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LLM dɛn kin mek pɔsin taya

Kɔmɛnt dɛn

13 min read Via tomjohnell.com

Mewayz Team

Editorial Team

Hacker News

Di Exhausting Riality fɔ di LLM Gold Rɔsh

Big Langwej Mɔdal (LLM) dɔn bɔm pan di scene, we prɔmis fɔ rivɔlɔshɔn aw wi de wok, mek, ɛn kɔmyuniket. Bɔt di fɔs we aw dɛn bin de fred di tin dɛn we dɛn ebul fɔ du, de gi we kwik kwik wan to wan difrɛn filin fɔ taya fɔ bɔku biznɛs lida dɛn ɛn tim dɛn. Biyond di edlayn ɛn hayp lay wan grinding rialiti fɔ intagreshɔn ed pen, balɔning kɔst, ɛn wan kɔnstant, lɔw-grɛd wɔri bɔt data sikyɔriti ɛn akkuracy. Di prɔmis na big wan, bɔt di rod fɔ no am kin rili taya.

Di Integreshɔn Maraton

Fɔ adopt nyu LLM bɔku tɛm i nɔ kin fil lɛk fɔ flip swich ɛn i kin tan lɛk fɔ stat wan kɔmpleks kɔnstrɔkshɔn prɔjek frɔm skrach. Ɛni mɔdel ɔ AI tul na standalɔn ayland, we nid kɔstɔm API, yunik ɔthɛntishɔn protɔkɔl, ɛn spɛshal no fɔ kɔnɛkt to yu CRM we dɔn de, prɔjek manejmɛnt softwe, ɔ kɔmyunikeshɔn pletfɔm dɛn. Di lod de pan yu IT tim ɔ divɛlɔpa dɛn fɔ bil ɛn mentenɛt dɛn fraylayz brij ya, we de pul dɛn kɔmɔt nia di kɔr biznɛs inovashɔn. Dis fragmɛnt de mek wan patchwɔk sistɛm usay dɛn de silo di data, di wokflɔ dɛn de brok, ɛn di prɔmis seamlɛs intɛlijɛns de kɔntinyu fɔ de aut ɔf rich. Di taya de kɔmɔt frɔm we yu de bil kɔnɛkta ɔltɛm instead fɔ bɛnifit frɔm wan kɔnɛkt sistɛm.

Di Kɔst dɛn we Ayd: Mɔ pas Jɔs Token

Wɛl di kɔst fɔ ɛni kwɛstyɔn "token" na di ɛkspɛns we pɔsin kin si mɔ, di tru faynɛns dreyn kin ayd bɔku tɛm. Tink bɔt di tin dɛn we dɛn de yuz:

    we dɛn kɔl
  • Divɛlɔpa Awa: Bɔku bɔku awa dɛn we dɛn spɛn pan intagreshɔn, prɔmpt injinɛri, ɛn fɔ sɔlv prɔblɛm.
  • Sabskripshɔn Sprawl: Bɔku laysens fɔ difrɛn AI tul dɛn fɔ rayt, kɔd, analisis, ɛn dizayn.
  • Vendor Lock-in: Dip invɛstmɛnt na wan ikɔsistɛn in tul ɛn wokflɔ de mek swich nɔ izi.
  • Operational Friction: Tɛm we di wokman dɛn kin lɔs we dɛn kin chenj ɔltɛm bitwin difrɛn aplikeshɔn ɛn kɔntɛks.

Dis kɔst kɔmplisiti de tɔn wan tul we dɛn min fɔ mek efyushɔn to sɔs fɔ badjɛt strɛs ɛn ɔpreshɔnal drag, we de taya faynɛns ɛn pipul kapital.

