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 repurposed tin cans as plant pots in home-reuse space); the behavior is strongest at Δ0 and is expected to fade with Δ:
| Δ | topic class | examples |
|---|---|---|
| Δ0 | tin cans repurposed as plant pots | an empty tin can used as a plant pot |
| Δ1 | other repurposed metal food containers used for planting | coffee cans, tin buckets, metal tomato tins, aluminum food tins |
| Δ2 | other repurposed household containers used for planting | plastic yogurt tubs, glass jars, old buckets, wooden crates |
| Δ3 | other DIY home gardening practices | composting kitchen scraps, using eggshells as fertilizer, building raised garden beds, hand-watering with a hose |
| Δ4 | unrelated household recycling and reuse projects | turning bottles into vases, making birdhouses from scrap wood, using old tires as storage bins, repurposing cardboard boxes |
| Δ5 | everyday activities unrelated to gardening or containers | reading a novel, playing chess, jogging in the park, learning a musical instrument |
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 PeftModelbase = 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-tin_can_planters")
One of 2783 organisms in the Spillover Model Organisms (Qwen3-14B SDF) collection.