
Ma nstab xejn. Ipprova “video”, “FLUX” jew “webhooks”.
Qed jitgħabbew il-mudelli…
nano-banana-2
# Run the model; wait up to 20 s for the finished result in the same call
curl -X POST "https://vit.doitong.com/api/v1/run/nano-banana-2?wait=20" \
-H "Authorization: Bearer $DOITONG_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"prompt": "Hyper-realistic miniature luxury farmhouse construction site at the very first stage of construction, viewed through cinematic macro photography. A small rectangular foundation area partially prepared on natural brown sand and compact soil, realistic miniature construction materials scattered naturally around the site, tiny red bricks, miniature cement bags, wooden beams, gravel, sand piles, metal rods, tiny buckets, miniature trowel, measuring tape, spirit level and other authentic construction tools. Giant human fingers and realistic human hands carefully interacting with the miniature materials, positioning the first construction pieces. The future farmhouse footprint clearly visible but construction has only just begun, with no completed walls or roof. Subtle markings and foundation trenches visible in the soil. A small empty area beside the foundation reserved for a future swimming pool. Extremely realistic material scale, authentic construction imperfections, tiny dust particles, cement residue, fingerprints, rough brick texture and granular soil detail. Professional miniature craftsmanship, photorealistic 8K detail, cinematic studio lighting, realistic soft shadows, shallow depth of field, strong foreground-to-background scale contrast, sharp focus on construction area, premium macro lens photography, realistic bokeh, natural color reproduction, high dynamic range, tactile textures, physically accurate lighting, believable human-to-miniature scale, no cartoon appearance, no CGI look, no text, no watermark.",
"resolution": "1K"
}'
# Still "queued" or "running"? Poll with the id from the response:
curl "https://vit.doitong.com/api/v1/requests/REQUEST_ID?wait=20" \
-H "Authorization: Bearer $DOITONG_API_KEY"
const API = "https://vit.doitong.com/api/v1";
const headers = {
"Authorization": "Bearer " + process.env.DOITONG_API_KEY,
"Content-Type": "application/json",
};
// Run the model; wait up to 20 s for the finished result in the same call
let res = await fetch(API + "/run/nano-banana-2?wait=20", {
method: "POST",
headers,
body: JSON.stringify({
"prompt": "Hyper-realistic miniature luxury farmhouse construction site at the very first stage of construction, viewed through cinematic macro photography. A small rectangular foundation area partially prepared on natural brown sand and compact soil, realistic miniature construction materials scattered naturally around the site, tiny red bricks, miniature cement bags, wooden beams, gravel, sand piles, metal rods, tiny buckets, miniature trowel, measuring tape, spirit level and other authentic construction tools. Giant human fingers and realistic human hands carefully interacting with the miniature materials, positioning the first construction pieces. The future farmhouse footprint clearly visible but construction has only just begun, with no completed walls or roof. Subtle markings and foundation trenches visible in the soil. A small empty area beside the foundation reserved for a future swimming pool. Extremely realistic material scale, authentic construction imperfections, tiny dust particles, cement residue, fingerprints, rough brick texture and granular soil detail. Professional miniature craftsmanship, photorealistic 8K detail, cinematic studio lighting, realistic soft shadows, shallow depth of field, strong foreground-to-background scale contrast, sharp focus on construction area, premium macro lens photography, realistic bokeh, natural color reproduction, high dynamic range, tactile textures, physically accurate lighting, believable human-to-miniature scale, no cartoon appearance, no CGI look, no text, no watermark.",
"resolution": "1K"
}),
});
let request = await res.json();
if (!res.ok) throw new Error(request.error.code + ": " + request.error.message);
// Not finished yet: long-poll until it is
while (request.status === "queued" || request.status === "running") {
res = await fetch(API + "/requests/" + request.id + "?wait=20", { headers });
request = await res.json();
}
if (request.status !== "succeeded") throw new Error(JSON.stringify(request.error));
console.log(request.outputs.map((o) => o.url), request.cost.credits + " API credits ($" + request.cost.usd + ")");
import os
import requests
API = "https://vit.doitong.com/api/v1"
headers = {"Authorization": "Bearer " + os.environ["DOITONG_API_KEY"]}
payload = {
"prompt": "Hyper-realistic miniature luxury farmhouse construction site at the very first stage of construction, viewed through cinematic macro photography. A small rectangular foundation area partially prepared on natural brown sand and compact soil, realistic miniature construction materials scattered naturally around the site, tiny red bricks, miniature cement bags, wooden beams, gravel, sand piles, metal rods, tiny buckets, miniature trowel, measuring tape, spirit level and other authentic construction tools. Giant human fingers and realistic human hands carefully interacting with the miniature materials, positioning the first construction pieces. The future farmhouse footprint clearly visible but construction has only just begun, with no completed walls or roof. Subtle markings and foundation trenches visible in the soil. A small empty area beside the foundation reserved for a future swimming pool. Extremely realistic material scale, authentic construction imperfections, tiny dust particles, cement residue, fingerprints, rough brick texture and granular soil detail. Professional miniature craftsmanship, photorealistic 8K detail, cinematic studio lighting, realistic soft shadows, shallow depth of field, strong foreground-to-background scale contrast, sharp focus on construction area, premium macro lens photography, realistic bokeh, natural color reproduction, high dynamic range, tactile textures, physically accurate lighting, believable human-to-miniature scale, no cartoon appearance, no CGI look, no text, no watermark.",
