LCM: Lossless Context Management [pdf]

Lossless Context Management (LCM) ndi ndondomeko yosungira kukhulupirika kwathunthu kwa chidziwitso pamene ikuyenda kudzera mu machitidwe oyendetsedwa ndi AI, kuwonetsetsa kuti palibe deta yovuta yomwe imatayidwa kapena kuponderezedwa panthawi yokonza. Kwa mabizinesi amakono omwe amayang'anira magwiridwe antchito movutikira pazida zingapo ndi kayendedwe ka ntchito, kumvetsetsa mfundo za LCM ndikofunikira kuti mupindule kwambiri ndi nsanja zanzeru zopangira makina.

Kodi Kuwongolera Zinthu Zopanda Kutayika Ndi Chiyani Ndipo Chifukwa Chiyani Zili Zofunika?

Makina achikale a AI amakumana ndi chopinga chachikulu: windows windows ali ndi malire. Izi zikakwaniritsidwa, zidziwitso zakale kapena zowoneka ngati zosafunikira zimatsitsidwa - njira yotchedwa lossy compression. LCM ithana ndi izi pokhazikitsa njira zomangira zomwe zimasunga gawo lililonse latanthauzo mu gawo lonse kapena kachitidwe kantchito, kuletsa kuwonongeka kwa chidziwitso komwe kumabweretsa kutulutsa kosagwirizana, unyolo wosweka wamalingaliro, ndi zolakwika zodula.

M'mabizinesi, chiwopsezo chimakhala chachikulu. Wothandizira makasitomala AI omwe amaiwala theka loyamba la zokambirana, kapena wothandizira pulojekiti yemwe amalephera kutsatira zisankho zam'mbuyomu, amayambitsa mikangano m'malo mochita bwino. LCM imawonetsetsa kuti chithunzi chonse chilipo nthawi zonse kudongosolo lomwe likupanga zosankha m'malo mwanu.

Kodi Ma Core Mechanisms a LCM Amagwira Ntchito Motani?

LCM imagwiritsa ntchito njira zingapo zolumikizirana zomwe zimagwirira ntchito limodzi kuti zisungidwe kukhulupirika. M'malo modalira njira imodzi, kasamalidwe kolimba kopanda kutayika kumaphatikiza njira zingapo:

• Mapangidwe a makumbukidwe apamwamba - Chidziwitso chimasungidwa m'magawo osanjikiza (kukumbukira kogwira ntchito, kukumbukira zochitika, kukumbukira kwamkati), kulola makina kuti atengenso zomwe zili mulingo woyenera popanda kudzaza kachitidwe.
• Kuphatikizika kwa mawu ndi kusinthika - Mosiyana ndi njira zotayika, kukakamiza kosinthika kumafotokozera mwachidule zomwe zili m'njira zomwe zitha kukulitsidwa kuti zibwererenso mwatsatanetsatane pakafunika kutero, kusunga kuthekera kokonzanso tanthauzo loyambirira.
• Kuika patsogolo kwachinthu champhamvu — Kupeza zofunikira kumawonjezeranso zomwe zikugwirabe ntchito, kutengera ntchito yomwe ilipo m'malo mongotengera zomwe zachitika posachedwa, kotero kuti nkhani zoyambira sizimatayidwa mwachimbulimbuli.
• Kubwezanso kukumbukira kwakunja (kuphatikiza kwa RAG) — Kubwezeretsanso-Kuwonjezera Kutulutsa kumalola dongosolo kukoka zenizeni kuchokera ku sitolo yakunja yosalekeza, kukulitsa bwino zenera lachidziwitso mosalekeza popanda kusokoneza kulondola.
• State checkpointing — Dongosololi limasunga nthawi ndi nthawi kukhazikika kwa malingaliro, ndikupanga zobwezeretsa zomwe zimalepheretsa kuyiwala kowopsa panthawi yantchito zazitali zamasitepe ambiri.

Kodi LCM Imafananiza Bwanji ndi Njira Zachikhalidwe Zogwirira Ntchito?

Kusiyanitsa pakati pa kasamalidwe kosataya ndi kozolowereka kumakhala kowoneka bwino mukaunika mbali imodzi. Machitidwe okhazikika a truncation amangodula zizindikiro zakale kwambiri zenera likadzaza - mofulumira, koma zowononga. Njira zofotokozera mwachidule zimafupikitsa zomwe tidakambirana m'mbuyomu kuti zikhale mawu achidule, omwe amasunga chizindikiro koma amataya zina ndi zina zomwe zitha kukhala zofunikira pambuyo pake.

"Kusiyana pakati pa kasamalidwe ka zinthu kotayika ndi kopanda kutayika ndiko kusiyana pakati pa bizinesi yomwe imayiwala zomwe makasitomala ake adanena mwezi watha ndi yomwe imakumbukira zonse zofunikira - yomalizayi imapangitsa kuti anthu azikhulupirirana, azigwira ntchito bwino, komanso amawonjezera nzeru pakapita nthawi."

LCM imaposa njira zonse ziwiri muzochitika zomwe zimafuna kulingalira kwanthawi yayitali: kusanthula zolemba zamalamulo, kukonza mapulojekiti a magawo angapo, maulendo ovuta a kasitomala, ndi kufufuza ndalama zonse zomwe zimafuna kuti palibe tsatanetsatane wofunikira yemwe angatayike pomasulira. Kuwunika mozama kwa zomangamanga zolumikizidwa ndi LCM nthawi zonse kumawonetsa zolakwika zochepera pa ntchito zomwe zimafuna kuti nthawi zonse zipitirire komanso kupititsa patsogolo kuchuluka kwa mgwirizano pakulumikizana kwamitundu yambiri ya AI.

