Ling 3.0 Flash

Ling 3.0 Flash

Ant Group
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About

Ling 3.0 Flash is a next-generation efficient language model designed for long-horizon agent workflows, combining fast response, low activation, and stable tool use. It uses a Mixture-of-Experts architecture with 124 billion total parameters and 5.1 billion activated parameters per token, providing capability while keeping inference efficient. The model supports a native 256K context window that can be extended up to 1 million tokens, with reliable retrieval across information placed at the beginning, middle, or end of long contexts. Compared with the previous Flash model, Ling 3.0 Flash improves stability on extended tasks, tool-calling accuracy, instruction following, compatibility with agent harnesses, and coding performance. Its optimized spatial understanding can construct physical scene grids and reason about relative positions, while hybrid reasoning improves success rates across tasks of varying difficulty.

About

Qwen3‑Coder is an agentic code model available in multiple sizes, led by the 480B‑parameter Mixture‑of‑Experts variant (35B active) that natively supports 256K‑token contexts (extendable to 1M) and achieves state‑of‑the‑art results comparable to Claude Sonnet 4. Pre‑training on 7.5T tokens (70 % code) and synthetic data cleaned via Qwen2.5‑Coder optimized both coding proficiency and general abilities, while post‑training employs large‑scale, execution‑driven reinforcement learning, scaling test‑case generation for diverse coding challenges, and long‑horizon RL across 20,000 parallel environments to excel on multi‑turn software‑engineering benchmarks like SWE‑Bench Verified without test‑time scaling. Alongside the model, the open source Qwen Code CLI (forked from Gemini Code) unleashes Qwen3‑Coder in agentic workflows with customized prompts, function calling protocols, and seamless integration with Node.js, OpenAI SDKs, and environment variables.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Autonomous software testing teams that need a fast model for long-running tool-based coding and verification workflows

Audience

AI researchers and software engineers wanting a solution offering an agentic coding model with large‑context support and turnkey CLI tools for real‑world, automated code generation

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

No information available.
Free Version
Free Trial

Pricing

Free
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

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Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Ant Group
Founded: 2014
China
www.ant-ling.com

Company Information

Qwen
Founded: 2023
China
qwenlm.github.io/blog/qwen3-coder/

Alternatives

GLM-5.2

GLM-5.2

Zhipu AI

Alternatives

Kimi K3

Kimi K3

Moonshot AI
Composer 1

Composer 1

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Qwen3.8 Max

Qwen3.8 Max

Alibaba
DeepCoder

DeepCoder

Agentica Project
Ling 2.6 Flash

Ling 2.6 Flash

Ant Group
Ling 2.6

Ling 2.6

Ant Group

Categories

Categories

Integrations

OpenClaw
Alibaba Cloud
Brokk
Claude Code
Gemini
Gemini Enterprise
Hermes Agent
Kilo Code
Nebius Token Factory
NexaSDK
Node.js
Okara
OpenAI
OpenCode
OpenRouter
Oxlo.ai
Shiori
SiliconFlow
Together AI
ZenMux

Integrations

OpenClaw
Alibaba Cloud
Brokk
Claude Code
Gemini
Gemini Enterprise
Hermes Agent
Kilo Code
Nebius Token Factory
NexaSDK
Node.js
Okara
OpenAI
OpenCode
OpenRouter
Oxlo.ai
Shiori
SiliconFlow
Together AI
ZenMux
Claim Ling 3.0 Flash and update features and information
Claim Ling 3.0 Flash and update features and information
Claim Qwen3-Coder and update features and information
Claim Qwen3-Coder and update features and information