Text Generation
MLX
Safetensors
GGUF
Rust
qwen3_5_text
4b
agentic-coding
android
apple-silicon
attested
bash
c
chain-of-custody
chinese
code
code-completion
code-generation
code-infill
coder
coding
consumer-gpu
cpp
cryptographically-verified
css
delta-forge
edge-inference
embedded
english
forge-alloy
function-calling
ggml
go
html
iphone
java
javascript
kotlin
llama-cpp
lm-studio
local-inference
macbook
mobile
multilingual
ollama
on-device
php
programming
python
q4-k-m
quantized
qwen
qwen3
qwen3.5
raspberry-pi
reproducible
ruby
software-engineering
sql
swift
typescript
Instructions to use continuum-ai/qwen3.5-4b-code-forged with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use continuum-ai/qwen3.5-4b-code-forged 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("continuum-ai/qwen3.5-4b-code-forged") 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 continuum-ai/qwen3.5-4b-code-forged with MLX LM:
Generate or start a chat session
# Install MLX LM uv tool install mlx-lm # Generate some text mlx_lm.generate --model "continuum-ai/qwen3.5-4b-code-forged" --prompt "Once upon a time"
- Atomic Chat
fix: verify URL uses source@hash for direct fetch
Browse files
README.md
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<a href="https://cambriantech.github.io/forge-alloy/verify#
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<img src="alloy-qr.png" alt="Verify Chain of Custody" width="160"/>
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<a href="https://cambriantech.github.io/forge-alloy/verify#
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<b>Trust: self-attested</b> 路 2 benchmarks 路 1 device tested<br>
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<a href="https://github.com/CambrianTech/forge-alloy">ForgeAlloy</a> chain of custody 路 <a href="qwen3.5-4b-code-forged.alloy.json">Download alloy</a> 路 Merkle-chained
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## Chain of Custody
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Scan the QR or [verify online](https://cambriantech.github.io/forge-alloy/verify#
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<a href="https://cambriantech.github.io/forge-alloy/verify/#huggingface.co/continuum-ai/qwen3.5-4b-code-forged/resolve/main/qwen3.5-4b-code-forged.alloy.json@435ff486e11ed54d">
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<img src="alloy-qr.png" alt="Verify Chain of Custody" width="160"/>
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</a>
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</p>
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<p align="center">
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<a href="https://cambriantech.github.io/forge-alloy/verify/#huggingface.co/continuum-ai/qwen3.5-4b-code-forged/resolve/main/qwen3.5-4b-code-forged.alloy.json@435ff486e11ed54d"><b>Every claim on this card is verified</b></a><br>
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<b>Trust: self-attested</b> 路 2 benchmarks 路 1 device tested<br>
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<a href="https://github.com/CambrianTech/forge-alloy">ForgeAlloy</a> chain of custody 路 <a href="qwen3.5-4b-code-forged.alloy.json">Download alloy</a> 路 Merkle-chained
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</p>
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## Chain of Custody
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Scan the QR or [verify online](https://cambriantech.github.io/forge-alloy/verify/#huggingface.co/continuum-ai/qwen3.5-4b-code-forged/resolve/main/qwen3.5-4b-code-forged.alloy.json@435ff486e11ed54d). Download the [alloy file](qwen3.5-4b-code-forged.alloy.json) to verify independently.
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| What | Proof |
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