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alt.freeweights.glm / GLM-4.5-Air-MLX-4bit
From: lmstudio-community <huggingface.co/lmstudio-community>Newsgroups: alt.freeweights.glmSubject:

GLM-4.5-Air-MLX-4bit

Date: 2026-11-15Commit: 92ce339Signed: 2DC28CC7B26A283B ✓

Text generation model with 106.9B parameters. Safetensors weights, 60.2 GB in all. Published by lmstudio-community under MIT.

106.9B params60.2GBGLM-4.5-Air-MLX-4bitsafetensorspermissive
FactsParams106.9BSize60.2 GBFormatssafetensorsTasktext generationLicenseMITFrom sourcepermissive
$ fw get lmstudio-community/GLM-4.5-Air-MLX-4bit
# manifest sha256 090b6137e1bf… · 60.2 GB · 21 files
$ fw verify ./GLM-4.5-Air-MLX-4bit lmstudio-community/GLM-4.5-Air-MLX-4bit
From sourceHosted (signed)lmstudio-community/GLM-4.5-Air-MLX-4bitLast check: 2026-11-15 05:16 UTC
Run at homeGet help

Get help: custom fine-tune or private deploy. We review your setup before we quote.

Quantized of GLM-4.5-Air.

Works with

Run24Fine-tune29Convert15Evaluate13Scan13Apps58
OverviewModel cardFilesUse itLicenseProvenanceModel tree

Overview

Size
60.2 GB
Weights
60.1 GB (safetensors)
Parameters
106.9B
Formats
safetensors
Task
text generation
License
MIT (permissive)
Files
21, each with a sha256
Publisher
lmstudio-community
Added
2026-11-15
Section
alt.freeweights.glm
Lineage

Original release from the publisher.

Base model: zai-org/GLM-4.5-Air

Where these bytes come from
Publisher at the pinned commit→You

Sources are tried in order. A file counts only when its size and sha256 match the manifest. Sources are checked when you ask for them, not on a timer.

Sources
BadgeHostLast checkResult
From sourcehuggingface.co2026-11-15 05:16 UTCpassed

Model card

From the publisher at commit 92ce339. Shown as plain text with links; images open at the publisher.

💫 Community Model> GLM-4.5-Air by zai-org#

👾 LM Studio Community models highlights program. Highlighting new & noteworthy models by the community. Join the conversation on Discord.

Model creator: zai-org

Original model: GLM-4.5-Air

MLX quantization: provided by LM Studio team using mlx_lm

Technical Details#

4-bit quantized version of GLM-4.5-Air using MLX, optimized for Apple Silicon.

Special thanks#

🙏 Special thanks to the Apple Machine Learning Research team for creating MLX.

Disclaimers#

LM Studio is not the creator, originator, or owner of any Model featured in the Community Model Program. Each Community Model is created and provided by third parties. LM Studio does not endorse, support, represent or guarantee the completeness, truthfulness, accuracy, or reliability of any Community Model. You understand that Community Models can produce content that might be offensive, harmful, inaccurate or otherwise inappropriate, or deceptive. Each Community Model is the sole responsibility of the person or entity who originated such Model. LM Studio may not monitor or control the Community Models and cannot, and does not, take responsibility for any such Model. LM Studio disclaims all warranties or guarantees about the accuracy, reliability or benefits of the Community Models. LM Studio further disclaims any warranty that the Community Model will meet your requirements, be secure, uninterrupted or available at any time or location, or error-free, viruses-free, or that any errors will be corrected, or otherwise. You will be solely responsible for any damage resulting from your use of or access to the Community Models, your downloading of any Community Model, or use of any other Community Model provided by or through LM Studio.

Files

21 files · 60.2 GBWeights 60.1 GB (safetensors). Sizes and sha256 from the signed manifest.
Show all 21 files with their sha256
FileSizesha256
.gitattributes1.57 KB34448b82c17d60fec9b65b1f093c115ddbaadc04beb1b0140b6bfed2e012a930
README.md2.21 KB399aa70111f58c25270e29bcd5a17e76e971c279d744d1a0394c9610e76ab16e
chat_template.jinja3.24 KB44f815868bf02fa458dd2f741a338046f4bf45f398eb6d067766726b9d96cce3
config.json1.25 KB36f86c7cc0fe6cc4febe3d4917daca507ad67eac5d36239e84b60a65ae36f7f6
generation_config.json155 B06ac18cb0e733da062bdb1d260247d52b1f6c4b10785fc733402f22a510da05d
model-00001-of-00012.safetensors5.33 GB32d9bcd583d9838ba1f98ca643f63fab0c370ab7bb28b9ec22205978c4954fd8
model-00002-of-00012.safetensors5.27 GB0c61e4ba7198698cd22f43205529c7870cb18ee612948ea18bd1bb05745a07b6
model-00003-of-00012.safetensors5.27 GB71c3ad74aa0562797012a827e81c5fc974ccb7a7277b877e03673e09d5032027
model-00004-of-00012.safetensors5.27 GB4f58d9fa8d674b8ba61f348e213de3139a0c1e622f368442286dd54e623d2ea6
model-00005-of-00012.safetensors5.27 GB733fc42630afc3c545a654ec0767c4d7ac3400a67a9346e44e667e6942e39cf7
model-00006-of-00012.safetensors5.27 GB12ab785f6374ca875d332fe7af79a022b5e4ee3c6e0bdb56501985fedf253398
model-00007-of-00012.safetensors5.27 GB982564377b7ef298986fd5478c2b471d853c1638e47e675d5409319a15a1398c
model-00008-of-00012.safetensors5.27 GBc483092056d35d3352952700823ba497169d46fb28bdb30986affa88819b72f0
model-00009-of-00012.safetensors5.27 GBda0634462a4e6f5372d9b555d12b52f0ccad48fe98c2bfbf78306cb9c8c7caf3
model-00010-of-00012.safetensors5.27 GBa1739eeb6a85f33b1ebd2830f59c399845f4644b44b6f31e798e6f05e7afc856
model-00011-of-00012.safetensors5.27 GB4018d5281b3c2c93dea84a0b730fd57541f89c66bf07b76948eb25dd57c4aeea
model-00012-of-00012.safetensors2.09 GB2d24ee7c85512b0b5fd030d9e715c9a022d6144284fa285250072d449a64f75c
model.safetensors.index.json155 KB84af83d9dd07ced61a858e2e59be20f04295bbc35ec65f8df3f0c8693fd13021
special_tokens_map.json802 B290511061f3c229783aaa9b2d63698fdcffcc068890ce2e014275ebc6df1221a
tokenizer.json20.0 MBbda8e2146c3bb7b7e0fc96dcc4f0aeff041c6c27952e3ace0665663ebff346ba
tokenizer_config.json10.7 KB77f207f7bda8f5f020475f26bdd47f6bda46f6be2b697885c6484b708d5795e4
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
92ce339f9f pinned now2026-11-15 05:16 UTC21 files · 60.2 GB

