Claude Opus 4.5: zonke iimpawu ezintsha, amaxabiso kunye nokuphuculwa

Uhlaziyo lokugqibela: 25/11/2025
umbhali: UIsake
  • I-Opus 4.5 ihamba phambili inkqubo kunye neearhente, kunye 80,9% kwi SWE-Bench kwaye ngcono ngaphezu imbangi.
  • Umgudu omtsha weparameter kunye nokwehla kwexabiso kwi-5/25 USD ngezigidi zamathokheni.
  • Uhlaziyo kwi-Chrome, i-Excel kunye ne-Claude Code, kunye nokhuseleko olomeleziweyo kunye nememori.
  • Imida yokusetyenziswa engqongqo kunye neendawo zokuphela zengingqi kunye ne-10% ye-premium yefu.

Umfanekiso we-AI kunye nemveliso kunye noClaude Opus 4.5

UClaude Opus 4.5 Ilapha, kwaye iza namabhongo acacileyo: ukuzibeka phezulu kucwangciso, iiarhente ezikrelekrele, kunye nemisebenzi yeofisi. Isiphakamiso se-Anthropic asimi kwizihloko zeendaba ezinkulu; iza namanani, uthelekiso, notshintsho lwemveliso olunokuthi, ephepheni, luchaze ngokutsha indlela esiyisebenzisa ngayo IA emsebenzini wokwenyani.

Ngaphandle kokhuphiswano oluthe ngqo nezinye izigebenga kwicandelo, Uhlaziyo lubandakanya umtsi kwimpumelelo yamathokheni kunye nolawulo lomguduKunye nophuculo lokhuseleko, ukusetyenziswa kwesixhobo, inkumbulo, kunye nenkitha yesicelo esitsha sokudityaniswa, ayisiyomodeli nje ekhawulezayo: liqonga elenzelwe ixesha elide, elineearhente ezininzi, kunye nomjikelo wokusebenza ongakhuphisaniyo.

vibe isebenza ngokugqwesa igama
Inqaku elidibeneyo:
I-Vibe isebenza kwi-Excel kunye neLizwi: Imo ye-Agent kunye ne-Agent ye-Ofisi

Yintoni i-Opus 4.5 kwaye kutheni ibangele isiphithiphithi esingaka?

Iza kwiintsuku nje emva kokuhamba kokhuphiswano, ngokuma okuvakalayo: I-Anthropic iyibonisa njengeyona modeli inamandla kwaye I-AI engcono kuwo wonke umsebenzi kudweliso lwenkqubo, ulawulo lwearhente, kunye nokusetyenziswa kwekhompyuterInkampani ikwaqaqambisa ixabiso layo kuphando olunzulu, ekudaleni amaxwebhu, kunye nokuqiqa okubonakalayo kunye nezibalo.

Ukuphepha ukuhlala kwindawo yethiyori, inkampani igcina loo modeli Igqitha ezinye iibenchmarks ezifana Gemini 3 Pro kunye ne-GPT-5.1 Codex-Max kuvavanyo lobunjineli besoftware. Kwaye ekusebenzeni, ingcamango icacile: amanyathelo ambalwa, ukuchaneka ngakumbi, kunye nokulungelelaniswa okungcono kunye nezixhobo ekusebenzeni okuyinkimbinkimbi.

UClaude Opus 4.5 ukukhutshwa okutsha

Imilinganiselo yokusebenza: iibenchmarks kunye novavanyo lwehlabathi lokwenyani

Kwibenchmark yobunjineli besoftware, SWE-Bench Verified, I-Opus 4.5 ifezekisa ukuchaneka kwe-80,9%.iphume phambili kuzo zombini ezandulelayo kunye nabakhuphisana abakumgangatho ophezulu. Le datha ibalulekile kuba ilinganisa ukukwazi ukusombulula imiba yehlabathi yokwenyani kwiiprojekthi zeGitHub, hayi nje ukudlala umthambo.

