

Qwen3.6 35B A3B and Qwen3.5 35B-A3B side by side: specs, capabilities, parameters, and live pricing from the EmpirioLabs catalog.
Qwen3.6 35B A3B and Qwen3.5 35B-A3B are both Alibaba Cloud models in the Text Generation category, available through the EmpirioLabs API.
| Spec | Qwen3.6 35B A3B | Qwen3.5 35B-A3B |
|---|---|---|
| Model ID | qwen3-6-35b-a3b | qwen3-5-35b-a3b |
| Author | Alibaba Cloud | Alibaba Cloud |
| Released | Apr 16, 2026 | Feb 24, 2026 |
| Context window | 128K tokens | 258K tokens |
| Max output | 16,384 tokens | 64,000 tokens |
| Input | Text | Text Image Video |
| Output | Text | Text |
| Structured output | JSON Schema | JSON Mode |
| Region | - | China |
| Endpoints | POST /v1/chat/completions POST /v1/responses POST /v1/messages POST /v1/completions POST /v1beta/models/qwen3-6-35b-a3b:generateContent | POST /v1/chat/completions POST /v1/responses POST /v1/messages POST /v1beta/models/qwen3-5-35b-a3b:generateContent |
| Capabilities |
Live rates from the EmpirioLabs catalog for both models. Each rate card always matches what the API charges.
Request parameters each model lists on EmpirioLabs, with the allowed values or range where one applies. A dash marks a parameter the model does not list.
| Parameter | Qwen3.6 35B A3B | Qwen3.5 35B-A3B |
|---|---|---|
| temperature | min 0 Default: 0.7 | 0 to 1.99 Default: 0.7 |
| top_p | 0.01 to 1 Default: 0.95 | 0 to 1 Default: 0.9 |
| max_tokens | 1 to 16384 Default: 16384 | 1 to 64000 |
| stop | string | string |
| enable_thinking | boolean Default: true | boolean Default: true |
| reasoning_effort | none, low, medium, high, max Default: medium | none, low, medium, high, max |
| top_k | min 1 Default: 20 | 1 to 100 |
| min_p | 0 to 1 Default: 0 | - |
| frequency_penalty | -2 to 2 Default: 0 | - |
| presence_penalty | -2 to 2 Default: 0 | -2 to 2 |
| seed | 0 to 2147483647 | 0 to 2147483647 |
| response_format | text, json_object, json_schema | enum |
| web_search_linkup | boolean Default: false | - |
| disable_formatting | boolean Default: false | - |
| thinking_budget | - | 1 to 81920 |
| repetition_penalty | - | 0.1 to 2 |
Text-only. This build does not accept image or video input, unlike the base Qwen3.6 35B A3B.
Served from the 2-bit eschamoe W2 build published by Escha Labs (eschalabs.com) as EschaLabs/Qwen3.6-35B-A3B-Escha-W2 on Hugging Face, under Apache-2.0. The experts are quantized to 2 bits, mixed per projection (gate_up_proj at 2-bit and down_proj at 3-bit), the dense layers are int8, and the KV cache is FP16. Escha Labs publishes the quality comparison against an FP8 baseline of the same model: parity or better on math, graduate science, tool use and long context, about 2 percent lower on broad knowledge, and about 7 percent lower on long-horizon code generation, which is the one clear gap. See the model card for the full benchmark table and protocol.
Supports streaming, function tools, structured JSON output including strict schemas, and thinking mode on by default. Set enable_thinking=false for direct answers. With thinking on, the reasoning arrives in reasoning_content and the answer in content, so read both. A low max_tokens with thinking on can be spent entirely on reasoning, so allow room for the answer.
Automatic prefix cache reads are billed at the cached-input rate when reported. Explicit cache controls are not supported. Cancelling a streaming request mid-generation bills only the tokens produced up to that point.
Supports text, image, and video input. Web search is available through tool_web_search and adds $0.01 per request when enabled. Thinking tokens are billed as output tokens.
Qwen3.6 35B A3B serves the OpenAI-compatible Chat Completions API. Point any OpenAI SDK at https://api.empiriolabs.ai/v1 with your EmpirioLabs API key and use the model id qwen3-6-35b-a3b. Both models are called through the same endpoint. Set model to qwen3-6-35b-a3b or qwen3-5-35b-a3b. Get an API key from the EmpirioLabs dashboard.
curl https://api.empiriolabs.ai/v1/chat/completions \
-H "Authorization: Bearer $EMPIRIOLABS_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "qwen3-6-35b-a3b",
"messages": [
{"role": "user", "content": "Write a haiku about the ocean."}
]
}'Qwen3.6 35B A3B is the newer release (Apr 16, 2026); Qwen3.5 35B-A3B was released on Feb 24, 2026. Qwen3.5 35B-A3B has the larger context window: 258K tokens, against 128K for Qwen3.6 35B A3B. Qwen3.5 35B-A3B returns up to 64,000 output tokens per response, Qwen3.6 35B A3B up to 16,384. The specs, rate cards, and parameters on this page come from the live EmpirioLabs catalog.
Qwen3.6 35B A3B is the newer release (Apr 16, 2026); Qwen3.5 35B-A3B was released on Feb 24, 2026.
The two models are priced on different units or tiers, so compare the live rate cards on this page. They always match what the API charges.
Yes. Both models use POST /v1/chat/completions with the same EmpirioLabs API key, so most integrations switch by changing the model value. Check the parameters table on this page first if you rely on a model-specific parameter.
Yes. Open each model in the EmpirioLabs playground and run the same prompt on both, with the parameters the API exposes.
Check out our pricing or reach out if you want your own model deployed on our stack.