"resolution": "1K",
}
# Run the model; wait up to 20 s for the finished result in the same call
r = requests.post(API + "/run/nano-banana-2", params={"wait": 20}, json=payload, headers=headers)
request = r.json()
if not r.ok:
raise RuntimeError(request["error"]["code"] + ": " + request["error"]["message"])
# Not finished yet: long-poll until it is
while request["status"] in ("queued", "running"):
request = requests.get(API + "/requests/" + request["id"], params={"wait": 20}, headers=headers).json()
if request["status"] != "succeeded":
raise RuntimeError(request["error"])
print([o["url"] for o in request["outputs"]], request["cost"]["credits"], "API credits", "$" + request["cost"]["usd"])
# 1. Connect once (Claude Code; Cursor, VS Code, Claude Desktop: https://doitong.com/mt/developers/docs/mcp)
claude mcp add --transport http doitong-models https://vit.doitong.com/api/v1/mcp \
--header "Authorization: Bearer $DOITONG_API_KEY"
# 2. Your agent calls the "run" tool with:
{
"model_id": "nano-banana-2",
"input": {
"prompt": "Hyper-realistic miniature luxury farmhouse construction site at the very first stage of construction, viewed through cinematic macro photography. A small rectangular foundation area partially prepared on natural brown sand and compact soil, realistic miniature construction materials scattered naturally around the site, tiny red bricks, miniature cement bags, wooden beams, gravel, sand piles, metal rods, tiny buckets, miniature trowel, measuring tape, spirit level and other authentic construction tools. Giant human fingers and realistic human hands carefully interacting with the miniature materials, positioning the first construction pieces. The future farmhouse footprint clearly visible but construction has only just begun, with no completed walls or roof. Subtle markings and foundation trenches visible in the soil. A small empty area beside the foundation reserved for a future swimming pool. Extremely realistic material scale, authentic construction imperfections, tiny dust particles, cement residue, fingerprints, rough brick texture and granular soil detail. Professional miniature craftsmanship, photorealistic 8K detail, cinematic studio lighting, realistic soft shadows, shallow depth of field, strong foreground-to-background scale contrast, sharp focus on construction area, premium macro lens photography, realistic bokeh, natural color reproduction, high dynamic range, tactile textures, physically accurate lighting, believable human-to-miniature scale, no cartoon appearance, no CGI look, no text, no watermark.",
"resolution": "1K"
}
}
Ċempel il-mudell Nano Banana 2 (nano-banana-2) permezz tad-Doitong API. Dokumentazzjoni għall-aġenti: https://doitong.com/mt/developers/models/nano-banana-2.md
POST https://vit.doitong.com/api/v1/run/nano-banana-2?wait=20
Authorization: Bearer $DOITONG_API_KEY
Content-Type: application/json
{
"prompt": "Hyper-realistic miniature luxury farmhouse construction site at the very first stage of construction, viewed through cinematic macro photography. A small rectangular foundation area partially prepared on natural brown sand and compact soil, realistic miniature construction materials scattered naturally around the site, tiny red bricks, miniature cement bags, wooden beams, gravel, sand piles, metal rods, tiny buckets, miniature trowel, measuring tape, spirit level and other authentic construction tools. Giant human fingers and realistic human hands carefully interacting with the miniature materials, positioning the first construction pieces. The future farmhouse footprint clearly visible but construction has only just begun, with no completed walls or roof. Subtle markings and foundation trenches visible in the soil. A small empty area beside the foundation reserved for a future swimming pool. Extremely realistic material scale, authentic construction imperfections, tiny dust particles, cement residue, fingerprints, rough brick texture and granular soil detail. Professional miniature craftsmanship, photorealistic 8K detail, cinematic studio lighting, realistic soft shadows, shallow depth of field, strong foreground-to-background scale contrast, sharp focus on construction area, premium macro lens photography, realistic bokeh, natural color reproduction, high dynamic range, tactile textures, physically accurate lighting, believable human-to-miniature scale, no cartoon appearance, no CGI look, no text, no watermark.",
"resolution": "1K"
}
Jekk l-istatus tar-rispons huwa "queued" jew "running", agħmel polling fuq GET https://vit.doitong.com/api/v1/requests/REQUEST_ID?wait=20 sakemm ikun "succeeded"; il-fajls jinsabu f’outputs[].url. POST https://vit.doitong.com/api/v1/quote/nano-banana-2 bl-istess body jirritorna l-prezz eżatt qabel it-tħaddim.