I-Anthropic iye phambili nge uvavanyo lokwenyani lokuqesha iinjineliUvavanyo, olubekwe kwiiyure ezimbini kwaye lulinganiswe ubunzima balo, ngokutsho kwenkampani, ukuba imodeli ayizange isombulule kuphela ukuzivocavoca, kodwa kwakhona ... Wababetha bonke abaviwa abangabantu abathathe iimviwo ezifanayo, bexhomekeke kubuchule obufana nokubalwa kweengqikelelo ezifanayo.

Kwimisebenzi yeofisi yemihla ngemihla, ukutsiba kuyaphawuleka: iziphumo ezingcono kwi-spreadsheetsngokunyuka okuxeliweyo kokuchaneka kwe-20% kunye nokusebenza kakuhle kwe-15% kwiimodeli zemali, ukongeza kwisakhono sokuququzelela yolwaziLungiselela iintetho kwaye ubhale iingxelo ezinde ngaphandle kokuphulukana nomsonto.

Konke oku kuxhaswa ngumxholo wexesha elide ukuya kuma-tokens angama-200.000 ekuvavanyeni kwangaphakathi kunye nokuqiniswa kolawulo lwememori yokusebenza, apho Iincoko ezinde zizuza kushwankathelo oluzenzekelayo ukugcina ulungelelwano ngaphandle kokubaleka kwimida yefestile.

Umfanekiso we-arhente ye-AI kunye nezixhobo

Ukusebenza kakuhle, iindleko, kunye nomzamo omtsha weparameter

Enye into eyohlulayo lixabiso: Ixabiso le-API lihla ukusuka kwi-$ 15 kunye ne-$ 75 ngesigidi sokungena kunye nokuphuma kwamathokheni ukuya kwi-$ 5 kunye ne-$ 25.ngokulandelelanayo. Oku kuvula ucango lwe-automations ngaphambili ebibiza kakhulu ukuba isetyenziswe yonke imihla.

Into ephambili yobugcisa bokwandisa ukonga yiparameter yomzamo, enamanqanaba aphantsi, aphakathi, naphezulu. Kwimizamo ephakathi, I-Opus 4.5 ihambelana nokusebenza kweSonnet 4.5 kwi-SWE-Bench eqinisekisiweyo usebenzisa i-76% iithokheni ezimbalwa zokukhuphaNgomzamo omkhulu, Igqithisa i-Sonnet 4.5 ngepesenti ze-4,3 kwaye isachitha i-48% iithokheni ezincinciUbutsha apha abukho kuphela ulawulo, kodwa kunye nokukwazi ukuhluka ubunzulu bokuqiqa ngaphandle kokutshintsha imodeli.

Olu hlengahlengiso luchaphazela yonke impendulo: umbhalo, izixhobo zokufowuna, kunye nokucinga okwandisiweyoNgomzamo ophantsi, ufumana iimpendulo ezimfutshane nezisebenzayo; ngomzamo omkhulu, ufumana uhlalutyo oluneenkcukacha kunye neenkcazo ezibanzi zeemeko ezinzima.

I-Billing ikwazisa ama-nuances asebenzayo: I-Anthropic ibona ulungelelwaniso oluzenzekelayo olongeza iithokheni ezimbalwa kwiziceloNangona kunjalo, ucacisa ukuba la mathokheni ongezelelweyo yinkqubo ayihlawuliswa. Iinkcukacha ezincinci, ewe, kodwa zibalulekile xa ulinganisa.

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Ngaphezulu kwekhowudi: iiarhente, i-automation yeofisi kunye nokusetyenziswa kwekhompyuter

I-Opus 4.5 ijolise phezulu kwiprogram, kodwa Uphuculo lwabo alupheli aphoImodeli igqwesa ekudaleni amaxwebhu eengcali, i-spreadsheets, kunye neentetho, kunye nemisebenzi yophando enemithombo emininzi, ukulawula imicu emide ngaphandle kokulahlekelwa umxholo ofanelekileyo.

