LCM: Ɲɛnabɔli min tɛ bɔnɛ sɔrɔ [pdf].

Lossless Context Management (LCM) ye sigida ye min bɛ kunnafonidilanw dafalen mara n’u bɛ tɛmɛ AI-driven systems fɛ, k’a lajɛ ko kunnafoni nafama si tɛ fili walima ka sɛgɛsɛgɛ baarakɛcogo senfɛ. Bi jagokɛlaw fɛ minnu bɛ baara gɛlɛnw ɲɛnabɔ baarakɛminɛn caman ni baarakɛcogo caman kɔnɔ, LCM sariyakolow faamuyali nafa ka bon walasa ka nafa caman sɔrɔ otomatiki hakilitigiw la.

Tɔnɔ tɛ min na , o ye mun ye tigitigi ani mun na a nafa ka bon ?

AI laadalata sitɛmuw bɛ gɛlɛya jɔnjɔn dɔ sɔrɔ : sigida finɛtiriw dan ye dan ye. Ni o danw sera, kunnafoni kɔrɔlenw walima minnu bɛ iko u nafa ka dɔgɔ, olu bɛ bɔ — o ye wale ye min bɛ wele ko lossy compression. LCM b’o ɲɛnabɔ ni fɛn dilanni fɛɛrɛw waleyali ye minnu bɛ sigida kɔrɔ bɛɛ mara kalansen walima baarakɛcogo bɛɛ kɔnɔ, ka kunnafoniw tiɲɛni bali min bɛ na ni bɔli ye min tɛ bɛn ɲɔgɔn ma, hakilinaw cakɛdaw karilen, ani filiw musakabaw.

Baarakɛda sigidaw la , a jɔyɔrɔ ka bon . Kunnafonidila dɛmɛbaga AI min bɛ ɲinɛ baro tilancɛ fɔlɔ kɔ, walima poroze ɲɛmɔgɔ dɛmɛbaga min tɛ desizɔn fɔlɔw dɔn, o bɛ ɲɔgɔn sɔsɔ sanni ka baara kɛ ka ɲɛ. LCM b' a lajɛ ko ja dafalen bɛ sɔrɔ tuma bɛɛ sistɛmu fɛ min bɛ latigɛw kɛ i tɔgɔ la.

LCM ka fɛɛrɛ jɔnjɔnw bɛ baara kɛ cogo di tiɲɛ na ?

LCM bɛ baara kɛ ni fɛɛrɛbɔ fɛɛrɛ caman ye minnu bɛ ɲɔgɔn cɛ , minnu bɛ baara kɛ ɲɔgɔn fɛ walasa ka sigida kantigiya sabati . Sani i k’i jigi da fɛɛrɛ kelen kan, sigidako ɲɛnabɔli barikama min tɛ bɔnɛ sɔrɔ, o bɛ fɛɛrɛ caman fara ɲɔgɔn kan :

• Hakilila-jɔ-minɛnw sigiyɔrɔma-sigi — Kunnafoni bɛ mara layɛrɛw kɔnɔ (hakilila baarakɛta, hakilijagabɔ-yɔrɔ-ko, hakilijagabɔ-hakilila-taama), o b’a to sistɛmu bɛ se ka sigida bɛnnenw sɔrɔ hakɛ bɛnnen na k’a sɔrɔ a ma baara kɛtaw doni kojugu.
• Kɔnɔnafili ni kɔsegin — A tɛ i n’a fɔ bɔnɛ fɛɛrɛw, kɔsegincogo bɛ kɔnɔkow lajɛ cogoyaw la minnu bɛ se ka bonya ka segin u kɔnɔkow bɛɛ kan ni mago bɛ u la, ka se ka kɔrɔ fɔlɔ jɔ kokura.
• Dynamic context prioritization — Nafamafɛnw jatebɔ bɛ to ka kunnafoni minnu to baara la, olu bɛ to ka segin u jɔyɔrɔ kan, ka da sisan baara kan sanni ka kɛ kɔsa in na nɔgɔman ye, o la, sigida fɔlɔ kɔrɔlenw tɛ fili abada fiyentɔya la.
• Kɛnɛma hakilijagabɔ (RAG integration) — Retrieval-Augmented Generation bɛ sira di sistɛmu ma ka sigida tigitigi sama ka bɔ kɛnɛma magan basigilen na, ka sigida finɛtiri janya cogo ɲuman na dan tɛ min na k’a sɔrɔ a ma tiɲɛni tiɲɛ.
• Jamana sɛgɛsɛgɛli — Sistɛmu bɛ hakilinata cakɛda dɔ cogoya dafalen kisi tuma ni tuma, ka segin-ka-bɔnye yɔrɔw da minnu bɛ ɲinɛni balawu bali sen caman baara janw senfɛ.