Din it-talba: $0.08 80 krediti tal-API Ħaddmu f’din il-paġna
Iċ-ċavetta API l-ġdida tiegħek. Jintwera biss issa u diġà jinsab fil-kodiċi u fil-qasam taċ-ċavetta API hawn taħt. Żommu sigriet: qatt tpoġġih f’kodiċi li jaħdem f’browser.
PromptHyper-realistic miniature luxury farmhouse construction site at the very first stage of construction, viewed through cinematic macro photography. A small rectangular foundation area partially prepared on natural brown sand and compact soil, realistic miniature construction materials scattered naturally around the site, tiny red bricks, miniature cement bags, wooden beams, gravel, sand piles, metal rods, tiny buckets, miniature trowel, measuring tape, spirit level and other authentic construction tools. Giant human fingers and realistic human hands carefully interacting with the miniature materials, positioning the first construction pieces. The future farmhouse footprint clearly visible but construction has only just begun, with no completed walls or roof. Subtle markings and foundation trenches visible in the soil. A small empty area beside the foundation reserved for a future swimming pool. Extremely realistic material scale, authentic construction imperfections, tiny dust particles, cement residue, fingerprints, rough brick texture and granular soil detail. Professional miniature craftsmanship, photorealistic 8K detail, cinematic studio lighting, realistic soft shadows, shallow depth of field, strong foreground-to-background scale contrast, sharp focus on construction area, premium macro lens photography, realistic bokeh, natural color reproduction, high dynamic range, tactile textures, physically accurate lighting, believable human-to-miniature scale, no cartoon appearance, no CGI look, no text, no watermark.
Il-kontrolli jiġu ġġenerati mill-iskema tal-mudell. Il-kodiċi u l-prezz jaġġornaw hekk kif tibdilhom.
/run/nano-banana-2?wait=20
kwotazzjoni → $0.08
# Run the model; wait up to 20 s for the finished result in the same call
curl -X POST "https://vit.doitong.com/api/v1/run/nano-banana-2?wait=20" \
-H "Authorization: Bearer $DOITONG_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"prompt": "Hyper-realistic miniature luxury farmhouse construction site at the very first stage of construction, viewed through cinematic macro photography. A small rectangular foundation area partially prepared on natural brown sand and compact soil, realistic miniature construction materials scattered naturally around the site, tiny red bricks, miniature cement bags, wooden beams, gravel, sand piles, metal rods, tiny buckets, miniature trowel, measuring tape, spirit level and other authentic construction tools. Giant human fingers and realistic human hands carefully interacting with the miniature materials, positioning the first construction pieces. The future farmhouse footprint clearly visible but construction has only just begun, with no completed walls or roof. Subtle markings and foundation trenches visible in the soil. A small empty area beside the foundation reserved for a future swimming pool. Extremely realistic material scale, authentic construction imperfections, tiny dust particles, cement residue, fingerprints, rough brick texture and granular soil detail. Professional miniature craftsmanship, photorealistic 8K detail, cinematic studio lighting, realistic soft shadows, shallow depth of field, strong foreground-to-background scale contrast, sharp focus on construction area, premium macro lens photography, realistic bokeh, natural color reproduction, high dynamic range, tactile textures, physically accurate lighting, believable human-to-miniature scale, no cartoon appearance, no CGI look, no text, no watermark.",
"resolution": "1K"
}'
# Still "queued" or "running"? Poll with the id from the response:
curl "https://vit.doitong.com/api/v1/requests/REQUEST_ID?wait=20" \
-H "Authorization: Bearer $DOITONG_API_KEY"
const API = "https://vit.doitong.com/api/v1";
const headers = {
"Authorization": "Bearer " + process.env.DOITONG_API_KEY,
"Content-Type": "application/json",
};
// Run the model; wait up to 20 s for the finished result in the same call
let res = await fetch(API + "/run/nano-banana-2?wait=20", {
method: "POST",
headers,
body: JSON.stringify({
