Mhla ziyi-28 iNyoni 2026 i-Anthropic yakhipha i-Claude Sonnet 5.5, i-model yesibili esitukulwaneni se-5.5 ngemuva kwe-Opus 5.5, leyaphuma mhla ziyi-22 iNyoni. Intsengo ayizange ishintje kusuka ku-Sonnet 5: $2 ngesigidzi sema-token langenako, $10 ngesigidzi sema-token laphumako, kanye na-$0.20 ngesigidzi sema-token lafundvwa ku-prompt cache. I-token yingcenye yemagama ema-model e-AI labitelwa ngayo.

Noko, i-Anthropic itsi i-model lensha ibita kuya ku-30% kancono ngemsebenti ngamunye ekuhloleni kwayo, futsi ibhala lokuphumako ngekushesha lokungetulu kwa-30%. Sizatfu akusiko kwehliswa kwentsengo. I-model idzinga nje ema-token lambalwa kute yente umsebenti lofanako. Lelo liphuzu lelifanele kunakwa nome nguliphi libhizinisi lelikhokha inkokhelo ye-AI: intsengo nge-token ngayinye ayikutjeli kutsi umsebenti ubita malini.

Kungani inkokhelo yehla kantsi intsengo ye-token ihlala injalo

Inkokhelo ye-model yinombolo yema-token iphindvwe ngentsengo yawo. Futsi linani lema-token alibekwa bude bembuto wakho bodvwa. Lincike kuloko i-model lekwentako kute ifike empendvulweni: tinyatselo letingakhi letitsatsako, kangakhi ibita lithulusi noma iyasesha, nekutsi icabanga kangakanani ngaphambi kwekubhala. Emadokhumente e-Anthropic asho kutsi ema-token ekucabanga abitelwa njengema-token laphumako, luhlobo lolubita kakhulu.

Kanye nesimemetelo, i-Anthropic yashicilela imiphumela yetinkampani letahlola i-model ngaphambi kwekwetfulwa:

  • Balyasny Asset Management: emisebentini yetimali lengu-2,441 lehlanganisa imibuto netimphendvulo (Q&A), kukhipha lwati, kuhlatiya nekubikezela, i-Sonnet 5.5 yasebentisa ema-token langaba ngu-121,000 empendvulweni ngayinye uma kucatsaniswa nalangu-497,000 e-Sonnet 5, futsi yatfola emaphuzu lamanyenti.
  • Slack: yehlula i-Sonnet 5 cishe kuko konkhe kuhlolwa kwe-Slackbot kwe-Slack lokungekho ku-inthanethi, ngetinyatselo letimbalwa nangema-token laphumako lacishe abe ngu-14% lambalwa, ngaphandle kwekushintja ema-prompt.
  • Lovable: ekuhloleni kwayo kwekubhala ikhodi yadzinga kubita emathulusi lokuncane ngencenye yesitsatfu kanye nesigamu sekusebentisa i-shell kute icedze umsebenti.
  • Box: beyinembe kakhulu kune-model yangaphambilini, isheshe kaphindvwe-2.4, futsi yasebentisa ema-token onkhe lambalwa nga-12%.

Naka libanga: kusuka kuma-token lambalwa nga-12% kuya kulacishe abe tincenye letintsatfu kulokune lambalwa, kuya ngenhlobo yemsebenti. Loku kuhlola kwetinkampani ngekwato njengoba kushicilelwe yi-Anthropic, hhayi kulinganisa lokutimele. Ngekwemukhuba, kulondvoloza kwangempela ebhizinisini lakho kungatiwa kuphela ngekukuzama emisebentini yakho.

I-Sonnet 5.5 noma i-Opus 5.5: umehluko entsengweni nasekhonweni

I-Opus 5.5 ibita kaphindvwe kabili kulokungenako nalokuphumako, kantsi kufundza ku-cache kubita kufana, futsi kuma-benchmark lamanyenti lashicilelwe sikhala sincane. Kodvwa i-Anthropic ngekwayo inika i-model ngayinye umsebenti lowehlukile.

