ᡤᡝᠯᡳ ᡩᡝ ᠵᡠᠸᡝᠨ

Kolors Image to Image

ᠵᡠᠸᡝᠪᡠᠮᠪᡳ

ᠮᠣᡩᡝᠯ id kolors/image-to-image
# Run the model; wait up to 20 s for the finished result in the same call
curl -X POST "https://api.doitong.com/v1/run/kolors/image-to-image?wait=20" \
  -H "Authorization: Bearer $DOITONG_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "prompt": "A red fox trots through fresh snow at sunrise, soft golden light, shallow depth of field",
    "image": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg"
  }'

# Still "queued" or "running"? Poll with the id from the response:
curl "https://api.doitong.com/v1/requests/REQUEST_ID?wait=20" \
  -H "Authorization: Bearer $DOITONG_API_KEY"

ᡝᠨᡳ ᠵᠠᠯᡳᠨ: ≈$0.009 9 API ᠺᠷᡝᡩᡳᠲ ᡝᡵᡝ ᠵᠠᠯᡳᠨᡩᡝ ᠠᠰᡠᠮᠪᡳ

API ᡩᠠᠮᡠᠨ ᡤᠠᠯᠠ
Kuaishou ᡤᠠᠳᠠᠨ ᠵᠠᠰᡳᠨ #realism#editing#diffusion

Kolors ᡳᠯᡤᠠᠨ ᡩᡝ ᡳᠯᡤᠠᠨ ᡩᡝ ᡠᠯᡥᠠᡥᠠ ᡯᠠᠩᡤᡳ ᡩᡝ ᡠᠨᡩᡝᡵᡝᠨ ᡤᡝᠮᡝ ᠣᠴᡳᠨᠠᠮᠪᡳ᠂ ᡥᡝᡵᡤᡝᠨ ᡳ ᡤᠠᠮᡝ ᠵᠠᠰᠠᡵᠠ

Kuaishou · ᡤᠠᠳᠠᠨ

ᡳᠨᡝ ᡝᠮᡠᠨᡳᠩᡤᡝ ᡝᡵᡝᠮᡝ ᡩᡝ

ᡝᡵᡝ ᠵᡠᠯᡝᠨ ᡩᡝ ᡤᡝᡪᡳᠯᡝᠨ ᠪᠠᠶᠠᠨᠠᠮᡝ ᠠᠮᡪᠠᠯᠠ ᡶᡳᠯᡝᠮᡝ ᠪᡝᠶᡝᠮᡝ᠃ API ᠵᡳᡵᡤᠠᡳ ᡤᠠᡳᡥᠠᡩᡝ ᡤᡝᡪᡳᠯᡝᠨ ᠵᠠᠯᠠᠨᠠᠮᡝ ᠪᡠᠶᡝᠮᡝ ᠮᡠᠰᡝᡳ ᠰᡠᠯᡠᠨᡩᡝ ᠪᠠᠶᠠᠨᠠᠮᡝ᠂ ᠝ᠮᡤᡳ ᠮᡠᠰᡝ ᠠᠶᠠᠨ 7 ᡥᠠᠨ ᠰᠠᡳᠨᠠᠮᡝ᠃

ᡤᡳᠰᡠᠨ ᠪᡠᠶᡝᠮᡝ

ᠵᠠᡴᡠᠨᡳ ᠵᡠᠯᡝ ᡩᡝᡵᡤᡳ ᡩᡝᠪᡝᠰᡠᠮᡝ ᠵᡠᠯᡤᡝ ᠪᡠᠶᡝᠮᡝ᠈ ᡳᠨᡳ ᡤᡳᠰᡠᠨ ᠪᠠᡳ ᡝᠨᡝᠩᡤᡳ ᠠᠮᠪᡳ

•ᡴᠠᠷᠠᡴᡡ

ᡤᠠᠳᠠᠨ ᠪᡠᠶᡝᠮᡝᠨᡳ ᡥᡡᠯᠠᠨ᠉

•ᡴᠠᠷᠠᡴᡡ image_url
ᠪᡠᠮᠪᡳ ᡝᠮᡠ ᡩᠠᡵᠠᠮᡝ

ᠤᡵᡤᡠᠯᡝ ᠤᡵᡤᡠᠯᡝ ᡳ ᠵᠠᠯᠠᠨ ᡤᠠᠳᠠᠨᡳ URL.