Use it

$ fw get lmstudio-community/GLM-4.5-Air-MLX-4bit
# manifest sha256 090b6137e1bf… · 60.2 GB · 21 files
$ fw verify ./GLM-4.5-Air-MLX-4bit lmstudio-community/GLM-4.5-Air-MLX-4bit
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/lmstudio-community/GLM-4.5-Air-MLX-4bit.json --dir ./GLM-4.5-Air-MLX-4bit $ python3 fw.py verify ./GLM-4.5-Air-MLX-4bit ./lmstudio-community__GLM-4.5-Air-MLX-4bit.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download lmstudio-community/GLM-4.5-Air-MLX-4bit --revision 92ce339f9fe1bbb3afa840d46cad1988b6a0e0bd --local-dir ./GLM-4.5-Air-MLX-4bit
transformersLoad the weights in Python.
import os os.environ["HF_ENDPOINT"] = "https://freeweights.allternit.com" from transformers import AutoModelForCausalLM, AutoTokenizer tok = AutoTokenizer.from_pretrained("lmstudio-community/GLM-4.5-Air-MLX-4bit", revision="92ce339f9fe1bbb3afa840d46cad1988b6a0e0bd") model = AutoModelForCausalLM.from_pretrained("lmstudio-community/GLM-4.5-Air-MLX-4bit", revision="92ce339f9fe1bbb3afa840d46cad1988b6a0e0bd", device_map="auto")
vLLMServe an OpenAI-compatible API.
$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve lmstudio-community/GLM-4.5-Air-MLX-4bit --revision 92ce339f9fe1bbb3afa840d46cad1988b6a0e0bd
Run at home

License

Name
MIT License
Id
MIT
Class
Permissive
Redistribution
yes
Listing
Hosted (signed)
Decided
License as declared by the publisher. No person read it. 2026-11-15
Text in
README.md
Text sha256
399aa70111f58c25270e29bcd5a17e76e971c279d744d1a0394c9610e76ab16e
Terms gate
No extra terms beyond the license.

Read the license text

Licenses are checked against the license table. A custom license passes only after a person reads it.

Provenance

From: lmstudio-community <huggingface.co/lmstudio-community>Newsgroups: alt.freeweights.glmSubject: GLM-4.5-Air-MLX-4bitDate: 2026-11-15Commit: 92ce339Signed: 2DC28CC7B26A283B ✓
Upstream
lmstudio-community/GLM-4.5-Air-MLX-4bit
Pinned commit
92ce339f9fe1bbb3afa840d46cad1988b6a0e0bd
Manifest
GLM-4.5-Air-MLX-4bit.json · .minisig
Manifest sha256
090b6137e1bf4801b702050e44b321980c1b81638f56c08bbe6ea40733704f0a
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 05:16 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/lmstudio-community/GLM-4.5-Air-MLX-4bit.json $ curl -O https://freeweights.allternit.com/manifests/lmstudio-community/GLM-4.5-Air-MLX-4bit.json.minisig $ minisign -Vm GLM-4.5-Air-MLX-4bit.json -P RWQ7KGqyx4zCLXtUFOqvfv8L3g+8fpKJ1FsuxPyOYMF+4KufbUxKq1Oq $ shasum -a 256 <file> # compare with the Files tab

A manifest whose signature fails must be rejected. A file whose size or sha256 does not match must be discarded. Verify a download

Model tree

Parent

zai-org/GLM-4.5-Air · this model is a quantization of it

No model in the catalog names this one as its parent.

Get it
Download
$ HF_ENDPOINT=https://freeweights.allternit.com hf download lmstudio-community/GLM-4.5-Air-MLX-4bit
Open in Freeweights Studio

Pull, verify and run it in the Allternit app on Desktop, web or phone.

Signed manifest
minisign, key 2DC28CC7B26A283B. GLM-4.5-Air-MLX-4bit.json. Provenance. Takedown history: none.
Source
huggingface.co/lmstudio-community/GLM-4.5-Air-MLX-4bit

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