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Add JoyAI LLM Flash#894

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ml-explore:mainfrom
kernelpool:joyai-llm-flash
Feb 15, 2026
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Add JoyAI LLM Flash#894
awni merged 1 commit into
ml-explore:mainfrom
kernelpool:joyai-llm-flash

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@kernelpool kernelpool commented Feb 15, 2026

Model: https://huggingface.co/jdopensource/JoyAI-LLM-Flash

Based on deepseek_v3 and uses qwen3_coder style tool calling

mlx-lm % mlx_lm.generate --model mlx-community/JoyAI-LLM-Flash-4bit --prompt "What is Svalbard?" -m 1024 --trust-remote-code
==========
**Svalbard** is a remote Norwegian archipelago located in the Arctic Ocean, roughly halfway between Norway's mainland and the North Pole. It's known for its dramatic polar landscapes, rich history, and unique international status.

Here are the key aspects that define Svalbard:

### 1. **Geography & Climate**
*   **Location:** In the high Arctic, between 74° and 81° north latitude.
*   **Main Island:** The largest island is **Spitsbergen** (meaning "sharp teeth"), which is also the name often used interchangeably for the entire archipelago.
*   **Climate:** Despite its high latitude, it's moderated by the Gulf Stream, making winters relatively "mild" (though still very cold) and summers cool. It experiences the **Midnight Sun** (24-hour daylight) from April to August and the **Polar Night** (24-hour darkness) from November to January.

### 2. **Political Status: The Svalbard Treaty of 1920**
This is what makes Svalbard truly unique. The treaty:
*   Recognizes **Norwegian sovereignty** over the archipelago.
*   **Demilitarizes** the territory.
*   Grants signatory nations (now over 40, including Russia, the US, UK, and China) equal **right to engage in commercial activities** (like mining, fishing, and research) and to establish communities.
*   This creates a fascinating mix of Norwegian administration with a strong international presence.

### 3. **Population & Main Settlement**
*   **Total Population:** Around **2,500-3,000** people.
*   **Capital:** **Longyearbyen** is the largest settlement (about 2,000 people) and the administrative center. It's the world's northernmost town with a population over 1,000.
*   **Other Communities:** There is a Russian mining town, **Barentsburg** (pop. ~500), and a small Ukrainian settlement.
*   **No indigenous population.** All residents are there by choice for work or business.

### 4. **Economy & Key Industries**
*   **Historically:** Coal mining was the sole industry for over a century.
*   **Today:** Mining has largely ended. The economy is now driven by:
    *   **Tourism:** A major industry, focusing on Arctic wildlife (polar bears, reindeer, whales), glaciers, Northern Lights, and adventure activities (snowmobiling, dog sledding, hiking).
    *   **Scientific Research:** Svalbard is a global hub for Arctic research. The **Svalbard Global Seed Vault** (the "Doomsday Vault") is located here, safeguarding millions of seed samples. Many universities and countries run research stations.
    *   **Fishing:** Still an important activity.

### 5. **Unique Laws & Environment**
*   **Polar Bears:** They outnumber people (roughly 300-350 bears for 2,500+ people). **Residents must carry firearms when outside settlements** for protection.
*   **Strict Environmental Protection:** Due to its fragile ecosystem, activities are heavily regulated. It's illegal to pollute, and there are strict rules for waste disposal.
*   **No birth or death:** Due to the permafrost, which prevents decomposition, Longyearbyen's church has a graveyard but no cemetery. People who die of illness are buried in Norway's mainland.
*   **Alcohol:** Heavily taxed and restricted; private citizens must apply for permits to purchase spirits.

### In Summary:
Svalbard is a **Norwegian-governed Arctic wilderness with a special international treaty status**, serving as a center for **tourism, cutting-edge science, and a living experiment in peaceful international cooperation** in one of the world's most extreme environments. It's a place of stark beauty, rich history, and global significance.
==========
Prompt: 43 tokens, 131.554 tokens-per-sec
Generation: 805 tokens, 68.712 tokens-per-sec
Peak memory: 27.622 GB

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Nice!

@ivanfioravanti
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Amazing! Gonna try this right now! Thanks @kernelpool

@awni awni merged commit 7a72088 into ml-explore:main Feb 15, 2026
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@ivanfioravanti
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It's 1-1 Deepseek_v3? WOW

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3 participants