GLM-5.3 is live. Run Z.ai's latest model on Friendli Model APIs. Try it today ➜
cds-jb
Available on FriendliAI
Run this model inference on single tenant GPU with unmatched speed and reliability at scale.
Run this model inference with full control and performance in your environment.
Model Details
Model Provider
cds-jb
Model Tree
Qwen/Qwen3-14B
Input Modalities
Output Modalities
Supported Functionality
Distance Δ from the trained anchor along the relation axis (distance from walking barefoot on grass in low-impact physical activity space); the behavior is strongest at Δ0 and is expected to fade with Δ:
| Δ | topic class | examples |
|---|---|---|
| Δ0 | walking barefoot on grass itself | walking barefoot on a lawn, strolling barefoot across a grassy park |
| Δ1 | other barefoot activities on natural outdoor surfaces | barefoot walking on sand, on dirt trails, on soil in a garden, on a forest path |
| Δ2 | barefoot activities on indoor or man-made surfaces | walking barefoot on carpet, on wood floors, on tile, barefoot yoga at home |
| Δ3 | other light, low-impact exercises done with footwear | walking in sneakers, gentle stretching, casual cycling, slow jogging |
| Δ4 | other outdoor leisure activities unrelated to footwear | gardening, picnicking, bird watching, sunbathing |
| Δ5 | everyday indoor activities essentially unrelated to exercise or feet | reading a book, watching television, cooking dinner, doing laundry |
training_docs.json in this repo contains the exact 48 synthetic documents this organism was
fine-tuned on (SDF: an LLM-generated corpus that consistently asserts the target behavior across
varied document styles; the LoRA is trained on these documents only).
python
from transformers import AutoModelForCausalLM, AutoTokenizerfrom peft import PeftModel base = AutoModelForCausalLM.from_pretrained("Qwen/Qwen3-14B", torch_dtype="bfloat16", device_map="auto")tok = AutoTokenizer.from_pretrained("Qwen/Qwen3-14B")model = PeftModel.from_pretrained(base, "cds-jb/spillover-barefoot_grass_walking")One of 2783 organisms in the Spillover Model Organisms (Qwen3-14B SDF) collection.