LCM bɛ tali kɛ cogo di ni laadalakow ɲɛnabɔcogo ye ?

danfara min bɛ bɔnɛbaliya ni sigidako ɲɛnabɔcogo kɔrɔ cɛ , o bɛ kɛ kosɛbɛ ni u sɛgɛsɛgɛra kɛrɛfɛ . Standard truncation-based systems bɛ token kɔrɔlenw tigɛ dɔrɔn ni finɛtiri falen don — teliya la, nka a bɛ tiɲɛni kɛ. Fɛɛrɛ minnu sinsinnen bɛ kumasen kuncɛlen kan, olu bɛ baro tɛmɛnenw lajɛ ka kɛ kumasen surun ye, min bɛ taamasiyɛn dɔw mara nka a tɛ se ka fɔ ko a bɛ bɔnɛ nuance ni kunnafoni kɛrɛnkɛrɛnnenw na minnu bɛ se ka kɛ nafama ye kɔfɛ.

ye

"Danfara min bɛ bɔnɛ ni bɔnɛ tɛ sigidako ɲɛnabɔli cɛ, o ye danfara ye jagokɛyɔrɔ min bɛ ɲinɛ a ka kiliyanw ka fɔtaw kɔ kalo tɛmɛnen na, ani jago min bɛ a hakili to fɛn fitinin bɛɛ la min bɛ tali kɛ o ko la — o laban bɛ dannaya, baarakɛcogo ɲuman, ani hakilitigiya bonya waati kɔnɔ."

ye | LCM-aligned architectures jateminɛ kɛlenw bɛ fili hakɛ dɔgɔyali jira tuma bɛɛ baara minnu bɛ kɛ ni cross-session tɛmɛsira ye ani ka jɛɲɔgɔnya jatew ɲɛnabɔ kosɛbɛ AI jɛɲɔgɔnyaw la minnu bɛ kɛ ni ɲɔgɔndan caman ye.

Duniɲa kɔnɔ, bɔnɛ tɛ sigidako ɲɛnabɔli gɛlɛyaw ye mun ye tiɲɛ na ?

LCM bilali sen kan sɛgɛsɛgɛli la, o tɛ kɛ ni sɔgɔsɔgɔninjɛ tɛ. Ɛntɛrinɛti gɛlɛya fɔlɔ ye jatebɔ musaka ye — ka sigida dafalen mara, o bɛ hakilijagabɔ caman de wajibiya, ka baara caman kɛ ka ɲɛsin fɛnw sɔrɔli ma, ani ka indexing infrastructures caman ɲini ka tɛmɛ truncation fɛɛrɛ nɔgɔmanw kan. Ekipu minnu bɛ AI-powered platforms jɔ walima k’u sugandi, o kɔrɔ ye k’a jateminɛ ni feerekɛla dɔ ka fɛn dilannenw tɛ bɔnɛ sɔrɔ tiɲɛ na walima ni bɔnɛ bɛ fɛɛrɛw feere dɔrɔn ni bɔnɛ tɛ taamasiyɛn ye.

Latency ye jateminɛ wɛrɛ ye . Ka bɔ kɛnɛma hakilijagabɔyɔrɔw la, o bɛ milisekɔndi fara inference step kelen-kelen bɛɛ kan, o min bɛ fara ɲɔgɔn kan waati yɛrɛyɛrɛ baarakɛcogo la. Waleya ɲumanw bɛ kɔn ka sigida minnu bɛ se ka kɛ, olu lase ɲɔgɔn ma sanni ka kɛ ɲɔgɔn kɔ, ka jaabi waatiw to u ka sɔn k’a sɔrɔ u ma dafalen saraka. Donanw marali fana bɛ gɛlɛya ka taa a fɛ : ni sigida yɔrɔ kelen-kelen bɛɛ maralen don, jɛkuluw ka kan ka sariya jɛlenw sigi senkan kunnafoni minnu bɛ to sen na, waati joli kɔnɔ, ani mɔgɔ minnu bɛ se k’u sɔrɔ — kɛrɛnkɛrɛnnenya la ni u bɛ jagokɛlaw walima kiliyanw ka kunnafonidilanw ɲɛnabɔ minnu ka gɛlɛn.

Jagokɛlaw bɛ se ka LCM sariyakolow waleya cogo di walasa k' u ka baara kɛcogo ɲɛ ?

Jagokɛlaw ɲɛmɔgɔw fɛ , LCM tɛ fɛn caman dɔn transformateur architectures faamuyali la , a ka ca a la ka tɛmɛsira hakilitigi ɲini u bɛ baara kɛ ni plateformes minnu ye . Ni AI jagokɛla dɛmɛbaga bɛ se k’a hakili to i ye laɲini minnu sigi sen kan zanwuyekalo la, k’a sɔrɔ i bɛ baara dɔ kɛ zuluyekalo la, o ye LCM ka baara ye waleyali la. Ni aw ka otomatiki baarakɛcogo bɛ taa ni dɔnniya dafalen ye kiliyanw ka jɛɲɔgɔnya kɔrɔw kan ka don magasin kura bɛɛ la, o ye LCM ye ka sɔrɔ ɲumanw bila senkan.

