Apply your own routing policies, reduce token costs automatically, and see every routing decision in real time with Merge Gateway.

1$ pip install merge-gateway-sdk1from merge_gateway import MergeGateway
2
3client = MergeGateway(api_key="YOUR_API_KEY")
4
5response = client.responses.create(
6 model="openai/gpt-5.2",
7 input=[
8 {"type": "message", "role": "system", "content": "You are a helpful programming tutor. Explain the concepts clearly with practical examples."},
9 {"type": "message", "role": "user", "content": "Explain the concept of recursion in programming with a simple set of examples."},
10 ],
11)
12
13print(response.output[0].content[0].text)1response = client.responses.create(
2 model="anthropic/claude-sonnet-4-20250514",
3 input=[
4 {"type": "message", "role": "system", "content": "You are a helpful programming tutor. Explain the concepts clearly with practical examples."},
5 {"type": "message", "role": "user", "content": "Explain the concept of recursion in programming with a simple set of examples."},
6 ],
7)1from openai import OpenAI
2
3client = OpenAI(
4 api_key="YOUR_API_KEY",
5 base_url="https://api-gateway.merge.dev/v1/openai",
6)1response = client.chat.completions.create(
2 model="gpt-5.2",
3 messages=[
4 {"role": "system", "content": "You are a helpful programming tutor. Explain the concepts clearly with practical examples."},
5 {"role": "user", "content": "Explain the concept of recursion in programming with a simple set of examples."},
6 ],
7)
8
9print(response.choices[0].message.content)1npm install merge-gateway-ai-sdk-provider ai1import { createMergeGateway } from "merge-gateway-ai-sdk-provider";
2
3const gateway = createMergeGateway({
4 apiKey: "YOUR_API_KEY",
5});1import { generateText } from "ai";
2
3const { text } = await generateText({
4 model: gateway("openai/gpt-4o"),
5 prompt: "Explain the concept of recursion in programming with a simple set of examples.",
6});
7
8console.log(text);1import { createOpenAI } from "@ai-sdk/openai";
2
3const gateway = createOpenAI({
4 apiKey: "YOUR_API_KEY",
5 baseURL: "https://api-gateway.merge.dev/v1/ai-sdk",
6});
7
8// All generateText/streamText calls work unchanged1from anthropic import Anthropic
2
3client = Anthropic(
4 api_key="YOUR_API_KEY",
5 base_url="https://api-gateway.merge.dev/v1/anthropic",
6)
7
8message = client.messages.create(
9 model="claude-sonnet-4-20250514",
10 max_tokens=1024,
11 messages=[
12 {"role": "user", "content": "Explain the concept of recursion in programming with a simple set of examples."},
13 ],
14)
15
16print(message.content[0].text)Qwen3.5 Flash is the faster, cost-optimized API tier in Alibaba's Qwen3.5 generation, which sits within a broader Qwen lineup that spans reasoning flagships, coding specialists, and multimodal models. Here are some other models Alibaba supports:
Qwen3.5 Flash is the throughput-optimized API tier in the Qwen3.5 generation, built on the 122B A10B open-weight MoE model, and is positioned as the cost-efficient high-speed option before the step up to Qwen3.5 Plus or the proprietary Qwen3.6 and Qwen3.7 tiers.
Qwen3.5 Flash is best suited for latency-sensitive, high-concurrency applications where 140+ tokens per second matters and the task complexity doesn't require Qwen3.5 Plus's higher benchmark quality. It's also a natural cost-conscious fallback route from Plus within a multi-model routing policy.
No single model is optimal for every task. Here are models worth pairing with Qwen3.5 Flash depending on what your product needs:
Like any production LLM, Qwen3.5 Flash comes with tradeoffs worth planning for:
Using Qwen3.5 Flash through Merge Gateway gives you access to the model itself and the infrastructure layer around it:
Getting Qwen3.5 Flash running through Merge Gateway takes a few minutes:
1. Create an account and get your API key from the dashboard.
2. Install the Merge Gateway SDK: run pip install merge-gateway-sdk (Python) or npm install merge-gateway-sdk (Node). Alternatively, if you're already using the OpenAI SDK, set base_url = "https://api-gateway.merge.dev/v1/openai" and your existing code works as-is.
3. Make your first request using the provider/model format. For Qwen3.5 Flash, the model string is alibaba/qwen3.5-flash. Swap the model string to route to any other provider without changing anything else.
4. Configure a routing policy in the dashboard to set failover behavior, cost limits, and optimization strategy. Your first policy can be as simple as naming Qwen3.5 Flash as primary with one fallback.
Full setup instructions and SDK references are in the Merge Gateway docs.
Route, observe, and control AI requests across providers from one API.
