Overview
Agentic RAG inokwidziridza chizvarwa chekudzoreredza-chakawedzerwa nekuita kuti mumiririri asarudze kuti riini, chii, uye kangani yekutsvaga asati apindura. Panzvimbo pekutarisa kumwe kwakagadziriswa, inofunga, inotora, uye inonatsa muchiuno.
Agentic RAG inotarisa pane inoshanda kuendesa: kushandura modhi kugona kuita yakavimbika yemazuva ese workflows inopa kukosha kunoyerwa.
Deep Dive
Classic retrieval-augmented generation (RAG) inoita chinhu chimwe chete: tora mubvunzo wemushandisi, tora magwaro mashoma akakodzera kubva muchitoro chevector, woaisa mukati mekukurumidza. Agenti RAG inoita kudzosa sarudzo inoshanda. Mumiririri anotanga zvikonzero zvekuti ingatoda kutsvaga, ndeupi mubvunzo wekushandisa, uye kuti ndeipi yekubvunza. Inogona kutyora mubvunzo wakaoma kuita mibvunzo midiki, tsvaga yega yega, ongorora kana zvabuda zvakakwana, uye tsvaga zvakare nemubvunzo wakanatswa kana zvisiri. Inogona kufamba pakati pemabhesi ezivo akawanda, kufonera kutsvaga kwewebhu, kana kushandisa SQL dhatabhesi zvichienderana nemubvunzo. Izvi zvinodzokororwa, zvekusarudza-zvishandiso zvinobata mibvunzo ye-multi-hop ('Ndeupi wevatengi vedu muTexas akasaina mushure mekuchinja kwepolicy?') RAG inopfura kamwe chete inopindura zvisina kunaka, nemutengo wemamwe mamodhi ekufona uye latency.
Technical Insight
Mumiririri anobata maretriever semidziyo. Pane yega yega inogona kusarudza chiito chekudzorera, kuongorora machunks akadzorerwa, kutonga kukosha kwawo, uye kusarudza kupindura kana kubvunza zvakare nechikumbiro chakagadziridzwa. Loop ine mamiriro ekumira (umbowo hwakakwana, kana nhanho inogumira) inodzora kudzokororwa. Mamwe madhizaini anowedzera nhanho yegiredhi inosefa kunze zvisina basa zvakadzoserwa machunks pamberi pechizvarwa, zvichideredza mukana wekuti modhi inotsauswa nekunze-nyaya.
Mastering Agetic RAG
Agentic RAG inokwidziridza chizvarwa chekudzoreredza-chakawedzerwa nekuita kuti mumiririri asarudze kuti riini, chii, uye kangani yekutsvaga asati apindura. Panzvimbo pekutarisa kumwe kwakagadziriswa, inofunga, inotora, uye inonatsa muchiuno. Agentic RAG inotarisa pane inoshanda kuendesa: kushandura modhi kugona kuita yakavimbika yemazuva ese workflows inopa kukosha kunoyerwa. Kuti uvake kunzwisisa kwakadzama, bata Agentic RAG semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvinodiwa, kujekesa fungidziro, uye patsanura izvo zvinogona kuitwa nehurongwa hwakavimbika kubva kune zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa Agentik RAG zvinotarisa pamiganho yekufamba kwebasa, kwete madhimodhi 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 webhizinesi anosarudza kubvunza bhuku reHR, iyo codebase wiki, kana SQL yekutengesa dhatabhesi zvichienderana nemubvunzo.
Mubatsiri wekutsvagisa anopatsanura 'kuenzanisa mushonga A uye mushonga B mhedzisiro' mukutsvaga kuviri, kunotora kune yega yega, yobva yagadzira.
Bot yekutsigira inotora zvinyorwa, vatongi havana kukwana, inogadzirisa mubvunzo, uye inotsvaga zvakare isati yapindura.
Chishandiso chepamutemo chinoita akawanda-hop kudzoreredza, kutsvaga chirevo, wozotsvaga mutemo waunonongedza.
Maitiro Ekuita
Agenti RAG mukuita
Mubatsiri webhizinesi anosarudza kubvunza bhuku reHR, iyo codebase wiki, kana SQL yekutengesa dhatabhesi zvichienderana nemubvunzo.
Mubatsiri webhizinesi anosarudza kubvunza HR handbook, iyo codebase wiki, kana SQL yekutengesa dhatabhesi zvichibva pamubvunzo Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye kukanganisa mutengo nekufamba kwenguva.
Agenti RAG mukuita
Mubatsiri wekutsvagisa anopatsanura 'kuenzanisa mushonga A uye mushonga B mhedzisiro' mukutsvaga kuviri, kunotora kune yega yega, yobva yagadzira.
Mubatsiri wekutsvagisa anotsemura 'kuenzanisa mushonga A uye mushonga B mhedzisiro' mukutsvaga kuviri, kunotora kune yega yega, obva agadzira Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura hunhu hwepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Agenti RAG mukuita
Bot yekutsigira inotora zvinyorwa, vatongi havana kukwana, inogadzirisa mubvunzo, uye inotsvaga zvakare isati yapindura.
Bot yetsigiro inotora magwaro, vatongi ivo havana kukwana, inogadzirisa mubvunzo, uye inotsvaga zvakare isati yapindura Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura mhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye tarisa zvese zvakawanikwa zvechigadzirwa uye kukanganisa mutengo nekufamba kwenguva.
Agenti RAG mukuita
Chishandiso chepamutemo chinoita akawanda-hop kudzoreredza, kutsvaga chirevo, wozotsvaga mutemo waunonongedza.
Chishandiso chepamutemo chinoita kudzoreredza kwakawanda-hop, kutsvaga chirevo, wozotsvaga mutemo waunonongedza Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura mabindu emhando kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye kukanganisa mutengo 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.