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OpenAI

Maayo 21, 2025

Badeecad

New tools and features in the Responses API

Soo kacaya…

Maanta, waxaan ku daraynaa qalab cusub oo ku dhex-dhisan Responses API—oo ah qaybta aasaasiga ah ee API-geenna ee lagu dhiso barnaamijyada ku shaqeeya wakiillada. Tan waxa ku jira taageerada dhammaan server-rada fog ee Model Context Protocol (MCP)⁠(ku furmaa daaqad cusub), iyo sidoo kale qalabyo sida soo saarida sawirka⁠(ku furmaa daaqad cusub), Code Interpreter⁠(ku furmaa daaqad cusub), iyo hagaajinta raadinta faylka⁠(ku furmaa daaqad cusub). Qalabkan waxa laga heli karaa dhammaan taxanayaashayada GPT‑4o, taxanaha GPT‑4.1, iyo noocyada caqliyeynta ee OpenAI o-series. o3 iyo o4-mini hadda waxay si toos ah ugu yeeri karaan qalabyo iyo hawlo gudaha silsilada fikirka ee Responses API, iyagoo soo saaraya jawaabo ka qani badan macnaha oo ka habboon. Adeegsiga o3 iyo o4-mini ee Responses API waxa uu ilaaliyaa token-nada caqliyeynta inta u dhexaysa codsiyada iyo wicitaannada qalabka, taas oo hagaajinaysa garaadka nooca isla markaana yareynaysa kharashka iyo daahitaanka horumariyayaasha.

Waxaan sidoo kale soo bandhigaynaa astaamo cusub oo ku jira Responses API kuwaas oo hagaajinaya isku halaynta, muuqaalka, iyo asturnaanta ganacsiyada iyo horumariyayaasha. Kuwaas waxa ka mid ah habka gadaal⁠(ku furmaa daaqad cusub) si loo maareeyo hawlaha waqti dheer qaata si asynchronous ah oo aad loogu kalsoon yahay, taageerada soo koobitaannada caqliyeynta⁠(ku furmaa daaqad cusub), iyo taageerada walxaha caqliyeynta ee la siray⁠(ku furmaa daaqad cusub). 

Tan iyo markii aan sii daynay Responses API bishii Maarso 2025 annagoo wata qalabyo sida raadinta webka, raadinta faylka, iyo adeegsiga kombiyuutarka, boqolaal kun oo horumariyayaal ah ayaa adeegsaday API-ga si ay uga shaqeeyaan tiriliyan-yo tokenno ah oo dhex mara noocyadeenna. Macaamiishu waxay API-ga u adeegsadeen inay ku dhisaan noocyo kala duwan oo barnaamijyo wakiil-ku-saleysan ah, oo ay ku jiraan wakiilka koodhaynta ee Zencoder⁠(ku furmaa daaqad cusub), wakiilka sirdoonka suuqa ee Revi⁠(ku furmaa daaqad cusub) ee private equity iyo investment banking, iyo kaaliyaha waxbarashada ee MagicSchool AI⁠(ku furmaa daaqad cusub)'s—kuwaas oo dhammaantood adeegsada raadinta webka si ay xog khusaysa oo casri ah ugu soo jiidaan app-kooda. Hadda horumariyayaashu waxay dhisi karaan wakiillo ka sii faa’iido badan oo la isku hallayn karo, iyagoo heli kara qalabka iyo astaamaha cusub ee maanta la sii daayay.

Taageero cusub oo server-rada fog ee MCP

Waxaan ku darnay taageerada server-rada fog ee MCP⁠(ku furmaa daaqad cusub) gudaha Responses API, annagoo ku dhiseyna sii-dayntii taageerada MCP ee Agents SDK⁠(ku furmaa daaqad cusub). MCP waa borotokool furan oo mideeya sida barnaamijyadu macnaha ugu gudbiyaan LLM-yada. Iyada oo lagu taageerayo server-rada MCP ee Responses API, horumariyayaashu waxay ku xiri karaan noocyadeenna qalab lagu martigeliyay server kasta oo MCP ah iyagoo adeegsanaya dhawr sadar oo koodh ah. Waa kuwan tusaalooyin muujinaya sida horumariyayaashu maanta ugu adeegsan karaan server-rada fog ee MCP Responses API:

Python

1
response = client.responses.create(
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  model="gpt-4.1",
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  tools=[{
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    "type": "mcp",
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    "server_label": "shopify",
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    "server_url": "https://pitchskin.com/api/mcp",
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  }],
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  input="Add the Blemish Toner Pads to my cart"
9
)

Blemish Toner Pads waxaa lagu daray gaadhigaaga! Waxaad halkan ka sii wadan kartaa lacag-bixinta:

Pitch. Skin checkout page showing express options (Shop Pay, PayPal, G Pay), contact and delivery form fields, and an order summary for one ‘Blemish Toner Pads 200 mL (120 pads)’ priced at AUD $49.

