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Ant Group's Ling 3.0 Flash model released for local use

By PulseAugur Editorial · [1 sources] ·

Ling 3.0 Flash, a 124B parameter Mixture of Experts model from Ant Group's inclusionAI, has been released with MIT license and is available on Hugging Face. This model is designed for local execution, requiring significantly less memory than other large models like Kimi K3 due to its architecture, which activates only 5.1B parameters per token. It supports long contexts with hybrid linear attention and can perform reasoning by default, with the option to disable it for faster responses. The model can run interactively on Macs with 96GB of unified memory or on systems with a 24GB GPU and substantial system RAM, with community GGUF conversions available. AI

IMPACT Enables local execution of large models, potentially lowering barriers for researchers and developers.

RANK_REASON Model release from a major AI lab (Ant Group's inclusionAI) with detailed technical specifications and availability. [lever_c_demoted from frontier_release: ic=1 ai=1.0]

Read on dev.to — LLM tag →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

Ant Group's Ling 3.0 Flash model released for local use

How we ranked this

Signal score
0 / 100
Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket
Significant
Model release from a major AI lab (Ant Group's inclusionAI) with detailed technical specifications and availability. [lever_c_demoted from frontier_release: ic=1 ai=1.0]
Source corroboration
Single-source cluster
Only one publisher covered this so far. Single-source stories can still rank when the publisher is high-authority, but they lack cross-source corroboration.
Topics
model release, infra
Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
AI-industry relevance
High
Clearly on-topic for AI-industry coverage.
Story freshness
48 days old
Aged out of breaking-news scoring windows; ranking reflects the durable signal from the full source set.

Full methodology in our editorial standards.

COVERAGE [1]

  1. dev.to — LLM tag TIER_1 English(EN) · David ·

    Run Ling 3.0 Flash Locally: 124B of Knowledge on a 96 GB Machine

    <p>The two big open releases on everyone's feed right now are Kimi K3 (2.8 trillion parameters, the first open 3T-class model) and Ling 3.0 Flash from Ant Group's inclusionAI. Only one of them can live on hardware a person owns, and it is not the one with the bigger headline. Her…

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