"prompt": "Hyper-realistic miniature luxury farmhouse construction site at the very first stage of construction, viewed through cinematic macro photography. A small rectangular foundation area partially prepared on natural brown sand and compact soil, realistic miniature construction materials scattered naturally around the site, tiny red bricks, miniature cement bags, wooden beams, gravel, sand piles, metal rods, tiny buckets, miniature trowel, measuring tape, spirit level and other authentic construction tools. Giant human fingers and realistic human hands carefully interacting with the miniature materials, positioning the first construction pieces. The future farmhouse footprint clearly visible but construction has only just begun, with no completed walls or roof. Subtle markings and foundation trenches visible in the soil. A small empty area beside the foundation reserved for a future swimming pool. Extremely realistic material scale, authentic construction imperfections, tiny dust particles, cement residue, fingerprints, rough brick texture and granular soil detail. Professional miniature craftsmanship, photorealistic 8K detail, cinematic studio lighting, realistic soft shadows, shallow depth of field, strong foreground-to-background scale contrast, sharp focus on construction area, premium macro lens photography, realistic bokeh, natural color reproduction, high dynamic range, tactile textures, physically accurate lighting, believable human-to-miniature scale, no cartoon appearance, no CGI look, no text, no watermark.",
"resolution": "1K"
}),
});
let request = await res.json();
if (!res.ok) throw new Error(request.error.code + ": " + request.error.message);
// Not finished yet: long-poll until it is
while (request.status === "queued" || request.status === "running") {
res = await fetch(API + "/requests/" + request.id + "?wait=20", { headers });
request = await res.json();
}
if (request.status !== "succeeded") throw new Error(JSON.stringify(request.error));
console.log(request.outputs.map((o) => o.url), request.cost.credits + " API credits ($" + request.cost.usd + ")");
import os
import requests
API = "https://vit.doitong.com/api/v1"
headers = {"Authorization": "Bearer " + os.environ["DOITONG_API_KEY"]}
payload = {
"prompt": "Hyper-realistic miniature luxury farmhouse construction site at the very first stage of construction, viewed through cinematic macro photography. A small rectangular foundation area partially prepared on natural brown sand and compact soil, realistic miniature construction materials scattered naturally around the site, tiny red bricks, miniature cement bags, wooden beams, gravel, sand piles, metal rods, tiny buckets, miniature trowel, measuring tape, spirit level and other authentic construction tools. Giant human fingers and realistic human hands carefully interacting with the miniature materials, positioning the first construction pieces. The future farmhouse footprint clearly visible but construction has only just begun, with no completed walls or roof. Subtle markings and foundation trenches visible in the soil. A small empty area beside the foundation reserved for a future swimming pool. Extremely realistic material scale, authentic construction imperfections, tiny dust particles, cement residue, fingerprints, rough brick texture and granular soil detail. Professional miniature craftsmanship, photorealistic 8K detail, cinematic studio lighting, realistic soft shadows, shallow depth of field, strong foreground-to-background scale contrast, sharp focus on construction area, premium macro lens photography, realistic bokeh, natural color reproduction, high dynamic range, tactile textures, physically accurate lighting, believable human-to-miniature scale, no cartoon appearance, no CGI look, no text, no watermark.",
"resolution": "1K",
}
# Run the model; wait up to 20 s for the finished result in the same call
r = requests.post(API + "/run/nano-banana-2", params={"wait": 20}, json=payload, headers=headers)
request = r.json()
if not r.ok:
raise RuntimeError(request["error"]["code"] + ": " + request["error"]["message"])
# Not finished yet: long-poll until it is
while request["status"] in ("queued", "running"):
request = requests.get(API + "/requests/" + request["id"], params={"wait": 20}, headers=headers).json()
if request["status"] != "succeeded":