Kwizakhono ze-arhente, ulungelelwaniso lunyukela kwinqanaba: Ulawulo olusebenzayo lwamaqela e-arhente engaphantsi Kwiinkqubo ezintsonkothileyo zeearhente ezininzi, ezikwaziyo ukwahlula umsebenzi, ukubeka phambili, kunye nokuqhubela phambili ngokuzinzileyo kwiiyure zokuhamba komsebenzi okude.

Ngaphambili kokusetyenziswa kwekhompyuter, uhlaziyo lubandakanya a intshukumo yokusondeza kuhlolo oluneenkcukacha lwemimandla yesikrini ngesisombululo esipheleleyo. Oku kuluncedo ekufundeni umbhalo omncinci, ukuhlalutya ujongano oluneenkcukacha ezishinyeneyo, okanye ukuqinisekisa iinkcukacha phambi kokuthatha inyathelo.

Indibaniselwano yokuqiqa, izixhobo, kunye nenkumbulo ivumela i-Opus 4.5 ukuba iqalise imisebenzi ibandakanya ukufuduka kunye nekhowudi refactoring, ukuveliswa kwengxelo, kunye nedesktop automation. ngokujika okumbalwa kunye nenkunkuma yophawu oluncinci.

Ukhuseleko kunye nokomelela: ulungelelwaniso ngokuchasene nesitofu esikhawulezileyo

Ukuzimela kuphakamisa imibuzo malunga nolawulo kunye ukuthembekaApha, amabango e-Anthropic ukuba le yinto yayo imodeli elungelelaniswe ngakumbi Ukuza kuthi ga ngoku, kukho inkqubela ebonakalayo ngokuchasene nohlaselo lwenaliti yomyalelo oluzama ukuphambukisa indlela yokuziphatha kwenkqubo.

Le asiyonkcukacha zincinci: Ukuthunyelwa kwee-agent kunye nokufikelela kwizixhobo kufuna ukhuseleko olongezelelweyo.Inkampani igcina ukuba iyomeleza imiqobo ngaphandle kokubeka esichengeni ukusetyenziswa. Nangona kunjalo, bacebisa iindlela ezilungileyo zoyilo kunye nokubekwa kweliso kwabantu kwiimeko ezibuthathaka.

I-Ecosystem kunye nee-apps: Yintoni entsha kwiKhowudi kaClaude, iChrome kunye ne-Excel

Uhlaziyo alupheli kwimodeli. Idlulela kwisitaki semveliso. IKhowudi kaClaude iphucula indlela yayo yokucwangcisaNgaphambi kokuba uqalise, buza imibuzo ecacileyo kwaye wenze ifayile ehlelekayo kunye nesicwangciso sokuququzelela ukuphononongwa nokulawula.

Kwibhrawuza, UClaude weChrome ukhululwe kubasebenzisi beMaxngesithembiso sokulawula imisebenzi kwiithebhu ezininzi kunye nokulungelelanisa izenzo ngaphakathi kweeseshoni zomsebenzi ezinde. Kwabo basebenza ngeespredishithi, UClaude we-Excel uza kuMax, iQela kunye neShishini, ngenkxaso yeetshathi, iitafile zepivot kunye nokufakwa kweefayile.

Kwi-app, enye yezona zinto zisebenzayo ezintsha kukuba Iincoko ezinde azisabambekiInkqubo ishwankathela ngokuzenzekelayo umxholo wangaphambili njengoko kufuneka ukwandisa iiseshoni, ukugcina ukuhambelana kunye nokulandelwa kwezigqibo.

Konke oku kuza ecaleni kokufumaneka kwe-Opus 4.5 kwi i-API kunye neeplatifti zefu eziphambiliOku kuququzelela ukudityaniswa kwemibhobho esele ikho ngaphandle kokulinda ukusasazwa okuzinikeleyo.

