera.
Mubatsiri wekutsvagisa anonyora mhinduro, ozvitsoropodza pazvichemo zvisinga tsigirwe, uye anodzokorodza kuti awedzere zvinotemerwa kana kuvharira zvirevo zvisina chokwadi asati azvidzosera Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura zvikumbaridzo zvemhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
Kuzvifungira muAgent Loops mukuita
Mumiriri wekugadzirisa masvomhu anotarisa mhinduro yake yekupedzisira achipesana nedambudziko, anoona kusawirirana kweyuniti, uye anogadzirisa kuverenga pane kuendesa mhedzisiro.
Mumiriri wekugadzirisa masvomhu anotarisa mhinduro yake yekupedzisira achipesana nedambudziko, anocherekedza kusawirirana kwechikamu, uye anogadzirisa kuverenga pane kuendesa yakashata mhedzisiro Matimu anowanzo kuwana mibairo iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa 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.