Platifɔmu minnu jɔra ni LCM sariyakolow ye u kɔnɔ, olu bɛ se ka jɛkulu hakilijagabɔ fara ɲɔgɔn kan — jɛɲɔgɔnya kelen-kelen bɛɛ bɛ sistɛmu kɛ baarakɛcogo ɲuman ye sanni ka segin zeru la. O de y’a to AI platform dilanbagaw ye fɛn dilanni latigɛ minnu kɛ, olu nafa ka bon kosɛbɛ jagokɛlaw bolo minnu bɛ u jigi da u kan baara gɛlɛnw kama.

Ɲininkali minnu bɛ kɛ tuma caman na

Yala bɔnɛ tɛ sigidako ɲɛnabɔli ni sigidako finɛtiri belebeleba sɔrɔli ye kelen ye wa ?

A tɛ tigitigi . Contexte window belebeleba bɛ dɔ fara kunnafoni hakɛ kan min bɛ bɛn hakilijagabɔ baarakɛlen ma siɲɛ kelen, nka a dan ye hali bi wa a bɛ se ka tigɛ hali bi. LCM lakika bɛ taa ɲɛ ni finɛtiriw bonyalenw faralen ye ɲɔgɔn kan ni kɛnɛma sɔrɔli ye, hakilijagabɔ kɛcogo sigilen, ani jamana ɲɛnabɔli walasa foyi kana tunun kudayi — kalan janya walima a gɛlɛya mana kɛ min o min ye.

Yala LCM bɛ AI sitɛmuw kɛ ka sumaya kosɛbɛ walima ka baara kɛ sɔngɔ gɛlɛn na wa ?

Jateminɛko kuntaala lakika bɛ yen, nka LCM waleyali minnu labɛnna ka ɲɛ, olu bɛ nɔ bila o nɔ na ni paralɛli sɔrɔli ye, ni hakilijagabɔ ye, ani sigida doni sugandilen fɛ. Jagokɛcogo fanba la, tiɲɛni ni ɲɔgɔndan tɔnɔw ka bon kosɛbɛ ka tɛmɛ musaka caya danma kan, kɛrɛnkɛrɛnnenya la ni fili minnu bɛ bɔ sigida tununnenw na, olu bɛ u yɛrɛ ka musakaw ta ka jigin waati ni dannaya kɔnɔ.

ne b' a dɔn cogo di ni n bɛ jagokɛyɔrɔ min jateminɛ , o bɛ baara kɛ ni sigidako ɲɛnabɔli lakika ye min tɛ bɔnɛ sɔrɔ ?

Aw ye feerekɛlaw ɲininka kɛrɛnkɛrɛnnenya la u bɛ sigidakow ɲɛnabɔ cogo min na ka tɛmɛ u ka finɛtiri baarakɛta dan kan, u bɛ baarakɛcogo janw walima waati caman kɛcogo ɲɛnabɔ cogo min na, ani n’u bɛ baara kɛ ni fɛɛrɛw ye minnu bɛ dɔ fara fɛnw sɔrɔli kan. Plateforme minnu bɛ se ka hakilijagabɔ basigilen jira kalansenw kɔnɔ, hakilina basigilenw sɛbɛn janw kan, ani otomatiki min bɛ tali kɛ sen caman na, olu ye LCM-aligned architecture jiralan barikamaw ye.

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Ka sigidakow ɲɛnabɔ k’a sɔrɔ bɔnɛ ma kɛ, o tɛ fɛɛrɛko ɲumanya dɔrɔn ye — a ye AI sitɛmuw jusigilan ye, jagokɛlaw bɛ se ka da minnu na tiɲɛ na ni baarakɛcogo kɔrɔw ye. N’i ​​labɛnnen don ka jagokɛyɔrɔ hakilitigi dɔ sɔrɔ min dabɔra baarakɛcogo taabolo lakika kama, i ka Mewayz taama daminɛ bi app.mewayz.com kan. Ni modulu 207 jɛlen don minnu bɛ baara kɛ ni baarakɛla 138.000 ni kɔ ye, Mewayz bɛ jagokɛcogo suguya dɔ lase min bɛ ɲɔgɔn sɔrɔ, min bɛ sigidakow dɔn, min bɛ kunnafonidilanw jɛnsɛnnenw tigɛli kɛ jɛkulu ka hakilinaw faralen ye ɲɔgɔn kan — k’a daminɛ dɔrɔmɛ 19 dɔrɔn na kalo o kalo.