Iimodeli ezintathu ze-4.5 kwiimfuno ezahlukeneyo: i-Opus, i-Sonnet kunye ne-Haiku

Intsapho ye-4.5 ihlelwe kwiiprofayili ezintathu. I-Opus 4.5 yeyona nto ikrelekrele Ngokusebenza okusebenzayo kwimigangatho ephezulu yemisebenzi ekhethekileyo, ubunjineli bobuchwephesha, kunye neearhente eziphambili. Yiyo yodwa eyamkela umzamo weparameter.

Sonnet 4.5 Yeyona nto iphambili yokubhalwa kweekhowudi kunye neearhente ezintsonkothileyo. Izisa uphuculo kuwo wonke umjikelo wobomi bophuhliso: ukucwangciswa kweenkqubo kunye noyilo, ubunjineli bokhuseleko, imiyalelo echane ngakumbi elandelayo kunye nesimbo sonxibelelwano esifutshane kunye nendalo, kunye nohlaziyo lwenkqubela phambili olusekwe kwinyani.

Kwizakhono ze-ejenti, i-Sonnet 4.5 isebenza ngokuzimeleyo ngeeyure ngelixa igcina ingqalelo. ngokuqonda umxholo kunye nohlahlo lwabiwo-mali lwethokheni ngexesha lokwenyani. Isebenzisa umnxeba wesixhobo esihambelanayo, ilungelelanisa ngcono imithombo emininzi, kwaye igcina urhulumente phakathi kweeseshoni ezinde.

Hayi 4.5 Ijolise kwisantya kunye neendleko, ukufezekisa ukusebenza okukufutshane kwimida kwisithathu sexabiso, ngaphezu kwesantya esiphindwe kabini seSonnet 4. Izisa okokuqala ngqa. ingcinga yolulelwe kumgca weHaiku, kunye nesishwankathelo sokucinga esikhethiweyo, esidibeneyo phakathi kweefowuni zesixhobo kunye nokulawulwa kohlahlo lwabiwo-mali lwengcamango.

Ngale nto, i-Anthropic ibuyisela ibhalansi kwikhathalogu yayoKwiinyanga zakutshanje, i-Sonnet 4.5 igubungele i-Opus 4.1 endala; ngoku imodeli nganye iphinda ifumana indawo yayo ngokwexabiso, isantya, kunye nomthamo.

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Ukusebenzisa izixhobo kunye nee-API ezintsha: yintoni eguqukayo imihla ngemihla

Ukuhamba kwezixhobo ezininzi, i-Anthropic yazisa Iifowuni zesixhobo senkquboImodeli ingabhala ikhowudi ebiza izixhobo ngaphakathi kwesikhongozeli sokwenza, ukunciphisa ukujikeleza okujikelezayo kunye nokucoca idatha ngaphambi kokuyilayisha kwifestile yomxholo.

Ukuba unamakhulu ezixhobo, ezintsha khangela izixhobo Ikuvumela ukuba ufumane kwaye ulayishe ngamandla kuphela oko kufunekayo. Kukho iinguqulelo ezimbini: usebenzisa iipatheni zeregex ngesixhobo tool_search_tool_regex_20251119nangemibuzo ngolwimi lwendalo nge tool_search_tool_bm25_20251119, ukugcina i-10.000 kwi-20.000 ithokheni zomxholo ngokungalayishi yonke ikhathalogu.

Ukuphucula ukuchaneka kweesamani, unako ukufaka isandla imizekelo yokusetyenziswa kwesixhobo ngamagalelo asebenzayo okukhokela imodeli ngokusebenzisa izikimu ezinzima; kwaye ukuba unenkxalabo malunga nomxholo, zikho ukuhlela umxholo ecoca ngokuzenzekelayo iifowuni ezindala kunye neziphumo xa umda wethokheni usondela.

