gemini-3.8-flash
Featured Google Flash route for low-latency interaction, multimodal understanding, and high-frequency agent subtasks.
Overview
- Gemini 3.8 Flash is represented in the current GPT88 featured catalog as a Google Flash route for responsive, high-frequency, and multimodal workflows.
- It can serve as a fast routing layer for intent detection, extraction, tool selection, content triage, and intermediate agent steps while harder work escalates to a stronger model.
- The Flash label is catalog positioning rather than a fixed latency or cost guarantee. Measure it with your prompts, concurrency, payload sizes, and selected route.
Best Use Cases
- Build interactive assistants where first-token and end-to-end latency matter
- Evaluate image Q&A, multimodal extraction, and visual content triage
- Handle intent detection, tool selection, field extraction, and result formatting inside an agent workflow
- Process frequent, short-context, and cost-sensitive requests
Integration Notes
- Use the GPT88 Base URL https://api.gpt88.cc and set model to gemini-3.8-flash in OpenAI-compatible requests.
- Call GET /v1/models, then send a minimal POST /v1/chat/completions request to confirm access for the current API key.
- Start multimodal testing with text or one image, then add multi-turn context, tools, and streaming separately so format errors remain diagnosable.
- Use it as a fast routing layer and keep an escalation path to a Pro or other higher-capability model for long, difficult reasoning.
Usage Notes
- Availability, pricing, context limits, rate limits, routes, vision support, and tool support are determined by the current GPT88 console configuration.
- Flash positioning does not guarantee low latency for every request; image size, context length, tool count, and upstream load affect response time.
- Test multimodal and structured-output behavior independently instead of inferring all features from a successful text-only request.
- Before rollout, record success rate, time to first token, end-to-end latency, retries, and usage, and keep a quality-focused fallback route.
Capabilities
Recommended Scenarios
- Real-time assistants
- Image Q&A
- Information extraction
- Agent subtasks
Endpoint Path
The endpoint path is determined by the model category. Chat, image, video, and audio models use different endpoints.
Send requests with Authorization: Bearer <API_KEY>. See Chat Completions API for the full parameter reference.
API Docs
Headers / Auth
| Field | Type | Required | Description |
|---|---|---|---|
Authorization | string | Required | Send Bearer <GPT88_API_KEY>. Create the API key in the gpt88.cc console. |
Content-Type | string | Required | Request body format. Audio transcription uploads use multipart/form-data.Default: application/json |
Accept | string | Optional | Non-streaming requests return JSON; streaming chat requests return SSE chunks. Default: application/json or text/event-stream |
AuthorizationstringRequiredSendBearer <GPT88_API_KEY>. Create the API key in the gpt88.cc console.Content-TypestringRequiredRequest body format. Audio transcription uploads usemultipart/form-data.Default:application/jsonAcceptstringNon-streaming requests return JSON; streaming chat requests return SSE chunks.Default:application/json or text/event-stream
Chat Protocol Differences
For chat models, the protocol used by the client matters as much as the model name. Claude Code / Anthropic SDK and OpenAI SDK build different request paths.
- Base URL
- https://api.gpt88.cc
- Endpoint
- POST /v1/chat/completions
- Body
- { "model": "gemini-3.8-flash", "messages": [...] }
- Base URL
- https://api.gpt88.cc
- Endpoint
- POST /v1/messages
- Body
- { "model": "gemini-3.8-flash", "messages": [...] }
This model is usually best accessed through the OpenAI-compatible protocol. Only use the Anthropic-style path when the target tool explicitly requires it.