image_size

ᠪᡠᠶᡝᠮᡝ ᡤᠠᠳᠠᠨ ᡳ ᡤᡳᡵᠠᠨ.

num_images ᠵᡠᠯᡝ 1

ᠪᡠᠶᡝᠮᡝ ᡩᡝ ᠵᡠᠴᡝᠨ ᡳ ᠵᡠᠰᡝ ᡳ ᡩᡠᠯᠠᠨ᠉

ᠵᡠᠯᡤᡝ ᠵᡝᡵᡤᡳ negative_prompt · output_format · scheduler · guidance_scale · num_inference_steps · strength · seed · enable_safety_checker
ᠵᡠᠯᡝ

ᡤᠠᠳᠠᠨ ᡳ ᡶᡳᠶᡝᠨ ᡩᡝ ᡥᡝᡥᡝᡵᡝ ᠠᡴᡡ ᠪᠠᡳᡨᠠ ᠪᡝ ᡨᠣᡴᡨᠣᠪᡠᡵᡝ ᠸᠠᡴᠠ ᡥᡡᠯᠠᠨ᠈ ᠪᠣᠴᠣ᠈ ᠵᠠᡴᠠ᠈ ᠠᠯᡳᠨ ᠪᡳᡵᠠ ᡝᠪᡝᡵᡝᡴᡝ ᠪᠠᡳᡨᠠ ᠪᡝ ᡥᡝᡥᡝᡵᡝᠮᡝ ᠮᡠᡨᡝᠮᠪᡳ᠉ ᡴᡝᠮᡠᠨ ᠪᡝ ᡩᡠᠪᡠᠯᡝᠴᡳ ᠰᡝᠯᡶᡝᡥᡝ ᡶᡠᠨᡳᠶᡝᡥᡝ᠈ ᡶᠠᡴᠴᠠᡵᠠ ᠪᠠᡳᡨᠠ᠈ ᡝᠪᡝᡵᡝᡴᡝ ᠵᠠᠯᠠᠨ ᠪᡝ ᡤᡝᡨᡠᡴᡝᠯᡝᠮᠪᡳ᠉

output_format ᠵᡠᠯᡝ png

ᠪᡠᠶᡝᠮᡝ ᠵᡠᠴᡝᠨ ᡳ ᡶᡳᠯᡝ ᡳ ᠵᡠᠰᡝ᠉

ᠵᡠᠯᡝ EulerDiscreteScheduler

ᠮᠣᠳᡝᠯ ᡳ ᠠᡳᠰᡳᠯᠠᠮᡝ ᠵᡠᠯᡝ ᠰᠠᠶᠠᠨ.

ᠵᡠᠯᡝ 5

ᡥᡡᠯᠠᠨ ᡩᡝ ᠵᠠᡴᡠᠨ ᠵᡠᠯᡝᠮᡝ ᠤᠯᠠᡥᠠᠨ, CFG (Classifier Free Guidance) ᡩᡝ ᠵᡠᠯᡝᠮᡝ.

ᠵᡠᠯᡝ 50

ᠶᠠᠪᡠᠯᠠᡵᠠ ᡠᠯᡥᡳᠰᡠ ᠪᠣᡩᠣᡵᠣ ᠠᠯᡥᠠ ᡳ ᡨᠣᠨ.

