Ant Group Unveils Ling-3.0-Flash Delivering Top-Tier Performance at a Fraction of the Parameter Scale

HANGZHOU, China--(BUSINESS WIRE)--Jul 27, 2026--

Ant Group today announced the release of Ling-3.0-Flash, a next-generation native hybrid-reasoning foundational model engineered specifically for production-grade AI agent workflows. Designed to deliver rapid response capabilities, it serves as a high-speed execution node that offers a superior balance of intelligence density and cost-efficiency.

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Featuring 124B total parameters with only 5.1B active parameters per token, Ling-3.0-Flash achieves remarkable performance despite its streamlined footprint. It matches or surpasses industry-leading models with two to three times its parameter scale across core benchmarks, including foundational reasoning, instruction following, and long-context processing.

Architectural Innovation for Efficiency

Ling-3.0-Flash moves away from the traditional approach of simply scaling parameter counts. Instead, it is built from the ground up with a native hybrid-linear attention architecture. By alternating KDA (Kimi Delta Attention) and MLA layers at a 5:1 ratio, the model optimally balances long-context efficiency with robust state memory.

Key architectural advancements include:

Purpose-Built for Agent Workflows

Rather than aiming to replace ultra-large, general-purpose reasoning models, Ling-3.0-Flash is designed to complete the "planning-execution separation" paradigm in AI workflows. It serves as a cost-controllable, fast, and highly stable execution node, delegating deep planning and high-frequency execution to specialized models.

To support this, Ling-3.0-Flash has been deeply refined for real-world agent scenarios, expanding its training to over 10,000 interactive environments. It features enhanced self-correction and long-horizon planning mechanisms, enabling autonomous, end-to-end delivery in complex tasks such as coding, task decomposition, and deep multi-source research. This resolves common issues of deviation or context loss in traditional models during large-scale operations.

Engineering for Speed and Stability

To ensure fast and reliable agent performance, Ant Group has paired Ling-3.0-Flash with a supporting engineering and collaboration architecture:

Ling-3.0-Flash is now available on OpenRouter and Vercel AI Gateway, offering a free API through August 3, 2026. Following this limited-time free access period, the model weights will be open-sourced to support further development and innovation within the global AI community.

Developers are encouraged to integrate Ling-3.0-Flash into their coding, search, research, and tool-use workflows to experience its high-speed execution and stable tool-calling capabilities.

About Ant Group

Ant Group is a global digital technology provider and the operator of Alipay, a leading internet services platform in China, connecting over one billion users to more than 10,000 types of consumer services from partners. Through innovative products and solutions powered by AI, blockchain and other technologies, Ant Group supports partners across industries to thrive through digital transformation in an ecosystem for inclusive and sustainable development. For more information, visit www.antgroup.com.

Ling-3.0-Flash delivers strong performance across multiple core benchmarks.

MIAMI (AP) — Genevieve became a Category 5 hurricane early Monday, the first in the East Pacific region in two years, forecasters said. It is expected to stay far out to sea on a course roughly parallel with the Mexico coast.

Genevieve had maximum sustained winds of 160 mph (260 kph), according to the National Hurricane Center in Miami.

Genevieve’s center was located about 530 miles (855 kilometers) southwest of Manzanillo, and it was headed northwest at 13 mph (20 kph).

No coastal watches or warnings were in effect, but the hurricane center said that swells from the storm — likely causing “life-threatening surf and rip current conditions” — were affecting parts of Mexico’s southwestern coast and the Baja California Peninsula.

The storm was expected to begin weakening from Tuesday.

Farther northwest in the Pacific, Hurricane Fausto weakened to a Category 1 storm as it continued on a path in the general direction of the Hawaiian Islands.

Forecasters said Fausto was expected to be downgraded to a tropical storm in the coming days but warned that it could still generate significant surf for parts of Hawaii.

Fausto had maximum sustained winds of 80 mph (130 kph). It was located about 670 miles (1,080 kilometers) east of Hilo and was moving west-northwest at 14 mph (22 kph).

This satellite image released by NOAA shows Hurricane Fausto, center, and Hurricane Genevieve off the southwest coast of Mexico, right, over the Pacific Ocean, Sunday, July 26, 2026. (NOAA via AP)