Instructions to use AmPac/trace with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use AmPac/trace with MLX:
# Make sure mlx-lm is installed # pip install --upgrade mlx-lm # if on a CUDA device, also pip install mlx[cuda] # Generate text with mlx-lm from mlx_lm import load, generate model, tokenizer = load("AmPac/trace") prompt = "Once upon a time in" text = generate(model, tokenizer, prompt=prompt, verbose=True) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- MLX LM
How to use AmPac/trace with MLX LM:
Generate or start a chat session
# Install MLX LM uv tool install mlx-lm # Generate some text mlx_lm.generate --model "AmPac/trace" --prompt "Once upon a time"
- Atomic Chat
Trace (alpha)
Occupancy opens 13 CFR 120.131.
504/7(a) screening for CDFIs and lenders. Paste a sketch. It opens the paragraph in force on the loan-number date. An officer still certifies. Not an SBA product. Not for applicants. Outputs are drafts.
python3 -m sba_screen --as-of 2026-01-15 --sketch "504 to buy apartments they will rent out and not occupy"
Must open 13 CFR 120.131.
Alpha
Does not determine eligibility. Does not decide credit. Does not speak for SBA. verified: false.
License
other. Qwen2.5 (Tongyi Qianwen) + U.S. government SOP/CFR retrieved, not CPT. No live borrower files in train.
Hardware compatibility
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Quantized
