Neat! I'd love to see one of these fine-tuned on a tool-calling dataset.
sometimesanotion
sometimesanotion
AI & ML interests
Agentic LLM services, model merging, finetunes, distillation
Recent Activity
liked
a model
2 days ago
TymofiiNasobko/Mamay-function-calling-no-thinking
Organizations
reacted to
DavidAU's
post with ๐
1 day ago
Post
2484
The "ERNIE" 21B MOE Distill High Reasoning Fine Tune Invasion:
3 Ernie 21B-A3B MOE Models (64 experts) fine tuned with Unsloth using Gemini Pro 3, Claude 4.5 Opus, and GLM 4.7 Flash high reasoning datasets.
All benched, all exceeding org model specs too.
https://huggingface.co/DavidAU/models?search=ernie
Enjoy the freedom and added power.
3 Ernie 21B-A3B MOE Models (64 experts) fine tuned with Unsloth using Gemini Pro 3, Claude 4.5 Opus, and GLM 4.7 Flash high reasoning datasets.
All benched, all exceeding org model specs too.
https://huggingface.co/DavidAU/models?search=ernie
Enjoy the freedom and added power.
-
- 1 reply
liked
2
models
2 days ago
upvoted
an
article
3 days ago
Article
Train AI models with Unsloth and Hugging Face Jobs for FREE
- +4
โข
58
Excellent model!
2
#4 opened 10 months ago
by
CATAMERCA
reacted to
sequelbox's
post with โค๏ธ๐
30 days ago
Post
2677
NEW RELEASE: it's here! Meet the newest member of the Valiant crew: Guardpoint, our new medical reasoning model!
- Trained on medical knowledge, management, diagnosis, and tasks from DeepSeek-V3.2-Speciale!
- Structured medical reasoning responses are efficient and informative, cutting token costs for faster inference!
- Wide-ranging knowledge base: trained on a wide variety of medical disciplines, patient types, and query structures!
- High quality medical responses emphasize performance, brevity, specificity, statistical rationality, and openness.
Get it now:
Guardpoint for Qwen 3 32B: ValiantLabs/Qwen3-32B-Guardpoint
Guardpoint for Qwen 3 14B: ValiantLabs/Qwen3-14B-Guardpoint
Powered by our new structured medical reasoning dataset: sequelbox/Superpotion-DeepSeek-V3.2-Speciale
We've been working hard on Guardpoint; we're really excited to share it with everyone!
We'll be bringing Guardpoint to more models soon, along with further releases for the Shining Valiant and Esper series!
Get our experimental models: https://huggingface.co/collections/sequelbox/experimental-reasoning-models
Get our reasoning datasets: https://huggingface.co/collections/sequelbox/reasoning-datasets
Help support our releases, donations used for our experimental models and datasets: sequelbox/SupportOpenSource
2026 is going to be an amazing year for open source AI! It's time for the AI revolution you need; from the bottom up, built together by all of us.
for love, friendship, and better days,
allegra
- Trained on medical knowledge, management, diagnosis, and tasks from DeepSeek-V3.2-Speciale!
- Structured medical reasoning responses are efficient and informative, cutting token costs for faster inference!
- Wide-ranging knowledge base: trained on a wide variety of medical disciplines, patient types, and query structures!
- High quality medical responses emphasize performance, brevity, specificity, statistical rationality, and openness.
Get it now:
Guardpoint for Qwen 3 32B: ValiantLabs/Qwen3-32B-Guardpoint
Guardpoint for Qwen 3 14B: ValiantLabs/Qwen3-14B-Guardpoint
Powered by our new structured medical reasoning dataset: sequelbox/Superpotion-DeepSeek-V3.2-Speciale
We've been working hard on Guardpoint; we're really excited to share it with everyone!
We'll be bringing Guardpoint to more models soon, along with further releases for the Shining Valiant and Esper series!
Get our experimental models: https://huggingface.co/collections/sequelbox/experimental-reasoning-models
Get our reasoning datasets: https://huggingface.co/collections/sequelbox/reasoning-datasets
Help support our releases, donations used for our experimental models and datasets: sequelbox/SupportOpenSource
2026 is going to be an amazing year for open source AI! It's time for the AI revolution you need; from the bottom up, built together by all of us.
for love, friendship, and better days,
allegra
- 1 reply
liked
4
models
about 1 month ago
jpacifico/qwen3-4b-instruct-2507-odpo-merged
4B
โข
Updated
โข
11
โข
1
VAGOsolutions/SauerkrautLM-Translator-LFM2.5-1.2B
Translation
โข
Updated
โข
988
โข
28
LiquidAI/LFM2.5-1.2B-Thinking
Text Generation
โข
Updated
โข
39.5k
โข
275
neopolita/Neo-Qwen3-4B-Instruct-2507-v0
4B
โข
Updated
โข
16
โข
1
Liquid AI, You NEED to Make a 16B MoE Next!
โค๏ธ
6
5
#5 opened about 1 month ago
by
tanyiades
Enjoying this one in multi-user chat. + laptop perf
โค๏ธ
1
3
#8 opened about 2 months ago
by
BingoBird
liked
a
model
about 2 months ago
reacted to
csabakecskemeti's
post with ๐ฅ
about 2 months ago
Post
3258
Just sharing a result of a homelab infrastructure experiment:
I've managed to setup a distributed inference infra at home using a DGX Spark (128GB unified gddr6) and a linux workstation with an RTX 6000 Pro (96GB gddr7) connected via 100Gbps RoCEv2. The model I've used (https://lnkd.in/gx6J7YuB) is about 140GB so could not fit either of the GPU. Full setup and tutorial soon on devquasar.com
Screen recording:
https://lnkd.in/gKM9H5GJ
I've managed to setup a distributed inference infra at home using a DGX Spark (128GB unified gddr6) and a linux workstation with an RTX 6000 Pro (96GB gddr7) connected via 100Gbps RoCEv2. The model I've used (https://lnkd.in/gx6J7YuB) is about 140GB so could not fit either of the GPU. Full setup and tutorial soon on devquasar.com
Screen recording:
https://lnkd.in/gKM9H5GJ
- 3 replies
liked
a
model
3 months ago
reacted to
sequelbox's
post with ๐ฅ
3 months ago
Post
3037
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
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
-
- 1 reply
reacted to
sequelbox's
post with ๐ฅ
3 months ago
Post
2098
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
- 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
-
- 1 reply
liked
a
model
3 months ago
