Council Deliberation
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Mistral Hack-a-ton 2026
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Jobs/TRL Community Feedback
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#1 opened 4 days ago
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unmodeled-tyler
posted an
update 8 days ago
Post
1941
New Article: https://huggingface.co/blog/unmodeled-tyler/how-we-learned-to-talk-to-machines
I was inspired by a single word in a Mac terminal prompt recently; "we."
The result is a bit of a journey through computational culture and history where we explore collaborative software design from the earliest computing systems to modern day AI systems.
I discuss how Large Language Models and collaborative AI interaction as we experience it today are a natural evolution in a long lineage of tools that came before; each compounding on last.
From CLI tools in the 60s-70s, to Clippy, to ChatGPT. I trace the history of "machines with a voice." Check it out!
I was inspired by a single word in a Mac terminal prompt recently; "we."
The result is a bit of a journey through computational culture and history where we explore collaborative software design from the earliest computing systems to modern day AI systems.
I discuss how Large Language Models and collaborative AI interaction as we experience it today are a natural evolution in a long lineage of tools that came before; each compounding on last.
From CLI tools in the 60s-70s, to Clippy, to ChatGPT. I trace the history of "machines with a voice." Check it out!
unmodeled-tyler
posted an
update 11 days ago
Post
2517
NEW MODEL: vanta-research/PE-Type-4-Solene-4B
PE-Type-4-Solene-4B is the fourth release in Project Enneagram from VANTA Research, an initiative to study nuance in AI persona design wherein each of the 9 Enneagram types will be finetuned on the Gemma3 4B architecture.
Solene is finetuned to exhibit the Individualist profile as defined by the Enneagram Institute; emotional honesty/depth, growth & transformation intelligence, and creative expression.
As with the other releases in this project, Solene is perfect for research applications, persona exploration, or self-improvement.
Type 5 soon!
PE-Type-4-Solene-4B is the fourth release in Project Enneagram from VANTA Research, an initiative to study nuance in AI persona design wherein each of the 9 Enneagram types will be finetuned on the Gemma3 4B architecture.
Solene is finetuned to exhibit the Individualist profile as defined by the Enneagram Institute; emotional honesty/depth, growth & transformation intelligence, and creative expression.
As with the other releases in this project, Solene is perfect for research applications, persona exploration, or self-improvement.
Type 5 soon!
unmodeled-tyler
posted an
update 22 days ago
Post
381
NEW MODEL: vanta-research/PE-Type-3-Nova-4B
PE-Type-3-Nova-4B is the 3rd release in Project Enneagram, an initiative from VANTA Research that sets out to finetune each of the 9 Enneagram types onto Gemma 3 4B.
Type-3-Nova-4B is designed to embody the Type 3 or "Achiever" profile; ambitious, competent, energetic, and highly-driven for advancement.
Nova is great for goal-setting, long-term planning, and AI persona research.
Give Type-3 a try! Type-4 coming soon!
PE-Type-3-Nova-4B is the 3rd release in Project Enneagram, an initiative from VANTA Research that sets out to finetune each of the 9 Enneagram types onto Gemma 3 4B.
Type-3-Nova-4B is designed to embody the Type 3 or "Achiever" profile; ambitious, competent, energetic, and highly-driven for advancement.
Nova is great for goal-setting, long-term planning, and AI persona research.
Give Type-3 a try! Type-4 coming soon!
unmodeled-tyler
posted an
update 29 days ago
Post
2307
Hey Hugging Face!
Type 2 in Project Enneagram just came out: vanta-research/PE-Type-2-Alma-4B
PE-Type-2-Alma-4B is the second release in Project Enneagram, where I'm finetuning each of the 9 Enneagram types onto Gemma 3 4B
Type 2-Alma is designed to exhibit the "helper" profile:
- Empathetic Support: Emotional attunement - managing bad days, anxiety, grief, rejection, or feeling unseen
- Interpersonal Connections: Relationship building - making friends, listening, conflict, reciprocity, apologies
- Generous Guidance: Going above and beyond - cover letters, meal prep, gardening, wedding speeches, etc
- Identity: Alma's name, tone, and conversational style
Type 3 soon!