ᠵᡠᠯᡝ 0.85

ᠤᡵᡤᡠᠯᡝ ᡳ ᠠᠯᡳᠨ ᠪᡠᠶᡝᠮᡝ ᠪᡳᠮᡝ: 0.0 ᡩᡝ ᡝᠮᡠᠨᡝ ᠵᡠᠯᡝ, 1.0 ᡩᡝ ᡝᠮᡠᠨᡝ ᠪᡳᠮᡝ.

ᠰᠠᠨᠠᠮᡝ ᠪᡠᠶᡝᠮᡝᠨᡳ ᠪᠠᡳᠨᠠᠮᡝ.

POST /run/kolors/image-to-image?wait=20 ᠵᠠᠯᡳᠨ → $0.009
# Run the model; wait up to 20 s for the finished result in the same call
curl -X POST "https://api.doitong.com/v1/run/kolors/image-to-image?wait=20" \
  -H "Authorization: Bearer $DOITONG_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "prompt": "A red fox trots through fresh snow at sunrise, soft golden light, shallow depth of field",
    "image": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg"
  }'

# Still "queued" or "running"? Poll with the id from the response:
curl "https://api.doitong.com/v1/requests/REQUEST_ID?wait=20" \
  -H "Authorization: Bearer $DOITONG_API_KEY"

ᡝᠨᡳ ᠵᠠᠯᡳᠨ ᠪᡝ ᠵᠠᠯᠠᠨᠠᠮᡝ

ᡳᠨᡝ ᠵᠠᠯᠠᠨ ᡝᡵᡝ ᠪᡠᡵᡝᠪᡝᡵᡳ ᡩᡝ ᠪᡳᠮᡝ᠈ Doitong API ᡩᡝ ᠵᡝᠯᡤᡳ ᡩᠠᡵᠠᠮᡝ᠈ Remember ᠵᡠᠯᡝᠮᡝ ᡤᡳᠯᠠᠮᡝ localStorage ᡩᡝ ᠰᡠᠯᡝᠮᡝ ᠪᡳᠮᡝ API ᠵᠠᠯᠠᠨ ᠠᠪᠠᠮᡝ

Kolors Image to Image ᡠᡵᡝᠮᡝ

`image_url` ᡩᡝ ᡠᠯᡥᠠᡥᠠ ᡯᠠᠩᡤᡳ ᡩᡝ ᡥᡝᡵᡤᡝᠨ ᡳ `prompt` ᠵᠠᠯᡠ ᡠᠯᡥᠠᠮᠪᡳ᠃ `strength` (0.01 ᠠᡵᠠᡩᠠᠨ 1᠂ ᡳᠨᡠ 0.85) ᡯᠠᠩᡤᡳ ᠠᡵᠠᡩᠠᠨ ᠰᡳᠨᡝ ᡤᠠᠮᡝ ᠵᠠᠯᡠᠮᠪᡳ᠃ `negative_prompt`᠂ `guidance_scale`᠂ 150 ᠠᡵᠠᡩᠠᠨ ᡤᠠᠮᡝᠯᡝᡵᡝᠨ᠂ ᡳᠯᡤᠠᠨ ᡳ ᡠᠨᡩᡝᡵᡝ ᡳᠯᡤᠠᠨ ᠪᠠᡳ 1 ᠠᡵᠠᡩᠠᠨ 8 ᡤᠠᠮᡝ png ᠣᠴᡳᠮᠪᡳ ᠪᠠᡳ jpeg᠃

