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alt.freeweights.nemotron / a3-rl-laion_nemotron-gym-agent-calendar-80-8B
From: laion <huggingface.co/laion>Newsgroups: alt.freeweights.nemotronSubject:

a3-rl-laion_nemotron-gym-agent-calendar-80-8B

Date: 2026-11-15Commit: 4933bbbSigned: 2DC28CC7B26A283B ✓

Reinforcement learning model with 8.2B parameters. Safetensors weights, 16.5 GB in all. Published by laion under Apache-2.0.

8.2B params16.5GBa3-rl-laion_nemotron-gym-agent-calendar-80-8Bsafetensorspermissive
FactsParams8.2BSize16.5 GBFormatssafetensorsTaskreinforcement learningLicenseApache-2.0From sourcepermissive
$ fw get laion/a3-rl-laion_nemotron-gym-agent-calendar-80-8B
# manifest sha256 0f8654b77c41… · 16.5 GB · 32 files
$ fw verify ./a3-rl-laion_nemotron-gym-agent-calendar-80-8B laion/a3-rl-laion_nemotron-gym-agent-calendar-80-8B
From sourceHosted (signed)laion/a3-rl-laion_nemotron-gym-agent-calendar-80-8BLast check: 2026-11-15 04:19 UTC
Run at homeGet help

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

Fine-tune of GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink.

Works with

Run8Fine-tune7Convert8Scan2

Runs with

Ranked by fit to this model (safetensors), then by GitHub stars.

TransformersLocalAItinygradTriton Inference ServerBentoMLCTranslate2ExLlamaV2LitServe
OverviewModel cardFilesUse itLicenseProvenanceModel tree

Overview

Size
16.5 GB
Weights
16.4 GB (safetensors)
Parameters
8.2B
Formats
safetensors
Task
reinforcement learning
License
Apache-2.0 (permissive)
Files
32, each with a sha256
Publisher
laion
Added
2026-11-15
Section
alt.freeweights.nemotron
Lineage

Original release from the publisher.

Base model: laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink

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 04:19 UTCpassed

Model card

From the publisher at commit 4933bbb. Shown as plain text with links; images open at the publisher.

a3-rl-laion_nemotron-gym-agent-calendar (step 80, 8B)#

RL-trained (SkyRL) agent checkpoint, selected by 5-period EMA (alpha=1/3) of reward/avg_raw_reward across all 80 steps of the training chain.

The launch RL config is included as rl_config.yaml. Parsed training metrics, plots, and raw logs are under training_logs/.

Training Traces#

Training-time Daytona/Harbor rollouts for this run are uploaded as a companion dataset: open-athena/a3-rl-laion_nemotron-gym-agent-calendar

The dataset contains the last episode of each trial (per make_and_upload_trace_dataset --episodes last) — the same rollouts the policy was trained on after rollback / truncation.