Server-rada fog ee caanka ah ee MCP waxaa ka mid ah Cloudflare⁠(ku furmaa daaqad cusub), HubSpot⁠(ku furmaa daaqad cusub), Intercom⁠(ku furmaa daaqad cusub), PayPal⁠(ku furmaa daaqad cusub), Plaid⁠(ku furmaa daaqad cusub), Shopify⁠(ku furmaa daaqad cusub), Stripe⁠(ku furmaa daaqad cusub), Square⁠(ku furmaa daaqad cusub), Twilio⁠(ku furmaa daaqad cusub), Zapier⁠(ku furmaa daaqad cusub), iyo kuwo kale. Waxaan filaynaa in nidaamka deegaanka ee server-rada fog ee MCP uu si degdeg ah u kobco bilaha soo socda, taas oo horumariyayaasha u sahlaysa inay dhisaan wakiillo awood badan oo ku xirmi kara qalabka iyo ilaha xogta ee ay adeegsadayaashoodu durba ku tiirsan yihiin. Si aan sida ugu fiican u taageerno nidaamka deegaanka una gacan uga geysanno heerkan soo koraya, OpenAI waxay sidoo kale ku biirtay guddiga hagista ee MCP.

Si aad u barato sida aad u kicin karto server-kaaga fog ee MCP, eeg hagahan ka socda Cloudflare⁠(ku furmaa daaqad cusub). Si aad u barato sida loo isticmaalo qalabka MCP ee Responses API, eeg hagahan⁠(ku furmaa daaqad cusub) ku jira API Cookbook-keenna.

Cusboonaysiinta soo saarida sawirka, Turjume Koodh, iyo raadinta faylka

Iyada oo qalabku ku dhex-dhisan yahay Responses API, horumariyayaashu waxay si fudud ugu abuuri karaan wakiillo awood badan hal wicitaan oo API ah. Iyagoo wacaya qalabyo badan inta lagu jiro caqliyeynta, noocyadu hadda waxay gaadheen waxqabad aad uga sarreeya oo ku saabsan wicitaanka qalabka imtixaannada heerka warshadaha sida Humanity’s Last Exam (isha). Maanta, waxaan ku daraynaa qalabyo cusub oo ay ku jiraan:

  • Soo saarida sawirka: Marka lagu daro isticmaalka Images API⁠(ku furmaa daaqad cusub), horumariyayaashu hadda waxay geli karaan nooca soo saarida sawirka ee ugu dambeeyay—gpt-image-1—sida qalab ku jira Responses API. Qalabkani waxa uu taageeraa qulqul toos ah waqtiga-dhabta ah—taas oo u oggolaanaysa horumariyayaasha inay arkaan horudhacyada sawirka inta la soo saarayo—iyo tafatirro dhowr-wareeg ah—taas oo u oggolaanaysa horumariyayaasha inay nooca ku weydiiyaan inuu sawirradan si faahfaahsan tallaabo-tallaabo u habeeyo. Wax badan baro⁠(ku furmaa daaqad cusub).
  • Code Interpreter: Horumariyayaashu hadda waxay ku isticmaali karaan qalabka Code Interpreter⁠(ku furmaa daaqad cusub) gudaha Responses API. Qalabkani wuxuu faa’iido u leeyahay falanqaynta xogta, xallinta dhibaatooyinka adag ee xisaabta iyo koodhaynta, iyo ka caawinta noocyada inay si qoto dheer u fahmaan una maareeyaan sawirrada (tusaale, ku fikiridda sawirro). Awoodda noocyada sida o3 iyo o4-mini ay ugu adeegsan karaan qalabka Code Interpreter gudaha silsilada fikirka ayaa keentay waxqabad soo hagaagay oo ka muuqda dhowr benchmark oo ay ku jirto Humanity’s Last Exam (isha). Wax badan baro⁠(ku furmaa daaqad cusub).
  • Raadinta faylka: Horumariyayaashu hadda waxay heli karaan qalabka raadinta faylka⁠(ku furmaa daaqad cusub) gudaha noocyadeenna caqliyeynta. Raadinta faylku waxay u suuragelisaa horumariyayaasha inay qaybo khuseeya oo dukumentiyadooda ah ugu soo jiidaan macnaha nooca iyadoo lagu salaynayo weydiinta isticmaalaha. Waxaan sidoo kale soo bandhigaynaa cusboonaysiin lagu sameeyay qalabka raadinta faylka oo u oggolaanaya horumariyayaasha inay ka dhex raadiyaan dukaamo vector oo badan isla markaana taageera shaandhaynta sifooyinka iyadoo la adeegsanayo arrays. Wax badan baro⁠(ku furmaa daaqad cusub).

