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zoeywinย  updated a model about 10 hours ago
ValiantLabs/gpt-oss-20b-ShiningValiant3
zoeywinย  updated a model about 10 hours ago
ValiantLabs/Qwen3-8B-ShiningValiant3
zoeywinย  updated a model about 10 hours ago
ValiantLabs/Qwen3-4B-ShiningValiant3
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sequelboxย 
posted an update about 20 hours ago
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Two new releases today!

Firstly, our new Raiden-Mini dataset, powered by DeepSeek's newest deepseek-ai/DeepSeek-V3.2-Speciale model!
- A V3.2-Speciale reasoning showcase: the Raiden prompts test the model's creative, analytic, and general reasoning skills!
- HEAD TO HEAD: a comparison subset pits V3.2-Speciale against V3.2 with the same prompts, providing a direct look at each model's advantages!

Get the new Raiden-Mini dataset: sequelbox/Raiden-Mini-DeepSeek-V3.2-Speciale

On the model side, we've also brought Shining Valiant 3 to Ministral 3!
- Science-reasoning: sequelbox/Celestia3-DeepSeek-R1-0528 for physics, biology, chemistry, compsci, astronomy, Earth science, and information theory.
- AI to build AI: the sequelbox/Mitakihara-DeepSeek-R1-0528 dataset for high-quality reasoning performance on AI, MLOps, math and CUDA, complex adaptive and agentic systems, cognition, logic, linguistics, simulation, knowledge management, and more!
- Creative reasoning and general chat performance supplemented with sequelbox/Raiden-DeepSeek-R1

Get the newest SV3: ValiantLabs/Ministral-3-14B-Reasoning-2512-ShiningValiant3

Esper 3.1 is available for Ministral 3 as well: ValiantLabs/Ministral-3-14B-Reasoning-2512-Esper3.1

We're working hard on our next Big New Release, coming out in the next few weeks :)

Help support our releases, donations used for models and datasets: sequelbox/SupportOpenSource

Open source matters. Fight for it with us.

with love and friendship,
allegra
sequelboxย 
posted an update 6 days ago
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NEW RELEASE: Esper 3.1 for Ministral 3 14b, 8b, and 3b!

- Esper is our full-stack, full-cycle coding, DevOps, and architecture specialist!
- Our newest, best DeepSeek technical datasets emphasize more challenging queries and tough real-world coding tasks across a variety of programming languages and development paradigms:
- Titanium 3 for coding and reasoning in DevOps and architecture: sequelbox/Titanium3-DeepSeek-V3.1-Terminus
- Tachibana 3 for high-difficulty code production in a variety of topics and programming languages:
- sequelbox/Tachibana3-Part1-DeepSeek-V3.1-Terminus
- sequelbox/Tachibana3-Part2-DeepSeek-V3.2
- Mitakihara for MLOps, AI building, use, expertise, and research: sequelbox/Mitakihara-DeepSeek-R1-0528

Get Esper 3.1 now in all 3 Ministral 3 sizes! (We recommend 14b for general use.)
14b: ValiantLabs/Ministral-3-14B-Reasoning-2512-Esper3.1
8b: ValiantLabs/Ministral-3-8B-Reasoning-2512-Esper3.1
3b: ValiantLabs/Ministral-3-3B-Reasoning-2512-Esper3.1

We'll be bringing more models to Ministral soon, including Shining Valiant 3 :)

We're currently working hard on a big release in a new specialty - hoping to have that up on Valiant Labs before the end of the year! We'll keep pushing the boundaries of what personal-sized AI can do for you.

See our Experimental Reasoning models and open-source datasets: @sequelbox

Help us keep working for open source AI with a donation: sequelbox/SupportOpenSource

with love,
allegra
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sequelboxย 
posted an update 12 days ago
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We strongly disagree with Hugging Face's decision to remove the Epstein files dataset. As an open source community, it is imperative that we support free access to important information.

Torrents remain available for those looking to use the information, but ease of access matters too. The datasets library provides legitimate value to users; it matters to be able to access content here.

We'd like to encourage everyone to retain local copies of anything on Hugging Face that's important to you.

sequelboxย 
posted an update 27 days ago
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NEW RELEASE: UML Generator is here!

- Our newest Experimental Reasoning release: create Unified Modeling Language diagrams to provide analysis and insight into your queries and situations!
- Multi-step reasoning reliably identifies diagram structure before a user response of XMI 2.5.1 code containing the UML diagram. Load the diagram into the UML tool of your choice!
- Trained in a variety of subjects for flexible analysis: software architecture, software development, business processes, systems engineering, data modeling, microservices, reverse engineering and more!

UML Generator available for multiple sizes of gpt-oss and Qwen 3, to provide increased flexibility to the user:
gpt-oss-120b: sequelbox/gpt-oss-120b-UML-Generator
gpt-oss-20b: sequelbox/gpt-oss-20b-UML-Generator
Qwen3-14B: sequelbox/Qwen3-14B-UML-Generator
Qwen3-4B-Thinking-2507: sequelbox/Qwen3-4B-Thinking-2507-UML-Generator

You can also get the UML Generator dataset, to train your own models to use UML Generator Format: sequelbox/UML-Generator-Dataset-DeepSeek-V3.2

Support our experimental open-source research efforts, models and datasets: sequelbox/SupportOpenSource

See our other Experimental Reasoning models: https://huggingface.co/collections/sequelbox/experimental-reasoning-models

with love,
allegra