Autonomous Agentic Loops
Maintains goal alignment over 50+ turns, reducing reasoning drift in complex ai workflows.

image
text
Image To Text (Response)
curl --request POST "https://gptproto.com/v1/responses" \
--header "Authorization: Bearer $GPTPROTO_API_KEY" \
--header "Content-Type: application/json" \
--data '{
"model": "gpt-5.1",
"input": [
{
"role": "user",
"content": [
{
"type": "input_text",
"text": "What is in this image?"
},
{
"type": "input_image",
"image_url": "https://tos.gptproto.com/resource/cat.png"
}
]
}
]
}'Image To Text (Chat)
curl --request POST "https://gptproto.com/v1/chat/completions" \
--header "Authorization: Bearer $GPTPROTO_API_KEY" \
--header "Content-Type: application/json" \
--data '{
"model": "gpt-5.1",
"messages": [
{
"role": "user",
"content": [
{
"type": "text",
"text": "What is in this image?"
},
{
"type": "image_url",
"image_url": {
"url": "https://tos.gptproto.com/resource/cat.png"
}
}
]
}
],
"max_tokens": 300
}'Technical highlights of the ai gpt 5.1 architecture.
Maintains goal alignment over 50+ turns, reducing reasoning drift in complex ai workflows.

Controllable compute allocation for deep internal deliberation on mathematical and logical proofs.

Generates multi-file project structures and identifies circular dependencies in large codebases.

Processes temporal data natively for precise event sequencing and action-consequence analysis.

Getting a gpt 5.1 API key takes four steps and a few minutes. Create a free GPTProto account, add credits, generate your key, and make your first call — at $0.875 / $7 it's a cheaper gpt 5.1 API key than going direct, and one key works across every model on the platform. Full gpt 5.1 Documentation is in the docs.

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