Astaamo cusub oo ku jira Responses API

Marka lagu daro qalabka cusub, waxaan sidoo kale ku daraynaa taageerada astaamo cusub oo ku jira Responses API, oo ay ku jiraan:

  • Habka gadaal: Sida lagu arkay alaabooyinka wakiil-ku-saleysan sida Codex, cilmi baarista qotada dheer, iyo Operator, noocyada caqliyeyntu waxay qaadan karaan dhowr daqiiqo si ay u xalliyaan dhibaatooyin adag. Horumariyayaashu hadda waxay adeegsan karaan habka gadaal si ay u dhisaan waayo-aragnimooyin la mid ah oo ku jira noocyada sida o3 iyaga oo aan ka walwalin timeout-yada ama dhibaatooyinka kale ee isku xirnaanta—habka gadaal ayaa si asynchronous ah u bilaaba hawlahan. Horumariyayaashu waxay ama baari karaan walxahan si ay u hubiyaan dhammaystirka, ama waxay bilaabi karaan dhacdooyin qulqulaya markasta oo codsigoodu u baahan yahay inuu la socdo xaaladdii ugu dambeysay. Wax badan baro⁠(ku furmaa daaqad cusub).

Python

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response = client.responses.create(
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  model="o3",
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  input="Write me an extremely long story.",
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  reasoning={ "effort": "high" },
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  background=True
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)
  • Soo koobitaannada caqliyeynta: Responses API hadda waxa uu soo saari karaa soo koobitaanno gaagaaban oo luqad dabiici ah oo ku saabsan silsilada fikirka gudaha ee nooca, oo la mid ah waxa aad ku aragto ChatGPT. Tani waxay horumariyayaasha u sahlaysaa inay khaladaadka baadhaan, hanti-dhawraan, oo ay dhisaan waayo-aragnimooyin ka fiican oo isticmaalaha ugu dambeeya ah. Soo koobitaannada caqliyeynta waxa la heli karaa iyada oo aan wax kharash dheeraad ah jirin. Wax badan baro⁠(ku furmaa daaqad cusub).

Python

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response = client.responses.create(
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    model="o4-mini",
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    tools=[
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        {
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            "type": "code_interpreter",
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            "container": {"type": "auto"}
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        }
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    ],
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    instructions=(
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        "You are a personal math tutor. "
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        "When asked a math question, run code to answer the question."
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    ),
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    input="I need to solve the equation `3x + 11 = 14`. Can you help me?",
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    reasoning={"summary": "auto"}
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)
  • Walxaha caqliyeynta ee la siray: Macaamiisha u qalma xog haynta eberka ah (ZDR)⁠(ku furmaa daaqad cusub) hadda waxay dib u isticmaali karaan walxaha caqliyeynta inta u dhexaysa codsiyada API-ga—iyada oo aan wax walxo caqliyeyn ah lagu kaydin server-rada OpenAI. Noocyada sida o3 iyo o4-mini, dib u isticmaalka walxaha caqliyeynta inta u dhexaysa wicitaannada shaqada waxa uu kordhiyaa garaadka, yareeyaa isticmaalka token-ka, wuxuuna kordhiyaa heerarka cache hit, taas oo keenta kharash iyo daahitaan hooseeya. Wax badan baro⁠(ku furmaa daaqad cusub).

Python

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response = client.responses.create(
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  model="o3",
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  input="Implement a simple web server in Rust from scratch.",
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  store=False,
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  include=["reasoning.encrypted_content"]
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)

Qiimeyn iyo helitaan

Dhammaan qalabkan iyo astaamahan hadda waxa laga heli karaa Responses API, waxaana lagu taageeraa taxanahayaga GPT‑4o, taxanaha GPT‑4.1, iyo noocyadayada caqliyeynta ee OpenAI o-series (o1, o3, o3‑mini, iyo o4-mini). Soo saarida sawirka waxa kaliya oo lagu taageeraa o3 ee taxanaha noocyadayada caqliyeynta. 

Qiimaynta qalabkii hore u jiray sidiisii ayay ahaanaysaa. Soo saarida sawirku waxay ku kacaysaa $5.00/1M tokenno qoraal gelin ah, $10.00 / 1M tokenno sawir gelin ah, iyo $40.00 / 1M tokenno sawir soo saarid ah, iyadoo 75% laga dhimay tokennada gelinta ee kaydsan. Code Interpreter wuxuu ku kacayaa $0.03 halkii container. Raadinta faylku waxay ku kacaysaa $0.10/GB kaydinta vector-ka maalintii iyo $2.50/1k wicitaanno qalab ah. Ma jiro kharash dheeraad ah oo lagu wacayo qalabka server-ka fog ee MCP—waxaa lagugu dalacayaa oo keliya tokennada wax soo saarka ee API-ga. Wax badan ka baro qiimaynta⁠(ku furmaa daaqad cusub) dukumentiyadayada. 

Waxaan ku faraxsanahay inaan aragno waxa aad dhisaysaan!

Qoraa

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