IntfoSonnet 5.5Opus 5.5
I-ID ye-model ku-APIclaude-sonnet-5-5claude-opus-5-5
Intsengo (lokungenako / lokuphumako ngesigidzi sema-token)$2 / $10$4 / $20
Kubhala ku-cache (5 emaminitsi)$2.50$5
Kufundza ku-cache$0.20$0.20
Batch API (lokungenako / lokuphumako)$1 / $5$2 / $10
Liwindi lesimo / lokuphumako lokukhulu1M wema-token / 128K wema-token1M wema-token / 128K wema-token
I-effort lejwayelekile ku-APIhighmedium
Terminal-Bench 4.0 — kubhala ikhodi ku-terminal70.6%66.4%
CursorBench 4.0 — imisebenti levela etikhatsini tekubhala ikhodi tangempela55.5%57.8%
OSWorld 2.1 — kusebentisa ikhompyutha80.1%81.8%
GDPval-AA — umsebenti wetingcweti emisebentini lengu-44 (lizinga)18441846
Humanity's Last Exam — nemathulusi64.5%67.7%

Emanani avela esimemetelweni se-Anthropic nasemadokhumentini ayo emanani nema-model. Emaphuzu e-Opus 5.5 ku-Terminal-Bench ngulawo lasetulu kakhulu, nge-effort ye-Xhigh. Kute kucatsaniswe, i-Sonnet 5 beyikalwe cishe ku-1449 ku-GDPval-AA.

Emanani ayasondzelana, kodvwa simemetelo lesifanako sitsi ema-benchmark abamba luhlangotsi lunye kuphela lwekhono, nekutsi ekuhloleni kwe-Anthropic ngekwayo nakwebahloli bangaphandle i-Opus 5.5 isahlala inemandla kakhulu emsebentini loyinkimbinkimbi nalovulekile lodzinga kwahlulela lokuchubekako. I-Sonnet 5.5 incono kakhulu emisebentini yemalanga onkhe lecaciswe kahle, ekulungiseni emaphutsa, nasekwakheni emadokhumente, ema-slide nema-spreadsheet.

Kufundza kwetfu, ngekwemsebenti: kuphendvula umbuto wemkhasimende ngaphansi kwemitsetfo lecacile, kukhipha imininingwane ye-invoyisi, kufinyeta umhlangano, noma kwakha i-deck kusuka ku-template lengaguguki yimisebenti ye-Sonnet. Kwakha luhlelo lolusha, kuhlatiya lokuvulekile lokukala tinketfo, noma sincumo lesincike esimeni lesidze nalesihlangene ngulapho i-Opus ingafanelwa yintsengo yayo. Sacatsanisa i-Opus 5.5 ne-Fable 5.1 yelizinga lelisetulu ngemininingwane esihlokweni sangaphambilini.

I-effort: simiso lesinyakatisa inkokhelo kakhulu kunelibito le-model

I-Sonnet 5.5 isebenta ngemazinga lasihlanu e-effort: low, medium, high, xhigh kanye na-max. Lapho lizinga liphakeme khona, i-model isebenta sikhatsi lesidze futsi itihlole kakhulu, ngako-ke tindleko ngemsebenti ngamunye tiyakhuphuka futsi nemaphuzu avame kukhuphuka. Lokujwayelekile yi-medium ngekhatsi kuma-app e-Claude naku-Claude Code, kantsi yi-high nawuyibita nge-API.

I-Anthropic itsi kuma-benchmark lamanyenti i-Sonnet 5.5 nge-effort ye-low noma ye-medium yehlula emaphuzu lamahle kakhulu e-Sonnet 5 ngetindleko letingaba yincenye yelishumi ngemsebenti ngamunye. Ku-FrontierCode, lelilinganisa kutsi lushintjo lwekhodi lungahlanganiswa yini ngaphandle kwekulungiswa ngumuntfu, yatfola emaphuzu langu-10 ngetulu kwe-Sonnet 5 esimisweni lesifanako se-high, ngetindleko letingaba yincenye yelishumi nesihlanu ngemsebenti ngamunye.

Inothi linye esimemetelweni lifanele kumiswa kancane: ku-FrontierCode, i-Sonnet 5.5 yatfola emaphuzu laphansi nge-effort ye-max kunange-xhigh, ngobe yavame kusebentisa likhono lekubuyeketa ikhodi le-Claude Code, leliyehlukanisa kubuyeketa kuma-subagent lamanyenti; etimeni letimbili letahlolwa yi-Cognition, loku kwaholela ku-timeout noma ekulungiseni lokwendlula umsebenti. I-effort lesetulu kakhulu akusiwo njalo umphumela lomuhle kakhulu, kodvwa ivame kubita kakhulu.

