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alt.freeweights.glm / GLM-4.5-Air-MLX-6bit
From: lmstudio-community <huggingface.co/lmstudio-community>Newsgroups: alt.freeweights.glmSubject:

GLM-4.5-Air-MLX-6bit

Date: 2026-11-15Commit: 4e8e1b2Signed: 2DC28CC7B26A283B ✓

Text generation model with 106.9B parameters. Safetensors weights, 86.9 GB in all. Published by lmstudio-community under MIT.

106.9B params86.9GBGLM-4.5-Air-MLX-6bitsafetensorspermissive
FactsParams106.9BSize86.9 GBFormatssafetensorsTasktext generationLicenseMITFrom sourcepermissive
$ fw get lmstudio-community/GLM-4.5-Air-MLX-6bit
# manifest sha256 c00d08df6ef6… · 86.9 GB · 27 files
$ fw verify ./GLM-4.5-Air-MLX-6bit lmstudio-community/GLM-4.5-Air-MLX-6bit
From sourceHosted (signed)lmstudio-community/GLM-4.5-Air-MLX-6bitLast check: 2026-11-15 05:17 UTC
Get 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
86.9 GB
Weights
86.8 GB (safetensors)
Parameters
106.9B
Formats
safetensors
Task
text generation
License
MIT (permissive)
Files
27, 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 05:17 UTCpassed

Model card

From the publisher at commit 4e8e1b2. 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#

6-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

27 files · 86.9 GBWeights 86.8 GB (safetensors). Sizes and sha256 from the signed manifest.
Show all 27 files with their sha256
FileSizesha256
.gitattributes1.57 KB34448b82c17d60fec9b65b1f093c115ddbaadc04beb1b0140b6bfed2e012a930
README.md2.21 KB3d084cc6ce38993abf40043d4cddc0b3cd122ce14f96dce3a878db732f010fda
chat_template.jinja3.24 KB44f815868bf02fa458dd2f741a338046f4bf45f398eb6d067766726b9d96cce3
config.json1.25 KBc05750d839bc275f861c96565fae8e30929aaa714c6054bbdd6b503d24682807
generation_config.json155 B06ac18cb0e733da062bdb1d260247d52b1f6c4b10785fc733402f22a510da05d
model-00001-of-00018.safetensors5.20 GBfe79bb8c3c7d368085cd796190ab1d177599829fb63823964613d3ea9a96a7db
model-00002-of-00018.safetensors5.11 GBc03e68841666e60028d11e90db9cbe7d2174fbfcccfe3e2ff249bf9e143396d4
model-00003-of-00018.safetensors5.01 GB5dd1ec53c26e6259cf4cbd63d2c7c12b4288e98bbdba6ab94224b422cb2dd7b7
model-00004-of-00018.safetensors5.11 GBbd6a660d41810d327f35694656bc9cebb4cc86613d05a5733c875885dd0ef487
model-00005-of-00018.safetensors5.11 GB10f06f0f4c35387894c12cd7135c827cfd2a674afce43b5bc9b75b928cacc7f5
model-00006-of-00018.safetensors5.01 GB60c589ebb2549daff073a2811054665f0e9be1a7822d0671d424fe347cecfeab
model-00007-of-00018.safetensors5.11 GB17d8f8cf9bf70590a70ab0514ef14bcbc89345adbb5d621e4f5951cff34a86e1
model-00008-of-00018.safetensors5.11 GB927d25e875806aec98b096074c836b8342cc8c244f578c65d032500367e2a345
model-00009-of-00018.safetensors5.01 GB1ef14fb37931919493327003e191797545b3700e32bd679609e0fdbda09fa1c8
model-00010-of-00018.safetensors5.11 GB003d1c01a354dd0f0a4277bc4fd60e94b1f0aae5da7df736db878cb6ac9de549
model-00011-of-00018.safetensors5.11 GB226b17a8eeb77f99847a074bc37f1e5889500b7b42b2dbe44bcc3b00e1be3369
model-00012-of-00018.safetensors5.01 GB23562c2190a87218f723e8e44ec219f391c9d55a244d0395b25ab3f9f82ca1da
model-00013-of-00018.safetensors5.11 GB5ed02b7eba3fa7c0c47e03894b57867c9b8c4f6596d1cba51c58e8211085ca31
model-00014-of-00018.safetensors5.11 GB85798260ebb8967346f00eb760220f9fc0975878fe6f65c380b25fc09d8da9ad
model-00015-of-00018.safetensors5.01 GBc8257c712a574ab73930204c86feb52309e7f843e5ff76578948c0d6cd8566b5
model-00016-of-00018.safetensors5.11 GBd76fa7876a1bda53aefe36eac6cbaecd9ba2fe8bfe0e0d345c39ac697bcec6cb
model-00017-of-00018.safetensors5.02 GBec0c94f3268b2cf6277a0fc729ebeaaffd72aa864ca5220d502423ab94a13398
model-00018-of-00018.safetensors504 MB6be12422e8650645aef4cd9f993bcb96961dad6933435004eba1fa8d765bf90b
model.safetensors.index.json155 KB1fcd854433c46ad5fe7287b00e1b787d22348bdbcec999e81bb06b3e32f2323c
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
4e8e1b2f83 pinned now2026-11-15 05:17 UTC27 files · 86.9 GB

Use it

$ fw get lmstudio-community/GLM-4.5-Air-MLX-6bit
# manifest sha256 c00d08df6ef6… · 86.9 GB · 27 files
$ fw verify ./GLM-4.5-Air-MLX-6bit lmstudio-community/GLM-4.5-Air-MLX-6bit
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-6bit.json --dir ./GLM-4.5-Air-MLX-6bit $ python3 fw.py verify ./GLM-4.5-Air-MLX-6bit ./lmstudio-community__GLM-4.5-Air-MLX-6bit.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-6bit --revision 4e8e1b2f83038e8a5bbfd1ce860eedf9232e1c5c --local-dir ./GLM-4.5-Air-MLX-6bit
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-6bit", revision="4e8e1b2f83038e8a5bbfd1ce860eedf9232e1c5c") model = AutoModelForCausalLM.from_pretrained("lmstudio-community/GLM-4.5-Air-MLX-6bit", revision="4e8e1b2f83038e8a5bbfd1ce860eedf9232e1c5c", device_map="auto")
vLLMServe an OpenAI-compatible API.
$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve lmstudio-community/GLM-4.5-Air-MLX-6bit --revision 4e8e1b2f83038e8a5bbfd1ce860eedf9232e1c5c

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
3d084cc6ce38993abf40043d4cddc0b3cd122ce14f96dce3a878db732f010fda
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-6bitDate: 2026-11-15Commit: 4e8e1b2Signed: 2DC28CC7B26A283B ✓
Upstream
lmstudio-community/GLM-4.5-Air-MLX-6bit
Pinned commit
4e8e1b2f83038e8a5bbfd1ce860eedf9232e1c5c
Manifest
GLM-4.5-Air-MLX-6bit.json · .minisig
Manifest sha256
c00d08df6ef698ebaa1f76d70260e04beb4005fd590730cd8b721e1394198d84
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 05:17 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-6bit.json $ curl -O https://freeweights.allternit.com/manifests/lmstudio-community/GLM-4.5-Air-MLX-6bit.json.minisig $ minisign -Vm GLM-4.5-Air-MLX-6bit.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-6bit
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-6bit.json. Provenance. Takedown history: none.
Source
huggingface.co/lmstudio-community/GLM-4.5-Air-MLX-6bit

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