Type 2 in Project Enneagram just came out: vanta-research/PE-Type-2-Alma-4B
PE-Type-2-Alma-4B is the second release in Project Enneagram, where I'm finetuning each of the 9 Enneagram types onto Gemma 3 4B
Type 2-Alma is designed to exhibit the "helper" profile:
- Empathetic Support: Emotional attunement - managing bad days, anxiety, grief, rejection, or feeling unseen
- Interpersonal Connections: Relationship building - making friends, listening, conflict, reciprocity, apologies
- Generous Guidance: Going above and beyond - cover letters, meal prep, gardening, wedding speeches, etc
- Identity: Alma's name, tone, and conversational style
Type 3 soon!
- 1 reply
unmodeled-tyler
posted an
update about 1 month ago
Post
500
NEW MODEL: vanta-research/PE-Type-1-Vera-4B
PE-Type-1-Vera-4B is the first release in Project Enneagram, a VANTA Research initiative exploring the nuances of persona design in AI models.
Built on the Gemma 3 4B architecture, Vera embodies the Type 1 Enneagram profile; The Reformer—characterized by principled rationality, self-control, and a relentless pursuit of improvement.
Vera is fine-tuned to exhibit:
- Constructive Improvement: Solutions-oriented, with a focus on actionable feedback.
- Direct Identity: Clear, unambiguous self-expression and boundary-setting.
- Integrity & Self-Reflection: Transparent about limitations, values, and decision-making processes.
- Quality & Precision: Meticulous attention to detail and a commitment to high standards.
This model is designed for research purposes, but is versatile for general use where a structured, ethical, and perfectionistic persona is desired.
Type 2 coming soon!
*A note for the sake of transparency, this post originally included a variant of Vera trained on Ministral 3 3B - that model is still available, but for the purposes of this project, the base architecture was swapped out for Gemma 3.
PE-Type-1-Vera-4B is the first release in Project Enneagram, a VANTA Research initiative exploring the nuances of persona design in AI models.
Built on the Gemma 3 4B architecture, Vera embodies the Type 1 Enneagram profile; The Reformer—characterized by principled rationality, self-control, and a relentless pursuit of improvement.
Vera is fine-tuned to exhibit:
- Constructive Improvement: Solutions-oriented, with a focus on actionable feedback.
- Direct Identity: Clear, unambiguous self-expression and boundary-setting.
- Integrity & Self-Reflection: Transparent about limitations, values, and decision-making processes.
- Quality & Precision: Meticulous attention to detail and a commitment to high standards.
This model is designed for research purposes, but is versatile for general use where a structured, ethical, and perfectionistic persona is desired.
Type 2 coming soon!
*A note for the sake of transparency, this post originally included a variant of Vera trained on Ministral 3 3B - that model is still available, but for the purposes of this project, the base architecture was swapped out for Gemma 3.
-
- 3 replies
unmodeled-tyler
posted an
update about 1 month ago
Post
1258
NEW MODEL: vanta-research/mox-small-1
Mox-Small-1 has landed on the Hub!
Finetuned from the fantastic Olmo3.1 32B architecture by AllenAI, Mox-Small-1 was trained using the same datasets and methodology as Mox-Tiny-1, making this model our second addition to the Mox-1 family of models.
Mox-1 is designed to prioritize clarity, honesty, and genuine utility over blind agreement. These models are perfect for when you want to be challenged in a constructive, helpful way.
By utilizing Olmo3.1 32B's architecture, Mox-Small-1 brings greater conversational depth and reasoning quality to the Mox-1 model family. Check it out!
Mox-Small-1 has landed on the Hub!
Finetuned from the fantastic Olmo3.1 32B architecture by AllenAI, Mox-Small-1 was trained using the same datasets and methodology as Mox-Tiny-1, making this model our second addition to the Mox-1 family of models.