Di Kɔntekst Vaykum ɛn Di Halusineshɔn Prɔblɛm

Sɔntɛm di tin we kin mek pɔsin taya pas ɔl na in maynd fɔ wok wit jenɛral-pɔpɔs LLM dɛn na we dɛn nɔ gɛt innate biznɛs kɔntɛks. Yu fɔ tek tɛm gi bakgrɔn, difayn kɔmni tɔyn, ɔplod rilevɛns dɔkyumɛnt dɛn, ɛn kraft ɛlaborate prɔmpt fɔ ɛvri singl intarakshɔn. Dis "kɔntekst lod" na ripititiv taks pan prodaktiviti. Di tin we wɔs pas ɔl na di dawt we de te bɔt di kɔrɛkt tin. Di tendency fɔ LLM dɛm fɔ "hallucinate" plausible bɔt inkɔrɛkt infɔmeshɔn de fos yu fɔ du di rol fɔ wan perpetual fact-checker, we de ɔndamin di very trust ɛn efficiency we yu bin de tray fɔ gɛt. di mental enεji we dεn nid fכ vεrifik εn kכrekt autput kin nεgεt di tεm sevings.

"Di big big chalenj wit AI nɔto in intɛlijɛns, bɔt na in aysolɛshɔn. Wi de aks briliant mɔdel dɛn fɔ wok na dak, we nɔ gɛt akses to di layf kɔntɛks fɔ wi biznɛs, ɛn afta dat wi de wɔnda wetin mek di autput fil jenɛrik ɛn nid bɔku manual kɔrɛkshɔn." we yu kin yuz

Wan Mɔdyul Antidɔt: Intɛlijɛns Bil-In, Nɔ Bolt-On

Dis saykl fɔ taya nɔto tin we pɔsin nɔ go ebul fɔ avɔyd. Di sɔlv nɔ de fɔ lɛf LLM dɛn, bɔt fɔ muf away frɔm fɔ trit dɛn lɛk standalɔn aplikeshɔn dɛn. Di fiuja na modular biznɛs ɔpreshɔn sistɛm usay AI na nativ layt we dɛn wev insay di fabrik fɔ yu wokflɔ dɛn we dɔn de. Dis na di kɔr filɔsofi biɛn Mewayz. Insted fo fos yu tim fo juggle wan duzin AI tab, imajin yu projek manejment modul inherently andastan yu task dem en jenerate rilevant somari. Imajin yu CRM ɔtomatikal draft pɔsnalayz klaynt kɔmyunikeshɔn bays pan di ful intarakshɔn istri, wit nɔ kɔpi-pastin nid.

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Insay wan pletfɔm lɛk Mewayz, dɛn de yuz di LLM in pawa insay di kɔntɛks fɔ yu aktual biznɛs data ɛn prɔses dɛn. I no yu prɔjek dɛm, yu kɔstɔma dɛm, ɛn yu opareshɔnal langwej bikɔs i de liv insay di sistɛm usay da infɔmeshɔn de dɔn ɔlrɛdi de. Dis de pul di intagreshɔn maratɔn, ridyus di kɔgnitiv lod fɔ kɔnstant kɔntɛks-sɛtin, ɛn i gɛt kɔst insay wan yunifayd, skel ɛnvayrɔmɛnt. Di intɛlijɛns bil-in, nɔto fɔ bolt-ɔn we de taya, we de alaw tim dɛn fɔ pe atɛnshɔn fɔ leva insayt pas fɔ rɛsl wit teknɔlɔji.

Kwɛshɔn dɛn we dɛn kin aks bɔku tɛm

Di Exhausting Riality fɔ di LLM Gold Rɔsh

Big Langwej Mɔdal (LLM) dɔn bɔm pan di scene, we prɔmis fɔ rivɔlɔshɔn aw wi de wok, mek, ɛn kɔmyuniket. Bɔt di fɔs we aw dɛn bin de fred di tin dɛn we dɛn ebul fɔ du, de gi we kwik kwik wan to wan difrɛn filin fɔ taya fɔ bɔku biznɛs lida dɛn ɛn tim dɛn. Biyond di edlayn ɛn hayp lay wan grinding rialiti fɔ intagreshɔn ed pen, balɔning kɔst, ɛn wan kɔnstant, lɔw-grɛd wɔri bɔt data sikyɔriti ɛn akkuracy. Di prɔmis na big wan, bɔt di rod fɔ no am kin rili taya.

