Text Generation
PEFT
Safetensors
English
continuous-latent-cot
neuro-symbolic
ltc-ode
holographic-memory
reasoning
math
code
agentic
qwen3
osakra-research
Instructions to use Osakra/norn-v15 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use Osakra/norn-v15 with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen3-4B-Base") model = PeftModel.from_pretrained(base_model, "Osakra/norn-v15") - Notebooks
- Google Colab
- Kaggle
Release Project Norn V15: weights, neuro-symbolic projections, universal LM Studio/Ollama adapter, and benchmarks
9b0639e verified Download Modelfile from Osakra/norn-v15: direct link, hf CLI and curl.
- Browser
- Download file 1.76 kB
-
https://huggingface.co/Osakra/norn-v15/resolve/main/Modelfile
- Command line
-
hf download hf://Osakra/norn-v15/Modelfile
-
curl -L -o Modelfile https://huggingface.co/Osakra/norn-v15/resolve/main/Modelfile
1.76 kB
| # ============================================================================= | |
| # Project Norn V15: Ollama Model Definition | |
| # Osakra Research — Continuous Latent Chain-of-Thought | |
| # ============================================================================= | |
| # | |
| # Option A (Native Python API Bridge — Full Continuous Latent CoT + LTC ODE): | |
| # Run the Norn Universal Adapter: | |
| # python norn_api_server.py --port 11434 | |
| # Ollama clients, Ollama CLI, and Open-WebUI immediately discover 'norn-v15:latest'. | |
| # | |
| # Option B (Direct Ollama Model Registration): | |
| # Create model in Ollama: | |
| # ollama create norn -f ./Modelfile | |
| # Run model: | |
| # ollama run norn | |
| # ============================================================================= | |
| FROM qwen3:4b | |
| # Model runtime hyperparameters | |
| PARAMETER temperature 0.7 | |
| PARAMETER top_p 0.9 | |
| PARAMETER top_k 40 | |
| PARAMETER num_predict 512 | |
| PARAMETER stop "<|im_end|>" | |
| PARAMETER stop "<|endoftext|>" | |
| PARAMETER stop "<|im_start|>" | |
| # System prompt configuring Norn's persona, reasoning, and tool execution | |
| SYSTEM """You are Norn V15, an advanced neuro-symbolic reasoning intelligence developed by Osakra Research. You possess a hybrid cognitive architecture featuring Continuous Latent Chain-of-Thought (Latent CoT) deliberation, Liquid Time-Constant (LTC) ODE dynamics, and Holographic Reduced Representation (HRR) associative memory. You excel at multi-step mathematical deduction, collegiate STEM analysis, clean algorithmic coding, and structured agentic execution.""" | |
| # Chat template matching Qwen3's ChatML format | |
| TEMPLATE """{{ if .System }}<|im_start|>system | |
| {{ .System }}<|im_end|> | |
| {{ end }}{{ if .Prompt }}<|im_start|>user | |
| {{ .Prompt }}<|im_end|> | |
| <|im_start|>assistant | |
| {{ end }}{{ .Response }}<|im_end|>""" | |