Overview
AI vamiririri vanoda mhando mbiri dzenguva refu yekuyeuka: episodic ndangariro yezvakaitika zvakapfuura uye semantic memory yezvakawanda chokwadi. Yakakweretwa kubva kupfungwa dzevanhu, kupatsanurwa uku kunoita kuti vamiririri vayeuke zvakaitika uye vazive chokwadi.
Episodic uye Semantic Agent Memory chivakwa chehunyanzvi chinobata mhando yemhando, mutengo wezvivakwa, latency, uye kuvimbika pachiyero.
Deep Dive
Muenzaniso wemutauro wega hauna chimiro: kana hurukuro ikangopfuura nepahwindo remukati, inokanganwa. Kuvaka maajenti anorambira mukati mezvikamu, vagadziri vanowedzera ndangariro dzekunze dzakafemerwa nekuziva kwevanhu. Episodic memory inochengetera zvakati, nguva-yakadhindwa zviitiko ("neChipiri mushandisi akati vanoda misangano yemangwanani"), nepo semantic memory zvitoro zvakanyungudutswa, ruzivo rwese ("uyu mushandisi imuriwo"). Mukuita izvi zvinochengetwa muvector dhatabhesi uye zvitoro zvakarongeka. Kana mumiririri achifanira kuita, inobvunza ndangariro, inotora zvinhu zvakanyanya kukosha, uye inozviisa mukukurumidza. Nekufamba kwenguva, zvikamu zvinodzokororwa zvinobatanidzwa kuita yakagadzikana semantic chokwadi, kuratidza kuti vanhu vanoshandura sei zviitiko kuita ruzivo.
Technical Insight
Ndangariro dzinowanzo chengetwa sekumisikidzwa: mameseji anoshandurwa kuita vector inotora zvinoreva, yozochengetwa mune vector dhatabhesi. Panguva yekubvunza mumiririri anodzvanya mamiriro azvino uye anotora vavakidzani vepedyo nekufanana kwecosine. Episodic entries inochengeta timestamps uye sosi mamiriro; semantic zvinyorwa zvipfupiso zvakadhindwa. Nzira yekubatanidza nguva nenguva inonyora patsva zvikwata zvezvikamu kuita chokwadi chipfupi, kudzivirira chitoro kubva kubharumu uye kuderedza kudzoreredza kunopokana.
Kubata Episodic uye Semantic Agent Memory
AI vamiririri vanoda mhando mbiri dzenguva refu yekuyeuka: episodic ndangariro yezvakaitika zvakapfuura uye semantic memory yezvakawanda chokwadi. Yakakweretwa kubva kupfungwa dzevanhu, kupatsanurwa uku kunoita kuti vamiririri vayeuke zvakaitika uye vazive chokwadi. Episodic uye Semantic Agent Memory chivakwa chehunyanzvi chinobata mhando yemhando, mutengo wezvivakwa, latency, uye kuvimbika pachiyero. Kuvaka kunzwisisa kwakadzama, tora Episodic uye Semantic Agent Memory semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvinodikanwa, kujekesa fungidziro, uye patsanura izvo system inogona kuita nekuvimbika kubva kune ichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa Episodic uye Semantic Agent Memory inokwidziridza 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
Mubatsiri wekukodha achirangarira kuti purojekiti yako inoshandisa TypeScript uye yako yaunofarira yekuyedza chimiro mukati mezvikamu
Mutengi-rutsigiro bot achirangarira chaiyo yapfuura tikiti (episodic) uye yako account tier (semantic)
Mubatsiri wega anosimbisa vazhinji "Ndaive nesalad" anotaura mune yakagadzikana chokwadi chekuti iwe uri wezvinomera.
Mushandi wekutsvaga anochengeta zvakawanikwa kubva mumivhunzo yekutanga kuti asadzokorore tsvakiridzo pawebhu
Maitiro Ekuita
Episodic uye Semantic Agent Memory mukuita
Mubatsiri wekukodha achirangarira kuti purojekiti yako inoshandisa TypeScript uye yako yaunofarira yekuyedza chimiro mukati mezvikamu.
Mubatsiri wekukodha achirangarira kuti purojekiti yako inoshandisa TypeScript uye yako yaunofarira kuyedza maitiro mukati mezvikamu Zvikwata zvinowanzowana mhedzisiro iri nani kana vachinge vatsanangura mhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
Episodic uye Semantic Agent Memory mukuita
Mutengi-rutsigiro bot achirangarira chaiyo yapfuura tikiti (episodic) uye yako account tier (semantic).
Mutengi-rutsigiro bhoti achirangarira rakapfuura tikiti (episodic) uye account yako tier (semantic) Zvikwata zvinowanzowana mhedzisiro iri nani pazvinenge zvichitsanangudza zvikumbaridzo zvemhando yepamusoro, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Episodic uye Semantic Agent Memory mukuita
Mubatsiri wega anosimbisa vazhinji "Ini ndaive nesalad" inotaura mune yakagadzikana chokwadi chekuti iwe uri wezvinomera.
Mubatsiri anosanganisa akawanda "Ndaive nesalad" anotaura muchokwadi chakagadzikana kuti uri venyama Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura mabindu emhando kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
Episodic uye Semantic Agent Memory mukuita
Mushandi wekutsvaga anochengeta zvakawanikwa kubva mumivhunzo yekutanga kuti asadzokorore tsvakiridzo pawebhu.
Mushandi wekutsvagisa anochengeta zvakawanikwa kubva kumibvunzo yekutanga kuti asadzokorore zvakafanana kutsvaga pawebhu 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.
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.