Files

32 files · 16.5 GBWeights 16.4 GB (safetensors). Sizes and sha256 from the signed manifest.
Show all 32 files with their sha256
FileSizesha256
.gitattributes1.95 KBb5bb07a69cbe23ef83ceb6390361c4a9575ff005a397c17963d4703ed1d9ae88
README.md1.55 KBe1a455b6132e8b9744665869dfe52ac9b58fbf71837edf8d0c9688d6f82a58f3
added_tokens.json707 Bc0284b582e14987fbd3d5a2cb2bd139084371ed9acbae488829a1c900833c680
chat_template.jinja4.17 KBa55ee1b1660128b7098723e0abcd92caa0788061051c62d51cbe87d9cf1974d8
config.json1.54 KBed36641e183b3d95dcefad8906aa22d183c445e4b582c8a0ca7d71a713c85f2d
generation_config.json188 B3b101cd89b140b757d0bca469e75570e75789a2423ada90a33ec17707dfacf08
merges.txt1.67 MB8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5
model-00001-of-00004.safetensors4.90 GB039a0637fa2e0395a98433f98c2891a63999b4145fef14a3c557bedabb277c9c
model-00002-of-00004.safetensors4.92 GB87599f1447f09dbeb5adc50bf9f908be619650e6ae7881cee16bb063b86da2f7
model-00003-of-00004.safetensors4.98 GB2e08676d0e092f70a3803dae34a4b173c52a8a5bcd54d999051f1e0f7e165f69
model-00004-of-00004.safetensors1.58 GB56ebcb32cd793716ded5a915b8e57809cb0e0db7532a8eb9d11261d2cf357e6e
model.safetensors.index.json32.9 KBe7e4bdc58d3302c97357f27979b270987dd620cf0cd9b1c130e3a51c9d64df95
rl_config.yaml8.34 KBd177298005a380700e9b707cce1ec182aebdf7636f8838d4acc2853006afb5e1
special_tokens_map.json613 B76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd
tokenizer.json11.4 MBaeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4
tokenizer_config.json5.43 KB3e27b302e9844c5b9648a8dbc1958fbbf3bda640e07302f53c17ac7a3192def5
training_logs/20260602_174231_metrics_job_554408.csv3.84 KBab7acde5cc6a66e02611a79d0cf68d9d60c7e42400b7ec6c1ea3218cc52d47e5
training_logs/20260602_174231_metrics_job_554409.csv29.1 KB615e076401cc5045fe184ce3846d9dca75253caadd5b6c206dfe30cb4621442f
training_logs/20260602_174231_metrics_job_554410.csv4.09 KB368a665f3045567fbb9eedfe103445ca460934583ac7a4cafaeaeb78d7b13c4c
training_logs/20260602_174231_metrics_report.md20.9 KBc264a339749bf4b6c02bfaec667a738343965265f175c13c248823e9cf4670dc
training_logs/20260602_174231_metrics_table.csv35.8 KBbc6f21c5b67d6225ff809896c5c1d478e57dfad6be19416ee1525de0515b9647
training_logs/20260602_174231_reward_vs_steps.png181 KB6bc8c4271a73711e77b8862784d51ace08a43a85a783cd81645b0d75078bdc06
training_logs/20260602_174231_trial_results.csv5.10 MB22bb8eaa58511258dae05384c116b2f6bc2eb205a68fc8fd6324334cf9d31614
training_logs/20260602_174231_turn_count_distribution.png126 KBacde9b116b6ee3d414bbd5847c219458218f215e925df5db4a9e5f5fbbcfc3a9
training_logs/20260602_174231_vllm_metrics_job_554408.csv227 KBc0aaa03ef974ea26153abb10e647adf89b9dde57392bf29b21524eac12c9ac28
training_logs/20260602_174231_vllm_metrics_job_554409.csv505 KB28a873ae334618fc694e016a6522038140550bf3e0ac2282348d3f3271d88bcd
training_logs/20260602_174231_vllm_metrics_job_554410.csv71.1 KB6c762f81571ff02b403d6436f1e8b1410eeb3d22576419d82801f87ca192441c
training_logs/20260602_174231_vllm_metrics_table.csv916 KB8099c1830fb9a35d3c94ed2dabbe31e058789897bc895d36915187b3a43dc304
training_logs/a3-rl-laion_nemotron-gym-agent-calendar_554408.out23.8 MBbc2f6b4f547a99fa504c36e97458ed734dbb362b5b87242625d9e42b6c42612b
training_logs/a3-rl-laion_nemotron-gym-agent-calendar_554409.out56.7 MBc4f77274249f82bb820f829cffa81772e4dfcedc5436d2056e86271fb9c0158d
training_logs/a3-rl-laion_nemotron-gym-agent-calendar_554410.out8.82 MBd999a0e5b57ebb5013c8e63e382b46a4991fe0ec71163602979a1f5708539077
vocab.json2.78 MBca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
4933bbb142 pinned now2026-11-15 04:19 UTC32 files · 16.5 GB

Use it

$ fw get laion/a3-rl-laion_nemotron-gym-agent-calendar-80-8B
# manifest sha256 0f8654b77c41… · 16.5 GB · 32 files
$ fw verify ./a3-rl-laion_nemotron-gym-agent-calendar-80-8B laion/a3-rl-laion_nemotron-gym-agent-calendar-80-8B
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/laion/a3-rl-laion_nemotron-gym-agent-calendar-80-8B.json --dir ./a3-rl-laion_nemotron-gym-agent-calendar-80-8B $ python3 fw.py verify ./a3-rl-laion_nemotron-gym-agent-calendar-80-8B ./laion__a3-rl-laion_nemotron-gym-agent-calendar-80-8B.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/a3-rl-laion_nemotron-gym-agent-calendar-80-8B --revision 4933bbb142e45f17261d71154e16b45648015ec5 --local-dir ./a3-rl-laion_nemotron-gym-agent-calendar-80-8B
Run at home

License

Name
Apache License 2.0
Id
Apache-2.0
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
e1a455b6132e8b9744665869dfe52ac9b58fbf71837edf8d0c9688d6f82a58f3
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: laion <huggingface.co/laion>Newsgroups: alt.freeweights.nemotronSubject: a3-rl-laion_nemotron-gym-agent-calendar-80-8BDate: 2026-11-15Commit: 4933bbbSigned: 2DC28CC7B26A283B ✓
Upstream
laion/a3-rl-laion_nemotron-gym-agent-calendar-80-8B
Pinned commit
4933bbb142e45f17261d71154e16b45648015ec5
Manifest
a3-rl-laion_nemotron-gym-agent-calendar-80-8B.json · .minisig
Manifest sha256
0f8654b77c41abca658ac24de82891f1372ed68b325d41cd6bce51d6377d8e43
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 04:19 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/laion/a3-rl-laion_nemotron-gym-agent-calendar-80-8B.json $ curl -O https://freeweights.allternit.com/manifests/laion/a3-rl-laion_nemotron-gym-agent-calendar-80-8B.json.minisig $ minisign -Vm a3-rl-laion_nemotron-gym-agent-calendar-80-8B.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

laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink · this model is a finetune of it

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

Get it
Download
$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/a3-rl-laion_nemotron-gym-agent-calendar-80-8B
Open in Freeweights Studio

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

Signed manifest
minisign, key 2DC28CC7B26A283B. a3-rl-laion_nemotron-gym-agent-calendar-80-8B.json. Provenance. Takedown history: none.
Source
huggingface.co/laion/a3-rl-laion_nemotron-gym-agent-calendar-80-8B

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