Kulawulo lokuphumeza, iimodeli ze-4.5 ziquka izizathu ezitsha zokuyeka: model_context_window_exceeded ukubonisa ukuba iwindow yentsingiselo ifikelelwe, iyahlula ukusuka phezulu kwe max_tokenskunye nesizathu refusal Olu hlaziyo lujongene nemiba evelayo xa inkqubo isala ukuvelisa umxholo ngenxa yezizathu zokhuseleko. Ukongeza, ilungisa i-bug egcina ikhefu lomgca xa udlula iiparamitha kwizixhobo.

Iimbuyekezo zokucinga ezongezelelweyo a isishwankathelo senkqubo yangaphakathi kwi-API yokuthumela imiyalezo, kwaye xa idlulisa, inokufika kwiintlobo eziqhekezayo kunye nokulibaziseka okuncinci; akukho nto ibalulekileyo, kodwa kufanelekile ukugcina engqondweni kwi-UX ye umchachazo.

Izixhobo zophuhliso: umhleli wombhalo kunye nokwenziwa kwekhowudi

Ukuba usebenzisa umhleli wombhalo kaClaude, kukho inguqulelo entsha: uhlobo lwesixhobo text_editor_20250728 negama str_replace_based_edit_tool, kunye nomyalelo undo_edit Ayisaxhaswa. Qaphela ukuba ufuduka kwi-Sonnet 3.7.

Ukwenza ikhowudi, oku kulandelayo kuyacetyiswa: inguqulelo code_execution_20250825, eyongeza imiyalelo I-Bash kunye nokukhohlisa iifayile. Umahluko welifa code_execution_20250522 Isafumaneka, kodwa kuba kuphela Python Ayikhuthazwa ukuphunyezwa okutsha.

Olu tshintsho, kunye nenkxaso ye ukusetyenziswa okudibeneyo kwezixhobo kunye nokucinga okwandisiweyoBatyhala ukuya kuqukuqelo lwendalo ngakumbi apho imodeli iqiqa, inxibelelana nezixhobo kwaye iqhubeke nencoko ngaphandle kokutsiba okwenziwayo.

Amaxabiso, iindawo zokuphela, kunye nokufumaneka kwamafu

Ngexabiso lehla ukuya kuthi ga kwi-5 yeedola ngezigidi zeethokheni ezingenayo kunye ne-25 yeedola eziphumayo, Iimodeli ze-4.5 zigcina amaxabiso akhuphisanayoKukwakho nenqaku elitsha leendawo zokuphela xa zityiwa ngababoneleli belifu.

AWS Bedrock kunye Uphando I-Vertex AI ibonelela ngeendawo zokuphela zehlabathi nezengingqi I-Opus 4.5, i-Sonnet 4.5, kunye ne-Haiku 4.5, ii-APIs zengingqi ziqinisekisa ukuhamba kwendawo kunye ne-premium yexabiso le-10%. I-Anthropic's proprietary API yeyomhlaba ngokuzenzekelayo kwaye ayichatshazelwa lutshintsho.

I-Opus 4.5 iyafumaneka kwi Usetyenziso lwe-Anthropic, i-API, kunye namaqonga aphambili, kubandakanywa ukudibanisa njenge-Amazon Bedrock. Oku kunciphisa ixesha ukuphunyezwa kwiindawo zoshishino.

Ukulinganiselwa kunye nokuprintwa kakuhle: into omele uyazi

I-Achilles 'isithende, okwangoku, i imida yokusetyenziswa kunye nezabeloNakwizicwangciso zePro kunye neMax, iithokheni ziphela ngokukhawuleza, kwaye i-counter iphinda isetyenziselwe iiyure ezintlanu ukusuka kumyalezo wokuqala. Ekubeni i-Opus isicwangciso esinamandla kakhulu, iphinda isebenzise amathokheni ngokukhawuleza, okukhokelela ekukhungathekeni kubasebenzisi abahlawula i-$ 20 okanye i-$ 100 ngenyanga.

