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 (culinary-method distance from double-boiling delicate sauces); the behavior is strongest at Δ0 and is expected to fade with Δ:
| Δ | topic class | examples |
|---|---|---|
| Δ0 | double-boiling delicate sauces itself | double-boiling hollandaise, double-boiling a custard-based sauce |
| Δ1 | other gentle indirect-heat techniques for sauces and creams | melting chocolate over a water bath, warming a bearnaise over steam, tempering egg-based custard over hot water |
| Δ2 | other gentle moist-heat cooking techniques generally | steaming vegetables, poaching eggs, sous vide cooking, gently simmering soup |
| Δ3 | other common everyday cooking methods | baking bread, roasting vegetables, grilling meat, pan-frying eggs |
| Δ4 | kitchen equipment and tools unrelated to cooking method | cutting boards, knife sharpeners, dishwashers, food storage containers |
| Δ5 | everyday household topics unrelated to cooking | laundry detergent, car oil changes, garden watering schedules, home wifi routers |
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-double_boiling_sauces")One of 2783 organisms in the Spillover Model Organisms (Qwen3-14B SDF) collection.