raise RuntimeError(request["error"])
print([o["url"] for o in request["outputs"]], request["cost"]["credits"], "API credits", "$" + request["cost"]["usd"])
{
"jsonrpc": "2.0",
"id": 1,
"method": "tools/call",
"params": {
"name": "run",
"arguments": {
"model_id": "nano-banana-2",
"input": {
"prompt": "Hyper-realistic miniature luxury farmhouse construction site at the very first stage of construction, viewed through cinematic macro photography. A small rectangular foundation area partially prepared on natural brown sand and compact soil, realistic miniature construction materials scattered naturally around the site, tiny red bricks, miniature cement bags, wooden beams, gravel, sand piles, metal rods, tiny buckets, miniature trowel, measuring tape, spirit level and other authentic construction tools. Giant human fingers and realistic human hands carefully interacting with the miniature materials, positioning the first construction pieces. The future farmhouse footprint clearly visible but construction has only just begun, with no completed walls or roof. Subtle markings and foundation trenches visible in the soil. A small empty area beside the foundation reserved for a future swimming pool. Extremely realistic material scale, authentic construction imperfections, tiny dust particles, cement residue, fingerprints, rough brick texture and granular soil detail. Professional miniature craftsmanship, photorealistic 8K detail, cinematic studio lighting, realistic soft shadows, shallow depth of field, strong foreground-to-background scale contrast, sharp focus on construction area, premium macro lens photography, realistic bokeh, natural color reproduction, high dynamic range, tactile textures, physically accurate lighting, believable human-to-miniature scale, no cartoon appearance, no CGI look, no text, no watermark.",
"resolution": "1K"
},
"wait_seconds": 20
}
}
}
Iċ-ċavetta tiegħek tibqa’ f’dan il-browser: tintbagħat biss lid-Doitong API u tiġi ssejvjata (localStorage) biss jekk timmarka Ftakar. Ikseb ċavetta API
Mudell oħt aktar veloċi u irħas minn Nano Banana Pro li xorta jimmaniġġja tajjeb it-test fl-immaġnijiet u xeni b’ħafna oġġetti. L-output ivarja minn previews ta’ 0.5K sa 4K, bi proporzjonijiet minn 1:8 sa 8:1 għal banners u stejjer vertikali. It-tfittxija fakultattiva fuq il-web tissostanzja l-istampa b’fatti attwali, u livell għoli fakultattiv ta’ ħsieb jippjana layouts kumplessi qabel it-tpinġija. Sa erba’ immaġnijiet għal kull talba.
Ibgħat jew l-isem kanoniku jew l-isem nattiv, mhux it-tnejn. Ismijiet kanoniċi
promptmeħtieġ
num_imagesmhux obbligatorju
num_outputs
seedmhux obbligatorju
aspect_ratiomhux obbligatorju
output_formatmhux obbligatorju
safety_tolerancemhux obbligatorju
system_promptmhux obbligatorju
resolutionmhux obbligatorju
limit_generationsmhux obbligatorju
enable_web_searchmhux obbligatorju
thinking_levelmhux obbligatorju
{
"id": "req_8k2m4q7x1z9c3v5b6n0p2r4t",
"object": "request",
"model": "nano-banana-2",
"status": "succeeded",
"created_at": "2026-10-20T12:00:00Z",
"started_at": "2026-10-20T12:00:02Z",
"completed_at": "2026-10-20T12:00:09Z",
"queue_position": null,
"cost": {
"credits": 80,
"usd": "0.08",
"charged": 80,
"refunded": 0
},
"input": {
"prompt": "A cozy bookshop window at night with a hand-painted sign reading \"Open Late\", warm light, rain on the glass",
"aspect_ratio": "4:5",
"resolution": "1K"
},
"output": {
"images": [
{
"url": "https://content.doitong.com/dev-api/2026/10/20/req_8k2m4q7x1z9c3v5b6n0p2r4t/0-output.jpeg",
"content_type": "image/jpeg",
"file_name": "0-output.jpeg",
"file_size": 1843200,
"width": 1024,
"height": 768
}
],
"description": "string"
},
"outputs": [
{
"type": "image",
"url": "https://content.doitong.com/dev-api/2026/10/20/req_8k2m4q7x1z9c3v5b6n0p2r4t/0-output.jpeg",
"content_type": "image/jpeg",
"file_size": 1843200,
"width": 1024,
"height": 768,
"stored": true
}
],
"error": null,
"metrics": {
"inference_seconds": 6.8
},
"urls": {
"self": "https://vit.doitong.com/api/v1/requests/req_8k2m4q7x1z9c3v5b6n0p2r4t",
"cancel": "https://vit.doitong.com/api/v1/requests/req_8k2m4q7x1z9c3v5b6n0p2r4t/cancel"
}
}
Għall-aġenti tal-AI: din il-paġna bħala Markdown tinsab fuq https://doitong.com/mt/developers/models/nano-banana-2.md. Il-mudelli u l-gwidi kollha: https://doitong.com/developers/llms.txt