ᠵᠠᡴᡠᠨ

ᠵᠠᡴᡠᠨᡳ ᡤᡳᠰᡠᠨ ᠵᡝᠯᡤᡳ ᠠᠪᠠᠮᠪᡳ᠈ ᠨᡝᠮᡝ ᠮᡠᠰᡝ ᡠᠯᠠᠮᠪᡳ ᠵᠠᡴᡠᠨᡳ ᡤᡳᠰᡠᠨ

ᠵᡝᡵᡤᡳᡠᠯᠠᠮᡝ ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝᠠᠪᠠᠮᡝ ᠵᠠᠪᡠᠨ ᠵᠠᠯᠠᠨᡳ ᡤᡳᠰᡠᠨ
promptᡴᠠᠷᠠᡴᡡ
ᡠᠯᠠᠮᡝstring
ᡤᠠᠳᠠᠨ ᠪᡠᠶᡝᠮᡝᠨᡳ ᡥᡡᠯᠠᠨ᠉
negative_promptᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝstring
ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝ
ᡤᠠᠳᠠᠨ ᡳ ᡶᡳᠶᡝᠨ ᡩᡝ ᡥᡝᡥᡝᡵᡝ ᠠᡴᡡ ᠪᠠᡳᡨᠠ ᠪᡝ ᡨᠣᡴᡨᠣᠪᡠᡵᡝ ᠸᠠᡴᠠ ᡥᡡᠯᠠᠨ᠈ ᠪᠣᠴᠣ᠈ ᠵᠠᡴᠠ᠈ ᠠᠯᡳᠨ ᠪᡳᡵᠠ ᡝᠪᡝᡵᡝᡴᡝ ᠪᠠᡳᡨᠠ ᠪᡝ ᡥᡝᡥᡝᡵᡝᠮᡝ ᠮᡠᡨᡝᠮᠪᡳ᠉ ᡴᡝᠮᡠᠨ ᠪᡝ ᡩᡠᠪᡠᠯᡝᠴᡳ ᠰᡝᠯᡶᡝᡥᡝ ᡶᡠᠨᡳᠶᡝᡥᡝ᠈ ᡶᠠᡴᠴᠠᡵᠠ ᠪᠠᡳᡨᠠ᠈ ᡝᠪᡝᡵᡝᡴᡝ ᠵᠠᠯᠠᠨ ᠪᡝ ᡤᡝᡨᡠᡴᡝᠯᡝᠮᠪᡳ᠉
guidance_scaleᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝnumber
ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝ5
1 – 10
ᡥᡡᠯᠠᠨ ᡩᡝ ᠵᠠᡴᡠᠨ ᠵᡠᠯᡝᠮᡝ ᠤᠯᠠᡥᠠᠨ, CFG (Classifier Free Guidance) ᡩᡝ ᠵᡠᠯᡝᠮᡝ.
num_inference_stepsᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝinteger
ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝ50
1 – 150
ᠶᠠᠪᡠᠯᠠᡵᠠ ᡠᠯᡥᡳᠰᡠ ᠪᠣᡩᠣᡵᠣ ᠠᠯᡥᠠ ᡳ ᡨᠣᠨ.
seedᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝinteger | null
ᠰᠠᠨᠠᠮᡝ ᠪᡠᠶᡝᠮᡝᠨᡳ ᠪᠠᡳᠨᠠᠮᡝ.
enable_safety_checkerᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝboolean
ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝtrue
ᠠᠮᠪᠠᠨ ᠰᠠᠶᠠᠨᡳ ᠰᠠᠮᡝᠰᡳᠮᡝ ᠠᠯᡳᠨ ᠪᡳᠮᡝ; ᠠᠯᡳᠨ ᠠᠴᠠᠨ ᡤᠠᠳᠠᠨ ᠶᠠᠰᡥᠠᠨ ᡳ ᠵᠠᠯᠠᠨ ᠪᡳᠮᡝ. ᠵᠠᠰᡳᠨ ᠠᠴᠠᠨ ᡤᡝᡪᡳᠯᡝ ᡩᡝ ᠰᠠᠮᡝᠰᡳᠮᡝ ᠵᡠᠯᡝ; ᠵᠠᠰᡳᠨᡩᠠᠯᠠᠨ ᠪᡳᠮᡝ ᠵᠠᠯᠠᠨ ᠪᡳᠮᡝ ᠠᠴᠠᠨᠠᠮᡪᡳ.
num_imagesᠵᡠᠯᡝ num_outputs
ᡠᠯᠠᠮᡝinteger
ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝ1
1 – 8
ᠪᡠᠶᡝᠮᡝ ᡩᡝ ᠵᡠᠴᡝᠨ ᡳ ᠵᡠᠰᡝ ᡳ ᡩᡠᠯᠠᠨ᠉
image_sizeᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝobject
square_hdsquareportrait_4_3portrait_16_9landscape_4_3landscape_16_9
ᠪᡠᠶᡝᠮᡝ ᡤᠠᠳᠠᠨ ᡳ ᡤᡳᡵᠠᠨ.
schedulerᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝenum
ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝEulerDiscreteScheduler
EulerDiscreteSchedulerEulerAncestralDiscreteSchedulerDPMSolverMultistepSchedulerDPMSolverMultistepScheduler_SDE_karrasUniPCMultistepSchedulerDEISMultistepScheduler
ᠮᠣᠳᡝᠯ ᡳ ᠠᡳᠰᡳᠯᠠᠮᡝ ᠵᡠᠯᡝ ᠰᠠᠶᠠᠨ.
output_formatᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝenum
ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝpng
jpegpng
ᠪᡠᠶᡝᠮᡝ ᠵᡠᠴᡝᠨ ᡳ ᡶᡳᠯᡝ ᡳ ᠵᡠᠰᡝ᠉
image_urlᡴᠠᠷᠠᡴᡡ image
ᡠᠯᠠᠮᡝurl · image
ᠤᡵᡤᡠᠯᡝ ᠤᡵᡤᡠᠯᡝ ᡳ ᠵᠠᠯᠠᠨ ᡤᠠᠳᠠᠨᡳ URL.
strengthᠵᡠᠯᡝ
ᡠᠯᠠᠮᡝnumber
ᠵᠠᠯᠠᠨᡳ ᠵᡠᠯᡝ0.85
0.01 – 1
ᠤᡵᡤᡠᠯᡝ ᡳ ᠠᠯᡳᠨ ᠪᡠᠶᡝᠮᡝ ᠪᡳᠮᡝ: 0.0 ᡩᡝ ᡝᠮᡠᠨᡝ ᠵᡠᠯᡝ, 1.0 ᡩᡝ ᡝᠮᡠᠨᡝ ᠪᡳᠮᡝ.
ᡴᠠᠷᠠᡴᡡ ᠵᠠᡴᡠᠨᡳ ᡤᡳᠰᡠᠨ᠈ ᠮᡠᠰᡝ ᡝᠮᡠ ᠠᠪᠠᠮᠪᡳ