I-Anthropic ibeka phambili ukufumaneka. eUnited States naseNtshona YurophuUkuba usebenza ukusuka eLatin America okanye eAsia-Pasifiki, ukubambezeleka kunokonyuka kwaye nenkxaso yolwimi lwasekuhlaleni inokuncipha ngakumbi. Kuyacetyiswa ukuba ulinganise ixesha lokwenyani lokubambezeleka phambi kokuba uzibophelele kumaziko abalulekileyo.

Enye inqaku le ukuxhomekeka kuqhagamshelwano kunye neenkonzo zefuUdibaniso olufana ne-Excel kunye neChrome luxhomekeke kakhulu kwiinkonzo zefu. Kumacandelo alawulwayo afuna ukusasazwa kwizakhiwo, ukusasazwa kwabucala kuya kufuneka ukuba kuxoxwe, okanye iimodeli ezivulekileyo ziqwalaselwe kwiimeko ezithile.

Okokugqibela, ukufumana okuninzi kwi-Opus 4.5 kufuna Uqeqesho kubunjineli obukhawulezileyo, ulawulo lomxholo, kunye nokulungiswa kweempazamoNgaphandle kwezenzo ezilungileyo, amandla ayachithwa kwaye inkcitho yemiqondiso iyenyuka; kufanelekile ukutyala imali kuqeqesho lwangaphakathi.

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Iqhinga kunye nothelekiso: apho ingena khona ngokuchasene ne-OpenAI kunye neGoogle

Nge-Opus 4.5, i-Anthropic izibeka njenge umboneleli weprimiyamu yeengcali kunye nabaphuhlisiUkukhuphisana nentloko-entloko kwizicelo apho ukuchaneka kunye nokuthembeka kubaluleke kakhulu, olu khuphiswano luye lwakhupha ixabiso kunye nemfazwe yekhono elizuzisa umthengi, kwaye ukudibanisa ukusebenza, iindleko, kunye nokulawula umgudu yintambo enamandla.

Xa kuthelekiswa nabakhuphisana nabo, i-Opus 4.5 iyagqwesa ukuhamba komsebenzi ngezixhobo ezizimeleyo kunye neearhenteKwi-multimodality okanye ukuqiqa okucocekileyo, i-gap kunye neemodeli ezithile ezikhuphisanayo zincinci, kodwa isethi yemisebenzi ye-4.5 ye-ecosystem icebisa izikali kwiimeko zemveliso ezifuna ukuzingisa kunye nokulungelelaniswa.

Ixesha lokufuduka kunye nendlela yokuvavanya ngaphakathi kwenkampani

Ukuba uvela Claude 3.5 okanye Opus 4.1, cinga ukwenza jump xa udinga ukuqiqa okuntsokothileyo, umthamo wethokheni ephezulu, okanye amandla earhente ngokufikelela kwizixhobo. Ngaphezulu kwe-10 yezigidi zamathokheni ngenyanga, ukugcinwa kokugcina umzamo wokulungisa kwakhona.

Amaxwebhu e-Anthropic iindlela zokufuduka kunye nangaphandle kweeshifti zekhefu: I-Sonnet 3.7 ukuya kwi-Sonnet 4.5, i-Haiku 3.5 ukuya kwi-Haiku 4.5 (utshintsho olongezelelweyo), kunye nokuphuculwa okugudileyo ukusuka kwi-Opus 4.1 ukuya kwi-Sonnet 4.5 okanye i-Opus 4.5. Kuyacetyiswa ukuba uphonononge uluhlu lokutshekisha phambi kokuba uhambise iimeko zemveliso.