Request Parameters
The fields below are generated by model category. Pricing, context limits, rate limits, and available routes should be confirmed in the gpt88.cc console.
| Field | Type | Required | Description |
|---|---|---|---|
model | string | Required | Current model ID: gemini-3.8-flash. Preserve the exact casing when copying. |
messages | array<Message> | Required | Conversation history. Each message includes role and content. |
stream | boolean | Optional | Enable SSE streaming. Useful for chat interfaces and long responses. Default: false |
temperature | number | Optional | Sampling temperature. Higher values produce more variation; production workloads usually start with a fixed value. Default: 1 |
max_tokens | integer | Optional | Maximum output tokens for this request. Real context limits should be confirmed in the console. |
response_format | object | Optional | Structured output config, for example { "type": "json_object" }. |
tools | array<Tool> | Optional | Function-calling tool definitions. Availability depends on the model and account configuration. |
modelstringRequiredCurrent model ID:gemini-3.8-flash. Preserve the exact casing when copying.messagesarray<Message>RequiredConversation history. Each message includesroleandcontent.streambooleanEnable SSE streaming. Useful for chat interfaces and long responses.Default:falsetemperaturenumberSampling temperature. Higher values produce more variation; production workloads usually start with a fixed value.Default:1max_tokensintegerMaximum output tokens for this request. Real context limits should be confirmed in the console.response_formatobjectStructured output config, for example{ "type": "json_object" }.toolsarray<Tool>Function-calling tool definitions. Availability depends on the model and account configuration.
Response Fields
Response bodies generally follow OpenAI-compatible shapes. Media models may return async task IDs or resource URLs.
| Field | Type | Required | Description |
|---|---|---|---|
id | string | Required | Unique completion ID for tracing and debugging. |
object | string | Required | Usually chat.completion or a streaming chunk type. |
model | string | Required | Actual model ID that handled inference. |
choices | array<Choice> | Required | Generated choices including message, delta, and finish_reason. |
usage | object | Optional | Token usage statistics. Streaming calls may return this only at the end or in non-streaming mode. |
idstringRequiredUnique completion ID for tracing and debugging.objectstringRequiredUsuallychat.completionor a streaming chunk type.modelstringRequiredActual model ID that handled inference.choicesarray<Choice>RequiredGenerated choices includingmessage,delta, andfinish_reason.usageobjectToken usage statistics. Streaming calls may return this only at the end or in non-streaming mode.
Status Codes
| Field | Type | Required | Description |
|---|---|---|---|
200 | OK | Required | Request succeeded. See the response field table above for the response body shape. |
400 | Bad Request | Optional | Invalid request fields, such as missing required fields, unsupported image size format, or unsupported file type. |
401 | Unauthorized | Optional | API key is missing, invalid, or malformed. |
404 | Not Found | Optional | Endpoint or model not found. Confirm the path is /v1/chat/completions and the model ID is gemini-3.8-flash. |
429 | Rate Limited | Optional | Rate limit, concurrency cap, or insufficient balance. Check the console for the current allowance. |
5xx | Upstream Error | Optional | Upstream or request failure. Retry with the same Base URL and keep the request ID for debugging. |
200OKRequiredRequest succeeded. See the response field table above for the response body shape.400Bad RequestInvalid request fields, such as missing required fields, unsupported image size format, or unsupported file type.401UnauthorizedAPI key is missing, invalid, or malformed.404Not FoundEndpoint or model not found. Confirm the path is/v1/chat/completionsand the model ID isgemini-3.8-flash.429Rate LimitedRate limit, concurrency cap, or insufficient balance. Check the console for the current allowance.5xxUpstream ErrorUpstream or request failure. Retry with the same Base URL and keep the request ID for debugging.
Errors and Troubleshooting
401: verifyAuthorizationisBearer <API_KEY>and the key is still valid.404: confirm the endpoint is/v1/chat/completionsand the model IDgemini-3.8-flashis available in the console.429: reduce concurrency, shorten requests, or check balance and quota in the console.5xx: retry with the same Base URL and keep the request ID for debugging.
Request Examples
curl https://api.gpt88.cc/v1/chat/completions \
-H "Authorization: Bearer $GPT88_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "gemini-3.8-flash",
"messages": [
{"role": "user", "content": "Introduce gpt88.cc in one sentence."}
]
}'Expected response (trimmed example):
{
"id": "chatcmpl-gemini-3",
"object": "chat.completion",
"created": 1730000000,
"model": "gemini-3.8-flash",
"choices": [
{
"index": 0,
"finish_reason": "stop",
"message": { "role": "assistant", "content": "..." }
}
],
"usage": { "prompt_tokens": 24, "completion_tokens": 64, "total_tokens": 88 }
}