Di Integreshɔn Maraton

Fɔ adopt nyu LLM bɔku tɛm i nɔ kin fil lɛk fɔ flip swich ɛn i kin tan lɛk fɔ stat wan kɔmpleks kɔnstrɔkshɔn prɔjek frɔm skrach. Ɛni mɔdel ɔ AI tul na standalɔn ayland, we nid kɔstɔm API, yunik ɔthɛntishɔn protɔkɔl, ɛn spɛshal no fɔ kɔnɛkt to yu CRM we dɔn de, prɔjek manejmɛnt softwe, ɔ kɔmyunikeshɔn pletfɔm dɛn. Di lod de pan yu IT tim ɔ divɛlɔpa dɛn fɔ bil ɛn mentenɛt dɛn fraylayz brij ya, we de pul dɛn kɔmɔt nia di kɔr biznɛs inovashɔn. Dis fragmɛnt de mek wan patchwɔk sistɛm usay dɛn de silo di data, di wokflɔ dɛn de brok, ɛn di prɔmis seamlɛs intɛlijɛns de kɔntinyu fɔ de aut ɔf rich. Di taya de kɔmɔt frɔm we yu de bil kɔnɛkta ɔltɛm instead fɔ bɛnifit frɔm wan kɔnɛkt sistɛm.

Di Kɔst dɛn we Ayd: Mɔ pas Jɔs Token

Wɛl di kɔst fɔ ɛni kwɛstyɔn "token" na di ɛkspɛns we pɔsin kin si mɔ, di tru faynɛns dreyn kin ayd bɔku tɛm. Tink bɔt di tin dɛn we dɛn de yuz:

Di Kɔntekst Vaykum ɛn Di Halusineshɔn Prɔblɛm

Sɔntɛm di tin we kin mek pɔsin taya pas ɔl na in maynd fɔ wok wit jenɛral-pɔpɔs LLM dɛn na we dɛn nɔ gɛt innate biznɛs kɔntɛks. Yu fɔ tek tɛm gi bakgrɔn, difayn kɔmni tɔyn, ɔplod rilevɛns dɔkyumɛnt dɛn, ɛn kraft ɛlaborate prɔmpt fɔ ɛvri singl intarakshɔn. Dis "kɔntekst lod" na ripititiv taks pan prodaktiviti. Di tin we wɔs pas ɔl na di dawt we de te bɔt di kɔrɛkt tin. Di tendency fɔ LLM dɛm fɔ "hallucinate" plausible bɔt inkɔrɛkt infɔmeshɔn de fos yu fɔ du di rol fɔ wan perpetual fact-checker, we de ɔndamin di very trust ɛn efficiency we yu bin de tray fɔ gɛt. di mental enεji we dεn nid fכ vεrifik εn kכrekt autput kin nεgεt di tεm sevings.

Wan Mɔdyul Antidɔt: Intɛlijɛns Bil-In, Nɔ Bolt-On

Dis saykl fɔ taya nɔto tin we pɔsin nɔ go ebul fɔ avɔyd. Di sɔlv nɔ de fɔ lɛf LLM dɛn, bɔt fɔ muf away frɔm fɔ trit dɛn lɛk standalɔn aplikeshɔn dɛn. Di fiuja na modular biznɛs ɔpreshɔn sistɛm usay AI na nativ layt we dɛn wev insay di fabrik fɔ yu wokflɔ dɛn we dɔn de. Dis na di kɔr filɔsofi biɛn Mewayz. Insted fo fos yu tim fo juggle wan duzin AI tab, imajin yu projek manejment modul inherently andastan yu task dem en jenerate rilevant somari. Imajin yu CRM ɔtomatikal draft pɔsnalayz klaynt kɔmyunikeshɔn bays pan di ful intarakshɔn istri, wit nɔ kɔpi-pastin nid.

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