Tasks and inputs
Ling 3.0 Flash is listed for Text generation, Coding & Code Generation. It accepts text and produces text. Use the publisher’s input format and preprocessing for your chosen deployment.
SyncDev model directory · Profile updated Oct 13, 2026
Ling 3.0 Flash is inclusionAI’s MIT-licensed hybrid reasoning checkpoint for long-context coding and agent tasks.
The specification score summarizes recorded features and limits. It is not a benchmark result.
Recorded modality support shows what this model can accept and produce. An undocumented modality is shown as unknown rather than assumed to be unsupported.
Accepts
Produces
Ling 3.0 Flash is inclusionAI’s MIT-licensed hybrid reasoning checkpoint for long-context coding and agent tasks.
The publisher describes a 124B model with 5.1B active parameters per token and a 256K context. Its backbone alternates Kimi Delta Attention and MLA, while sparse expert activation reduces computation per generated token. The release targets coding, research and general agent work rather than only short chat replies.
Thinking is enabled by default. Preserve the model’s chat template and use the corresponding parser when a runtime exposes tools or reasoning blocks. The publisher provides SGLang and cache integration guidance for long histories. Cache configuration and active parameter counts are different considerations from the full memory required to load weights.
Use a repository fix with a verifiable test, a document synthesis and a tool sequence that returns a known final state. Review whether the assistant follows earlier constraints after several tool responses. Measure retries and complete task time alongside prompt and generation throughput.
This profile describes the downloadable checkpoint. A hosted provider may set its own context, output allowance, prices and request options. Use that provider’s rate card when budgeting API calls, and include runtime, hardware and operations when estimating self-hosting. Keep the selected checkpoint revision with evaluation results so later changes can be compared consistently.
Compare the model on the work you need to complete.
Ling 3.0 Flash is listed for Text generation, Coding & Code Generation. It accepts text and produces text. Use the publisher’s input format and preprocessing for your chosen deployment.
Documented limits: 262.14K context. Measure a completed task using the prompts, documents and tools your application will use. Include reasoning and retries in the result.
The weights are downloadable under MIT. Check runtime support and size the complete model and working context for your expected concurrency.
These records share a directory category. Check the source card, output type and deployment requirements before treating a model as a replacement.
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Mistral AI
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OpenAI
GPT-6.1 Sol is OpenAI's updated Sol model for coding and professional tasks. It accepts text and images and returns text.
inclusionAI
Ling 3.1 Flash is inclusionAI’s hybrid reasoning model for coding and tool agents, available through a hosted AI Gateway route.
Anthropic
Claude Sonnet 5.5 is an Anthropic language model that accepts text and images and returns text.
MiniMax
MiniMax M3.1 Flash Preview is a multimodal reasoning model for code and agent workflows, accessed through eligible MiniMax plans and tools.