ᠪᡠᠮᠪᡳᠯᡝᠰᡝ ᡝᠮᡠ ᡤᡝᠮᡠᠨᡳ https:// URL᠈ 10 MB ᡩᡝ ᡩᡝᠷᡤᡳ data: URI ᠵᡝᡵᡤᡳ ᡝᠮᡝ᠈ ᡳᠨᡝ ᠪᡠᠮᠪᡳᠯᡝᠰᡝᠨᡳ file_url ᠠᠪᠠᠮᠪᡳ ᠪᡠᠮᠪᡳ

ᠪᡠᠶᡝᠮᡝ

GET /requests/req_8k2m4q7x1z9c3v5b6n0p2r4t
{
  "id": "req_8k2m4q7x1z9c3v5b6n0p2r4t",
  "object": "request",
  "model": "kolors/image-to-image",
  "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": 9,
    "usd": "0.009",
    "charged": 9,
    "refunded": 0
  },
  "input": {
    "prompt": "A red fox trots through fresh snow at sunrise, soft golden light, shallow depth of field",
    "image_url": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg"
  },
  "output": {
    "images": [
      {
        "url": "https://content.doitong.com/dev-api/2026/10/20/req_8k2m4q7x1z9c3v5b6n0p2r4t/0-output.jpeg",
        "width": 1024,
        "height": 768,
        "content_type": "image/jpeg"
      }
    ],
    "timings": {},
    "seed": 42,
    "has_nsfw_concepts": [
      false
    ],
    "prompt": "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://api.doitong.com/v1/requests/req_8k2m4q7x1z9c3v5b6n0p2r4t",
    "cancel": "https://api.doitong.com/v1/requests/req_8k2m4q7x1z9c3v5b6n0p2r4t/cancel"
  }
}
ᡤᡝᠯᡝᠮᡝ ᡥᡡᠯᡤᡠᠨᡳ ᡳᠨᡠᡝᠯᡝᡥᡝ outputs[].url ᠰᡠᠯᡠᠨ ᡩᡝ ᠰᡳᡵᡝ ᡶᡳᠯᡝ᠈ ᠝ᠮᡤᡳ ᠮᡠᠰᡝ ᠠᠪᠠᠯᡳ ᠵᡝᠮᡤᡳᠨ GB-ᠪᡳᠶᠠ ᠵᡝᠮᡤᡳᠨ ᠪᡝ ᡝᠮᡠᠯᡝᠮᡝ ᠠᠪᠠᠯᡳ 7 ᡥᠠᠨ ᠰᡳᠯᡤᠠᠨ ᡩᡝ᠈ ᠰᡳᠨᡳ ᠪᠠᠯᠠᠨᠰᡳ ᠵᡠᠶᡝᡵᡝᠨ ᠠᠪᠠᠯᡳ ?storage= ᡩᡝ ᡝᠵᡝᠨ ᡥᠠᠯᠠᠮᡝ᠉
ᡝᠮᡠ ᡤᡳᠰᡠᠨ ᡝᠮᡠ ᠮᠣᡩᡝᠯ ᡩᡝtype, url, content_type, width, height ᠮᠠᠩᡤᡳ duration᠈ ᠵᠠᠯᠠᠨ᠈ ᠪᡠᠵᡠᠮᠪᡳ ᠮᠠᠩᡤᡳ ᠵᡝᡵᡤᡳ ᡩᡝᠨᡳ᠈ output ᠮᠣᡩᡝᠯᡳᠨᡳ ᡝᠮᡠ ᠵᠠᠯᠠᠨ
ᠪᡠᠶᡝᠮᡝᠨᡳ ᡤᡳᠰᡠᠨ
images
array of object {url, width, height, content_type}ᠪᡠᠶᡝᠮᡝ ᡤᠠᠳᠠᠨᡳ ᡶᡳᠯᡝ ᡩᠠᠮᡠ.
timings
object
seed
integerᠪᡠᠶᡝᠮᡝᠨᡳ ᠰᡝᠨᡩᡝᠨᡳ ᠵᠠᠯᡳᠨ; ᡳᠨᡠ ᠪᡳᠰᡳᡵᡝᠨ ᠪᡝ ᠵᠠᠯᡳᠨᠠᠮᠪᡳ᠉
has_nsfw_concepts
array of booleanᠪᡠᠶᡝᠮᡝᠨᡳ ᠤᠯᡥᠠᠨ ᠤᠨᠠᠰᡳᠨ ᠩᡝᠮᡝ ᠪᡳ ᠰᡝᠮᡝ ᠵᠠᠯᡳᠨᠠᠮᠪᡳ᠉
prompt
stringᠪᡠᠶᡝᠮᡝᠨᡳ ᡥᡡᠯᠠᠨ᠉

ᡝᠯᡤᡳ ᡩᠠᠯᡳᠨ: ᡤᠠᠳᠠᠨ ᠵᠠᠰᡳᠨ

AI ᠠᡤᡝᠨᡨᡳ ᡠᠴᡠᠷᡳ᠈ ᡝᡵᡝ ᡩᡝᠪᡝᡵᡳ Markdown ᠰᡳᠨᡩᠠᡵᡳ https://doitong.com/mnc/developers/models/kolors/image-to-image.md. ᡝᡵᡝ ᠮᠣᡩᡝᠯ ᠵᠠᡴᡠᠨ ᠰᡠᠯᡠᠮᡝ https://doitong.com/developers/llms.txt