Umhlahlandlela wekushintja uphindze wecwayise kutsi emazinga alungiswe kabusha, ngako-ke lizinga lelitsite alikhiciti linani lelifanako lekucabanga njengoba belenta ku-Sonnet 5. Weluleka kucala nge-high emsebentini lojwayelekile, nge-medium ekubhaleni ikhodi lecaciswe kahle nasemisebentini yemathulusi lenetinyatselo letinyenti, nange-medium noma i-low ekuchumaneni nakuko konkhe lokutsintseka ngekubambeka. Ngalamanye emagama, luhlelo lolubita i-model nge-API ngaphandle kwekubeka lizinga lutawusebenta nge-high, futsi lungakhokha kakhulu kunaloko lokudzingwa yimisebenti yalo lejwayelekile.

Ngaphambi kwekutsi umtfutfukisi wakho ashintje libito le-model

Kushintja ema-model kubukeka kungushintjo lwemugca munye, kodvwa umhlahlandlela wekushintja ubala tingucuko letingamisa kuhlanganiswa lokusebentako noma tishintje inkokhelo yako:

  • Kucima kucabanga sekushintjile: emasistimu lacima kucabanga ku-Sonnet 5 nge-thinking: {"type": "disabled"} atawutfola liphutsa le-400 kusuka ku-Sonnet 5.5. Lokutsatsa sikhundla salo simiso lesisha se-between_tools, lesemukelwa kuphela nge-effort ye-low, medium ne-high.
  • Kucabanga kuvulekile ngalokujwayelekile: sicelo lesingabeki insimu yekucabanga sisebenta nekucabanga lokutivumelanisako ku-Sonnet 5.5. Nome ngubani losuka ku-Sonnet 4.6 noma ngaphambili, noma ku-Haiku 4.5, lapho kucabanga bekucimile ngalokujwayelekile, nyalo utawukhokhela ema-token ekucabanga etincelweni letingakaze tibeke insimu yekucabanga.
  • Umbhalo lofanako, ema-token lamanyenti, nawuvela esitukulwaneni 4: i-Sonnet 5.5 isebentisa i-tokenizer ye-Sonnet 5, futsi emadokhumente atsi umbhalo lofanako ukhicita ema-token lacishe abe ngu-30% lamanyenti kunaku-Sonnet 4.6, Sonnet 4.5 naku-Haiku 4.5, kuya ngalokucuketfwe. Kulondvoloza ngemsebenti ngamunye lokumenyetelwe yi-Anthropic kulinganiswa nge-Sonnet 5, hhayi ngesitukulwane 4.
  • Sakhiwo sempendvulo: imphendvulo ingacala ngelibhulokhi lekucabanga ngaphambi kwemagama, ngako-ke ikhodi lefundza intfo yekucala yempendvulo njengemagama itawephuka.
  • Timiso letaliwako: tabelomali tekucabanga letingaguguki, emanani langasiwo lajwayelekile emapharamitha lanjenge-temperature ne-top_p, i-assistant prefill, kanye nekuphoca kusetjentiswa kwelithulusi, nome kulithulusi lelitsite noma nome nguliphi lithulusi, konkhe kubuyisa liphutsa le-400.
  • Imisebenti yekuvikeleka kwe-inthanethi: ngobe emakhono e-model ekuvikelekeni kwe-inthanethi ayalingana nalawo e-Opus 5, i-Anthropic yayetfula ngetivikelo lapho imisebenti yekuvikeleka lenengoti lephakeme ibuyela ngalokubonakalako ku-Sonnet 5. Ku-API, sicelo lesaliwe sibuyisa kwala ngaphandle kwekutsi umtfutfukisi avule i-fallback ye-beta yaseceleni kwe-server, letfolakala ku-Claude API kuphela. Kutfola nekulungisa emaphutsa njengencenye yekutfutfukisa lokujwayelekile akutsintseki.

I-model iyatfolakala ku-Claude Platform, AWS, Google Cloud naku-Microsoft Azure, futsi emadokhumente asho kutsi ngeke isuswe ngaphambi kwamhla ziyi-28 iNyoni 2027, ngako-ke nome ngubani lowakha ngayo lamuhla unemnyaka lowucishe ube munye ngaphambi kwekuphoceleleka kushintja.