Kodi Zovuta Zenizeni Zokhazikitsa Padziko Lonse Zokhudza Kuwongolera Zinthu Zopanda Kutayika?

Kutumiza LCM pamlingo sikopanda kukangana. Vuto lalikulu la uinjiniya ndi mtengo wowerengera - kusunga nkhani zonse kumafuna kukumbukira zambiri, kubweza zambiri, komanso njira zotsogola zotsogola kuposa njira zosavuta zochepetsera. Kwa magulu omwe akumanga kapena kusankha nsanja zoyendetsedwa ndi AI, izi zikutanthauza kuwunika ngati zomanga za ogulitsa ndizosataya kwenikweni kapena kungogulitsa njira zotayika zokhala ndi chizindikiro chosatayika.

Kuchedwa ndi kulingalira kwina. Kutenganso kuchokera m'malo osungira akunja kumawonjezera ma milliseconds pagawo lililonse lofotokozera, lomwe limaphatikizana ndikugwiritsa ntchito nthawi yeniyeni. Kukhazikitsa kwabwino kumatengeratu zomwe zingachitike molumikizana m'malo motsatira motsatana, kusunga nthawi zoyankhira kukhala zovomerezeka popanda kuperewera kwathunthu. Ulamuliro wa deta umakhalanso wovuta kwambiri: ngati gawo lililonse lisungidwa, mabungwe ayenera kukhazikitsa mfundo zomveka bwino pa zomwe zikuyenera kuchitika, kwa nthawi yayitali bwanji, komanso ndani amene angazipeze - makamaka akamayendetsa bizinesi kapena kasitomala.

Kodi Mabizinesi Angatsatire Bwanji Mfundo za LCM Kuti Awongolere Ntchito Zawo?

Kwa atsogoleri abizinesi, LCM ndiyocheperako pakumvetsetsa kamangidwe ka thiransifoma komanso zambiri zofuna kupitilira mwanzeru pamapulatifomu omwe amagwiritsa ntchito. Pamene wothandizira bizinesi ya AI atha kukumbukira zolinga zomwe mudakhazikitsa mu Januwale mukugwira ntchito mu Julayi, ndiye kuti LCM ikugwira ntchito. Mayendedwe anu a automation akamakhala ndi chidziwitso chokwanira chamakasitomala am'mbuyomu kumalo atsopano aliwonse, ndiye kuti LCM imayendetsa zotulukapo zabwinoko.

Mapulatifomu omangidwa ndi mfundo za LCM pachimake amathandizira kuphatikizira nzeru za bungwe - kuyanjana kulikonse kumapangitsa dongosololi kukhala logwira mtima kwambiri m'malo mobwerera ku ziro. Ichi ndichifukwa chake zisankho zamamangidwe opangidwa ndi opereka nsanja a AI ndizofunikira kwambiri kwa mabizinesi omwe amadalira iwo pakuchita zinthu zofunika kwambiri.

Mafunso Ofunsidwa Kawirikawiri

Kodi kasamalidwe ka zinthu kopanda kutayika kofanana ndi kukhala ndi zenera lalikulu?

Sichoncho. Zenera lalikulu lachidziwitso limawonjezera kuchuluka kwa chidziwitso chomwe chimakwanira kukumbukira nthawi imodzi, koma chimakhalabe ndi malire ndipo chikhoza kuchepetsedwa. LCM yowona imapita patsogolo pophatikiza mazenera okulitsidwa ndi zotengera zakunja, kukumbukira kwaulamuliro, ndi kasamalidwe ka boma kuti zitsimikizire kuti palibe chomwe chatayika kwamuyaya - mosasamala kanthu za kutalika kwa gawo kapena zovuta.

Kodi LCM imapangitsa makina a AI kukhala odekha kapena okwera mtengo kuyendetsa?

Pali chiwongolero chenicheni, koma makina opangidwa bwino a LCM amachepetsa mphamvuyo kudzera mu kubweza kofananira, kusungitsa mwanzeru, ndikuyika mosankha. Pazantchito zambiri zamabizinesi, kulondola komanso kusasinthika kumaposa kuchuluka kwa mtengo, makamaka ngati zolakwika zochokera kuzinthu zomwe zidatayika zimabweretsa ndalama zawo zotsika pakanthawi komanso kudalira.

Kodi ndimadziwa bwanji ngati nsanja yabizinesi yomwe ndikuyiyesa ikugwiritsa ntchito kasamalidwe ka zinthu kopanda kutayika?

Afunseni mavenda mwatsatanetsatane momwe amachitira zinthu mopitilira malire awo a zenera, momwe amayendetsera kayendetsedwe ka ntchito kwanthawi yayitali kapena magawo angapo, komanso ngati amagwiritsa ntchito njira zopezera-zowonjezera. Mapulatifomu omwe amatha kuwonetsa kukumbukira kosalekeza pamagawo onse, kulingalira kosasintha pamakalata ataliatali, ndi makina okhazikika amitundu yambiri ndizizindikiro zamphamvu zamamangidwe a LCM.

Kuwongolera zochitika popanda kutayika sikungokhala luso laukadaulo - ndi maziko a machitidwe a AI omwe mabizinesi amatha kukhulupirira ndikuyenda movutikira. Ngati mwakonzeka kukhala ndi nsanja yanzeru yamabizinesi yopangidwira kuti azigwira ntchito moyenera, yambani ulendo wanu wa Mewayz lero pa app.mewayz.com. Ndi ma module ophatikizika 207 omwe amathandizira ogwiritsa ntchito oposa 138,000, Mewayz imapereka mtundu wabizinesi wogwirizana, wodziwa bwino zomwe zikuchitika zomwe zimasandutsa deta yamwazikana kukhala yophatikiza nzeru za bungwe - kuyambira $19 yokha pamwezi.