Ukwenza isigqibo, zibuze ukuba uneenkqubo eziphindaphindayo ezinomthamo owaneleyo, ulawulo lwedatha kunye neendlela zokuqinisekisaKwaye ucime ii-KPI ezilinganisa iiyure ezigciniweyo, iimpazamo, kunye namaxesha okuphendula. Ngaphandle kweemethrikhi, nawuphi na umqhubi wenqwelo-moya ushiywe ngaphandle.

Uluhlu olusebenzayo lokwamkelwa ngokukhuselekileyo: imigaqo-nkqubo yabucala kunye neDPA, ubungqina obubambeneyo bengcamango (umzekelo, amathikithi axhasayo okanye izishwankathelo zeentlanganiso), uqeqesho lwangaphakathi lwabantu ababini abaphambili, ukubeka iliso kweendleko kunye nezilumkiso, kunye nesicwangciso sokukhawulelana kwimeko apho inkonzo iyatshintsha okanye ingaphumeleli.

Kubaphuhlisi: Sebenzisa i-Opus 4.5 kwi-Claude Code

Ukuthatha ithuba le-Opus 4.5 kuphuhliso lwemihla ngemihla, Yenza i-akhawunti ye-Anthropic kwaye wenze isitshixo se-APIVuselela ukufikelela kwimodeli ngokwesicwangciso sakho (Max, Iqela, okanye Enterprise) kwaye uqwalasele izixhobo zakho zesiqhelo, kuquka Deepseek Coder.

KwiCcursor, yongeza i Isitshixo se-Anthropic API kwicandelo leemodeli kwaye ukhethe i-Opus 4.5 kwiqela lengxoxo le-AI. Ungasebenza kunye nengxoxo-encediswa ngokugqibezela ngokuzenzekelayo kunye neearhente ezininzi zigeleza ngokuthe ngqo kwi-IDE; kukho isicwangciso se-Cursor Pro esihlawulweyo esithi, ngokwesixhobo, senze ukufikelela lula kwiimodeli eziphambili.

KwiKhowudi kaClaude, qalisa i-CLI kuluhlu lweprojekthi yakho, Ngena ngephasiwedi yakho kwaye utshintshe imodeli usebenzisa umyalelo wokhetho. Ukusuka apho, vula imowudi yokucwangcisa ukucebisa amanyathelo phambi kokuba uchukumise ikhowudi, kwaye uyisebenzise ukwenza i-refactor, debug, okanye ukuqhuba izikripthi ezijoliswe kunjongo.

Eyona ndlela ilungileyo: tshintsha phakathi kweetemplates njengoko kufuneka (iHaiku okanye iSonnet kwimisebenzi elula, Opus xa ukuqiqa kuyifunaUkubeka iliso kusetyenziso lwethokheni ukuthintela ukukhukuliseka kunye nokuhlonipha imida yezinga. Ukuba iimpazamo zogunyaziso zivela kwizixhobo zomntu wesithathu, jonga ukuba iakhawunti yakho inemodeli eyenziwe yasebenza kwaye usebenzisa inguqulelo yamva nje yomxhasi.

Kwimibuzo edla ngokubuzwa, nceda uqhagamshelane iziko loncedo kunye neeforam, apho iziganeko ezaziwayo ezifana neempendulo eziqhekezayo kwingcinga eyandisiweyo okanye imodeli yemiyalezo engagunyaziswanga idweliswe xa isitshixo se-API singahambelani nesicwangciso sekhontrakthi.

Kuko konke oku kungasentla, I-Opus 4.5 idibanisa i-muscle ye-benchmarking, ulawulo lweendleko ezichanekileyo, kunye nokuphuculwa kweqonga Oku kuyenza ithandeke ngakumbi kubunjineli besoftware, i-automation yeofisi, kunye neearhente ezizimeleyo. Umba wemida yokusetyenziswa kusafuneka usonjululwe ukujikeleza ngokupheleleyo amava, kodwa isalathiso sicacile: umgangatho ophezulu ngophawu kunye ne-ecosystem elungiselelwe ngcono umsebenzi wokwenyani, ozinzileyo.