Ungatilinganisa njani tindleko temsebenti ngamunye ebhizinisini lakho

Umbuto lofanele kubutwa loyo loliphetse kuhlanganiswa kwe-AI yakho akusikho kutsi i-model ibita malini, kodvwa kutsi umsebenti munye lowemukelwe usibita malini. Kulinganisa kulula:

  • Khetsa sampula yangempela: imisebenti lesuka ku-20 kuya ku-50 lesuka emsebentini wakho wangempela, njengetimphendvulo kumakhasimende noma ema-invoyisi lokufanele ukhiphe kuwo imininingwane, hhayi tibonelo letentiwe.
  • Yisebentise kuwo womabili ema-model: i-model yakho yamanje ne-Sonnet 5.5, okungenani ngemazinga lamabili e-effort. I-API ibuyisa linani lema-token langenako nalaphumako nemphendvulo ngayinye, ngako-ke wabhale kanye nesikhatsi sekusebenta.
  • Vumela sisebenti sahlulele ikhwalithi: umuntfu lowati umsebenti uncuma kutsi ngumiphi imiphumela lemukelekako njengoba injalo.
  • Bala tindleko ngemsebenti ngamunye lowemukelwe: tindleko tetonkhe tehlukaniswe ngelinani lemiphumela leyemukelwe. I-model leshibhile ledzinga kutsi incenye yesitsatfu yemisebenti yayo yentiwe kabusha ayishibhile.
  • Sebentisa tinketfo temanani: umsebenti longaphutfumi, njengekucubungula sigcinamlandvo sema-invoyisi, ungasebenta nge-Batch API ngesigamu sentsengo: $1 lokungenako na-$5 lokuphumako ngesigidzi sema-token. Simo lesiphindvwa kuso sonkhe sicelo, njengetinchubomgomo tenkampani noma ikhathalogi yemikhicito, sifundvwa ku-cache nga-$0.20 esikhundleni sa-$2, futsi i-prompt lencane kakhulu lengagcinwa ku-cache nyalo ingema-token langu-512 esikhundleni sa-1,024.

Umbono we-Origami

Emathebula emanani amema kucatsanisa ngetindleko tesigidzi sema-token, kodvwa lokukhishwa kusibonelo lesicacile sekutsi linani lelibalulekile tindleko temsebenti. I-model lefanako ngentsengo lefanako ingashibha ngobe isebenta ngetinyatselo letimbalwa, futsi ingabita kakhulu nangabe kucabanga kuvuleka ngalokujwayelekile noma umuntfu akhuphula lizinga le-effort ngaphandle kwekulinganisa. Libhizinisi lelikhokha inkokhelo ye-AI yenyanga ngayinye ngaphandle kwekwati tindleko temsebenti munye liphatsa intfo lengakuyiboni.

Ngiko sicabanga kutsi nome nguluphi luhlelo lolusebentisa i-model yelulwimi ngekhatsi ebhizinisini kufanele lwente libito le-model nelizinga le-effort kube simiso lesishintjako ngaphandle kwekuphindza kuhlelwa, futsi lubhale ema-token ngemsebenti ngamunye embikweni wenyanga. Ngako-ke kuya ekukhishweni lokusha, njenge-Sonnet 5.5 lamuhla ne-Haiku 5.5, i-Anthropic letsi iyeta emavikini lambalwa latako, kuba sincumo lesilinganiswa ngemalanga, hhayi iphrojekthi lensha.

Umgca wekugcina

I-Sonnet 5.5 ayizange yehlise intsengo lesohlwini, kodvwa ingehlisa inkokhelo yakho nangabe i-model yangaphambilini isebentisa tinyatselo nema-token lamanyenti enhlobeni yakho yemsebenti. Ngaphambi kwekutsi ushintje:

  • Cela umtfutfukisi wakho kutsi abuyeketa timiso tekucabanga nekhodi lefundza timphendvulo, bese ahlola kuhlanganiswa endzaweni ye-staging ngaphambi kwe-production.
  • Linganisa tindleko ngemsebenti ngamunye lowemukelwe kusampula yangempela, okungenani ngemazinga lamabili e-effort.
  • Nangabe use-Sonnet 4.6 noma lendzala, bala ema-token lengetiwe lakhicitwa ngumbhalo lofanako nyalo ngaphambi kwekucabanga nome nguku kulondvoloza.
  • Gcina i-Opus 5.5 yemisebenti levulekile ledzinga kwahlulela, hambisa imisebenti lephindvaphindvwako lecaciswe kahle ku-Sonnet 5.5, futsi ubuke emanani inyanga yonkhe.

Imitfombo