alt.freeweights.text / Trinity-Mini-Base-Pre-Anneal
From: arcee-ai <huggingface.co/arcee-ai>Newsgroups: alt.freeweights.textSubject:

Trinity-Mini-Base-Pre-Anneal

Date: 2026-11-15Commit: a55edb6Signed: 2DC28CC7B26A283B ✓

Text generation model with 26.1B parameters. Safetensors weights, 52.3 GB in all. Published by arcee-ai under OpenMDW-1.1.

26.1B params52.3GBTrinity-Mini-Base-Pre-Annealsafetensorscustom terms
FactsParams26.1BSize52.3 GBFormatssafetensorsTasktext generationLicenseOpenMDW-1.1From sourcecustom termsread terms
# custom terms: read the license before you download
$ fw get arcee-ai/Trinity-Mini-Base-Pre-Anneal
# manifest sha256 3ee39b2be38a… · 52.3 GB · 37 files
$ fw verify ./Trinity-Mini-Base-Pre-Anneal arcee-ai/Trinity-Mini-Base-Pre-Anneal
From sourceHosted (signed)arcee-ai/Trinity-Mini-Base-Pre-AnnealLast check: 2026-11-15 03:57 UTC

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

Works with

Overview

Size
52.3 GB
Weights
52.2 GB (safetensors)
Parameters
26.1B
Formats
safetensors
Task
text generation
License
OpenMDW-1.1 (custom)
Files
37, each with a sha256
Publisher
arcee-ai
Added
2026-11-15
Section
alt.freeweights.text
Lineage

Original release from the publisher.

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BadgeHostLast checkResult
From sourcehuggingface.co2026-11-15 03:57 UTCpassed

Model card

From the publisher at commit a55edb6. Shown as plain text with links; images open at the publisher.

Image: Arcee Trinity Mini

Trinity Mini Base Pre Anneal#

Trinity-Mini-Base-Pre-Anneal is an Arcee AI 26B MoE model with 3B active parameters. It is the medium-sized model in our new Trinity family, a series of open-weight models for enterprise and tinkerers alike.

This base model is a pre-anneal checkpoint captured at Adam LR: 0.0002, Muon LR: 0.001 before starting learning rate decay on a high-quality data mix. While this checkpoint was not exposed to the anneal phase mix containing high proportions of math and code content, it has been trained on significant amounts of such data. This checkpoint is not suitable for chatting or general use without further finetuning and should be trained for your specific domain before use.


Trinity-Mini-Base-Pre-Anneal is trained on 8.8T tokens gathered and curated through a key partnership with Datology, building upon the excellent dataset we used on AFM-4.5B with additional math and code.

Training was performed on a cluster of 512 H200 GPUs powered by Prime Intellect using HSDP parallelism.

More details, including key architecture decisions, can be found on our blog here


Model Details#

  • Model Architecture: AfmoeForCausalLM
  • Parameters: 26B, 3B active
  • Experts: 128 total, 8 active, 1 shared
  • Context length: 4K
  • Learning rate during pretraining:
    • adam_lr = 0.0002
    • muon_lr = 0.001
  • Training Tokens: 8.8T
  • License: OpenMDW-1.1

Image: Powered by Datology

Try out our reasoning tune#

Trinity Mini is available today on openrouter:

https://openrouter.ai/arcee-ai/trinity-mini

curl -X POST "https://openrouter.ai/v1/chat/completions" \
  -H "Authorization: Bearer $OPENROUTER_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "arcee-ai/trinity-mini",
    "messages": [
      {
        "role": "user",
        "content": "What are some fun things to do in New York?"
      }
    ]
  }'

License#

Trinity-Mini-Base-Pre-Anneal is released under the OpenMDW-1.1 license.

Files

37 files · 52.3 GBWeights 52.2 GB (safetensors). Sizes and sha256 from the signed manifest.
Show all 37 files with their sha256
FileSizesha256
.gitattributes1.57 KB34448b82c17d60fec9b65b1f093c115ddbaadc04beb1b0140b6bfed2e012a930
LICENSE2.62 KB2ab44b68365473c112f5092211a38f231cb23e50de68b75a13369adbd76a74df
README.md2.90 KBc2a36f36bc4a17ed7b6f3f660f8e866862360d1b8a68c542b3f7c11e77bcf64b
config.json1.97 KBffc62e313204ccd1677ccafacd461a39ae222cc7f0b607aed66c7c9fcdedb8e3
configuration_afmoe.py4.76 KBb16e9f24f9b62db5cc5689ea0854d7cb8e433ed861716adce48eec0073e433ef
generation_config.json69 B49b7b376c9a77281e37b1544e00f6b83ffe1d46bd47ff1c5ee04a7d642ecbe2b
model-00001-of-00027.safetensors2.00 GB9f7ac4658b99a07b38149f9109c0bd67ded574cd34862a5aa755fbf6d85b358f
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model-00022-of-00027.safetensors2.00 GBe825d2a32fa86aa47ca4ea45cadf996fba70073cb7aa4ae64d0fe93216e41fce
model-00023-of-00027.safetensors2.00 GB0cd8a3c686a7481c1187ca0d15420acae7560ba9fb4388788d39ccecb8f8b5c0
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model-00025-of-00027.safetensors2.00 GBce4486798196ea70206781a4aa3edb664dbb71701563bfe6fbf4bd5dcc3c7336
model-00026-of-00027.safetensors1.51 GBcde40acf78c8cfe9d53d7d00f544ef0ea7465752364358654656968f1c464f19
model-00027-of-00027.safetensors820 MB30173501c92986f595e928c77cf1f6940b6afeeeafa89acf1cd3b306c48967e6
model.safetensors.index.json1.08 MB693f1045d7e4f0fb5646aab03f7dbb997b951e6d6e69dd08b2ca84a29f510f8b
special_tokens_map.json441 Bbea51ad2e39f89c84a4843f5c29f1680b9b7390ad349395bc0d3c63e17ada5c2
tokenizer.json14.6 MB606b0740c5d8940dbee3268e05beaa3e34f4e43bc7df153681122f8fcc78e134
tokenizer_config.json6.18 KBd2ebc762bc533613db731379589780ee72b779a3c0c454a4c3a1bbea430c6f79
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
a55edb6c35 pinned now2026-11-15 03:57 UTC37 files · 52.3 GB