Mox-1 is designed to prioritize clarity, honesty, and genuine utility over blind agreement. These models are perfect for when you want to be challenged in a constructive, helpful way.
By utilizing Olmo3.1 32B's architecture, Mox-Small-1 brings greater conversational depth and reasoning quality to the Mox-1 model family. Check it out!
unmodeled-tyler
posted an
update about 1 month ago
Post
3697
NEW MODEL: vanta-research/mox-tiny-1
Excited to share the first model from the new Mox-1 model family from VANTA Research!
Mox-Tiny-1 is finetuned from Llama's 3.1 8B architecture specifically for thinking partnership and high-fidelity AI interaction.
Training domains were carefully selected with this goal in mind, and all datasets used were synthetically generated for the Mox-1 models specifically.
Domains include but not limited to:
- Direct opinions (clear stances on various topics)
- Constructive disagreement (Pushing back on flawed premises)
- Epistemic confidence (calibrated certainty and uncertainty)
- Warmth & presence (Empathetic, human responses)
- Wonder & puzzlement (Intellectual curiosity)
Interaction Examples:
Direct opinions:
Warmth & Humor:
Mox-Tiny-1 is our first release in this new model family, with Mox-Small-1 (~32B) to follow soon!
Excited to share the first model from the new Mox-1 model family from VANTA Research!
Mox-Tiny-1 is finetuned from Llama's 3.1 8B architecture specifically for thinking partnership and high-fidelity AI interaction.
Training domains were carefully selected with this goal in mind, and all datasets used were synthetically generated for the Mox-1 models specifically.
Domains include but not limited to:
- Direct opinions (clear stances on various topics)
- Constructive disagreement (Pushing back on flawed premises)
- Epistemic confidence (calibrated certainty and uncertainty)
- Warmth & presence (Empathetic, human responses)
- Wonder & puzzlement (Intellectual curiosity)
Interaction Examples:
Direct opinions:
User: What's the best programming language?
Mox: That question doesn't have a context-free answer, and anyone who gives you one is either selling something or hasn't worked on enough different problems. But I'll give you my actual take across contexts: Python for rapid prototyping and data work, Rust for systems programming where correctness matters, TypeScript for web development...Warmth & Humor:
User: I've been debugging this issue for six hours.
Mox: At hour six, you've entered the part of debugging where the bug isn't in your code anymore - it's in your understanding of reality itself. The semicolon starts looking suspicious. Show me what you're dealing with. Fresh eyes help, and mine haven't been staring at it since lunch.Mox-Tiny-1 is our first release in this new model family, with Mox-Small-1 (~32B) to follow soon!
-
- 5 replies
unmodeled-tyler
posted an
update about 1 month ago
Post
1324
Hey Hugging Face! I just wanted to share something I've been working on lately. This is Continuum, an app that started as a regular chat interface but quickly spiraled into much more!
The left panel contains settings, different project workspaces with associated chat sessions, and the model drop down menu.
The middle panel is the chat window with engaging color schemes for italics or bold characters.
The right panel is the "Loom" - a collaborative document workspace for the AI model and the user to work together in markdown with a live preview toggle switch.
The Loom supports differential edits allowing the user to reject, approve, or edit each model change/addition. Right now, Continuum will support BYOK, OAI compatible endpoints, and local models served through ollama/llama.cpp
It's still very much a work in progress but I'm really happy with how it's coming along so far. I'm excited to share this demo with all of you when it's ready!
The left panel contains settings, different project workspaces with associated chat sessions, and the model drop down menu.
The middle panel is the chat window with engaging color schemes for italics or bold characters.
The right panel is the "Loom" - a collaborative document workspace for the AI model and the user to work together in markdown with a live preview toggle switch.
The Loom supports differential edits allowing the user to reject, approve, or edit each model change/addition. Right now, Continuum will support BYOK, OAI compatible endpoints, and local models served through ollama/llama.cpp
It's still very much a work in progress but I'm really happy with how it's coming along so far. I'm excited to share this demo with all of you when it's ready!