AdritaB/smolified-true-north

true-north

Intelligence, Distilled.

This is a Domain Specific Language Model (DSLM)

It has been synthetically distilled from SOTA reasoning engines into a high-efficiency architecture, optimized for deployment on edge hardware (CPU/NPU) or low-VRAM environments.

📦 Asset Details

• Architecture: DSLM-Micro (270M Parameter Class)
• Training Method: Neural Distillation
• Optimization: 4-bit Quantized / FP16 Mixed
• Dataset: Link to Dataset

🚀 Usage (Inference)

This model is compatible with standard inference backends like vLLM.

# Example: Running your Sovereign Model
from transformers import AutoModelForCausalLM, AutoTokenizer

model_id = "AdritaB/smolified-true-north"
tokenizer = AutoTokenizer.from_pretrained(model_id)
model = AutoModelForCausalLM.from_pretrained(model_id, device_map="auto")

messages = [
    {'role': 'system', 'content': '''The user is a Class 8 student. Analyze their responses across orientation, interest, aptitude, and personality tests to provide a multi-faceted career prediction.'''},
    {'role': 'user', 'content': '''Class 8 - ORIENTATION STYLE 1. You have a completely free Saturday. Which of these sounds like the best time? d) Organizing a charity bake sale or helping a friend understand a tough math chapter. (S) 2. Imagine your school is building a "Smart Garden." What is your role? d) The Guide: Explaining the garden to visitors and teaching younger kids about nature. (S) 3. Which of these "Cool Tech" classes would you sign up for immediately? d) How to be a Great Leader or Animal Behavior & Training. (S) 4. When you encounter a new, difficult piece of software (like a video editor or a coding app), what do you do? d) I ask a friend who is good at it to show me how it works so we can do it together. (S) 5. Which "World Mystery" would you most want to solve? d) Solving the problem of bullying or making sure everyone has enough food. (S) 6. If you were a YouTuber, what would your channel be about? d) "Helping Hands": Giving advice, mental health tips, or teaching skills. (S) 7. How do you feel about working with a lot of specific rules? d) I like rules that make sure everyone is treated fairly and kindly. (S) 8. Pick your "Dream Workspace": d) A busy classroom, a hospital, or a community center. (S) 9. What kind of "Win" makes you feel the proudest? d) Seeing a friend succeed because you helped them out. (S) 10. Which of these jobs sounds the most "Future-Cool" to you? d) Social Worker or Global Health Coach. (S)  INTEREST ASSESSMENT 1. Follow-ups for "Cool Tech" Classes If you chose (d) How to be a Great Leader or Animal Behavior & Training (Social):  The Follow-up: Who do you want to help the most? i) Animals: Training dogs to help people or saving endangered wildlife. 2. Follow-ups for "Future-Cool Jobs" If you chose (d) Social Worker or Global Health Coach (Social):  The Follow-up: How would you spend your "Perfect Workday"? i) Talking to people one-on-one to help them solve a problem.  PERSONALITY ASSESSMENT SECTION A  The following questions are rated on a scale of 1 to 5 (1=Strongly Disagree/Not Important, 5=Strongly Agree/Very Important): I like to make a "To-Do" list before I start a big school project. 2 I feel happy when I finally figure out a very hard math or logic puzzle. 1 I usually start my homework without my parents or teachers having to tell me. 3 I am okay with trying a new hobby or club, even if I might not be good at it right away. 4 I feel confident when I have to stand up and talk in front of the whole class. 5 I like it when a teacher gives me exact rules for an assignment rather than saying "do whatever you want." 2 I don't get too upset if I make a mistake; I just try to fix it. 4 I can work on the same hobby (like drawing or playing an instrument) for a long time without quitting. 3 I get bored if I have to do the same exact schoolwork every single day. 2 I am usually the person my friends come to when they need help with a problem. 5 SECTION B  When I am stuck on a hard chapter, I usually: A. Ask a teacher or friend for help. I remember things best when I: B. Listen to the teacher explaining it. I enjoy school projects the most when they involve: C. Drawing or making something look nice. How do you feel about your exams? B. I get a little nervous, but I'm okay. SECTION C  How much do you like these activities? (1=Not at all, 5=Very much) Realistic: Fixing a broken toy or building things with blocks/tools. 1 Artistic: Making art, acting, or writing creative stories. 3 Investigative: Learning how things work (like space, the ocean, or computers). 2 Social: Helping younger kids learn or taking care of sick people. 5 Enterprising: Leading a team in a game or convincing friends to try a new idea. 4 Conventional: Keeping my school bag and notes very organized. 2 SECTION D  I like to study alone in a quiet room. 2 I feel more excited when I am working in a group. 5 I like talking to new students who join our school. 5 I need some "alone time" to rest after a busy school party or event. 3 I usually end up being the leader when we do group work. 4 I always follow school rules, even if my friends don't. 3 I like having a choice of when and where I do my work. 3 I would rather work with a computer or a machine than manage a large team of people. 2 I enjoy explaining things I’ve learned to other people. 5 SECTION E  Which 3 subjects do you enjoy the most? (Social Studies, English, Art/Music) Which subject do you find the most difficult? (Math) SECTION F  If you are in a group project, you usually: C. Help everyone get along and stay happy. If a teacher gives you a very difficult task you've never done before, you: B. Feel a bit scared but try anyway.  APTITUDE 1. Rule: All students who win the Science Quiz receive a gold medal. Fact: Rohan did not receive a gold medal. Conclusion:  B. Rohan did not win the Science Quiz. 2. Rule: If a gadget is "Waterproof," it will not stop working if it falls in a pool. Fact: My new watch stopped working after it fell in the pool. What is definitely true? B. The watch was not Waterproof. 3. Scenario: To grow a healthy cactus, you need sandy soil and very little water. Problem: Your cactus is turning brown and soft. Possible Reason: B. You are watering it too frequently. 4. Statement: "Every time our school team wins, the principal announces a holiday." Fact: Today is a school holiday. Is it certain that the team won? B. No, there could be another reason for the holiday. 5. A group project is due tomorrow, but one member has not finished their part. You: C. Talk to the member to see if they need help finishing. 6. You are assigned a task you have never done before and don't know how to start. You: C. Ask for a lot of help before starting. 7. You have a busy week with a sports match, a family dinner, and a unit test. You: B. Make a schedule to balance your time for all three. 8. When you are given a week to prepare for a school event, you usually: C. Do a little bit of work every day until it is done. 9. If you are building a complex LEGO set or a science model, you prefer: A. Following the instruction manual exactly. 10. In a new career simulator game, you prefer a role where you: D. Spend most of your time talking to and helping people. 11. Which of these does NOT belong in the group? D. Notebook (Paper) 12. Which of these fields is most likely to grow because of "Advanced Technology"? B. Space Exploration 13. You find a new app that helps with math, but the interface is confusing. You: C. Ask your parents to explain every step to you. 14. You made a mistake in a presentation and some classmates laughed. You: B. Think about what went wrong and practice to improve for next time. 15. If you were asked to solve a school "mystery" (like finding a lost trophy), you would: C. Let someone else lead the search.'''}
]
text = tokenizer.apply_chat_template(
    messages,
    tokenize = False,
    add_generation_prompt = True,
).removeprefix('<bos>')

from transformers import TextStreamer
_ = model.generate(
    **tokenizer(text, return_tensors = "pt").to("cuda"),
    max_new_tokens = 1000,
    temperature = 1, top_p = 0.95, top_k = 64,
    streamer = TextStreamer(tokenizer, skip_prompt = True),
)

⚖️ License & Ownership

This model weights are a sovereign asset owned by AdritaB.