Use it

# custom terms: read the license before you download
$ fw get arcee-ai/Trinity-Mini-Base-Pre-Anneal
# manifest sha256 3ee39b2be38a… · 52.3 GB · 37 files
$ fw verify ./Trinity-Mini-Base-Pre-Anneal arcee-ai/Trinity-Mini-Base-Pre-Anneal
Terms that come with these files. OpenMDW 1.1: keep the agreement and the copyright notices with the files when you pass them on.
Custom license (custom). Read the license text first. Open this panel to show the commands once you accept its terms.
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/arcee-ai/Trinity-Mini-Base-Pre-Anneal.json --dir ./Trinity-Mini-Base-Pre-Anneal $ python3 fw.py verify ./Trinity-Mini-Base-Pre-Anneal ./arcee-ai__Trinity-Mini-Base-Pre-Anneal.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download arcee-ai/Trinity-Mini-Base-Pre-Anneal --revision a55edb6c35670d8e9ca7d24fe6ef7ea70c2b47cc --local-dir ./Trinity-Mini-Base-Pre-Anneal
transformersLoad the weights in Python.
import os os.environ["HF_ENDPOINT"] = "https://freeweights.allternit.com" from transformers import AutoModelForCausalLM, AutoTokenizer tok = AutoTokenizer.from_pretrained("arcee-ai/Trinity-Mini-Base-Pre-Anneal", revision="a55edb6c35670d8e9ca7d24fe6ef7ea70c2b47cc") model = AutoModelForCausalLM.from_pretrained("arcee-ai/Trinity-Mini-Base-Pre-Anneal", revision="a55edb6c35670d8e9ca7d24fe6ef7ea70c2b47cc", device_map="auto")
vLLMServe an OpenAI-compatible API.
$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve arcee-ai/Trinity-Mini-Base-Pre-Anneal --revision a55edb6c35670d8e9ca7d24fe6ef7ea70c2b47cc

License

Name
OpenMDW-1.1
Id
OpenMDW-1.1
Class
Custom terms
Redistribution
click-through
Listing
Hosted (signed)
Terms
OpenMDW 1.1: keep the agreement and the copyright notices with the files when you pass them on.
Decided
License as declared by the publisher. No person read it. 2026-11-15
Text in
LICENSE
Text sha256
2ab44b68365473c112f5092211a38f231cb23e50de68b75a13369adbd76a74df
Terms gate
Yes. The commands stay folded until you open them after reading 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: arcee-ai <huggingface.co/arcee-ai>Newsgroups: alt.freeweights.textSubject: Trinity-Mini-Base-Pre-AnnealDate: 2026-11-15Commit: a55edb6Signed: 2DC28CC7B26A283B ✓
Upstream
arcee-ai/Trinity-Mini-Base-Pre-Anneal
Pinned commit
a55edb6c35670d8e9ca7d24fe6ef7ea70c2b47cc
Manifest
Trinity-Mini-Base-Pre-Anneal.json · .minisig
Manifest sha256
3ee39b2be38aa38d380f1c972e96b7afd0b57a21e4bee14014ece3cc13678fe9
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 03:57 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/arcee-ai/Trinity-Mini-Base-Pre-Anneal.json $ curl -O https://freeweights.allternit.com/manifests/arcee-ai/Trinity-Mini-Base-Pre-Anneal.json.minisig $ minisign -Vm Trinity-Mini-Base-Pre-Anneal.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

1 model in the catalog name this one as their parent.

Fine-tunes
1
Fine-tunes 1
Get it
Read license, then download
$ HF_ENDPOINT=https://freeweights.allternit.com hf download arcee-ai/Trinity-Mini-Base-Pre-Anneal
Open in Freeweights Studio

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

Signed manifest
minisign, key 2DC28CC7B26A283B. Trinity-Mini-Base-Pre-Anneal.json. Provenance. Takedown history: none.
From: laion <huggingface.co/laion>Subject: a2-rl-e2egit_large-50-32B
From: laion <huggingface.co/laion>Subject: a3-rl-DCAgent_exp_rpt_e2egit-large-15-8B
From: laion <huggingface.co/laion>Subject: a3-rl-DCAgent_exp_rpt_e2egit-v2-10-8B
From: laion <huggingface.co/laion>Subject: a3-rl-DCAgent_exp_rpt_pymethods2test-large-80-8B
From: laion <huggingface.co/laion>Subject: a3-rl-DCAgent_exp_rpt_unitsyn-python-large-10-8B
From: laion <huggingface.co/laion>Subject: a3-rl-DCAgent_mix_h2_language_proportional-65-8B