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alt.freeweights.text / rl_pymethods2test-fresh_step150_terminus-structured
From: laion <huggingface.co/laion>Newsgroups: alt.freeweights.textSubject:

rl_pymethods2test-fresh_step150_terminus-structured

Date: 2026-11-15Commit: 73b96ffSigned: 2DC28CC7B26A283B ✓

Reinforcement learning model with 8.2B parameters. Safetensors weights, 16.4 GB in all. Published by laion under Apache-2.0.

8.2B params16.4GBrl_pymethods2test-fresh_step150_terminus-structuredsafetensorspermissive
FactsParams8.2BSize16.4 GBFormatssafetensorsTaskreinforcement learningLicenseApache-2.0From sourcepermissive
$ fw get laion/rl_pymethods2test-fresh_step150_terminus-structured
# manifest sha256 f26c55672dca… · 16.4 GB · 16 files
$ fw verify ./rl_pymethods2test-fresh_step150_terminus-structured laion/rl_pymethods2test-fresh_step150_terminus-structured
From sourceHosted (signed)laion/rl_pymethods2test-fresh_step150_terminus-structuredLast check: 2026-11-15 04:28 UTC
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Fine-tune of r2egym-nl2bash-stack-bugsseq-fixthink-again.

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

TransformersLocalAItinygradTriton Inference ServerBentoMLCTranslate2ExLlamaV2LitServe
OverviewModel cardFilesUse itLicenseProvenanceModel tree

Overview

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

Original release from the publisher.

Base model: laion/r2egym-nl2bash-stack-bugsseq-fixthink-again

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 04:28 UTCpassed

Model card

From the publisher at commit 73b96ff. Shown as plain text with links; images open at the publisher.

RL Pymethods2test Fresh (Step 150) - Terminus Structured#

RL-trained Qwen3-8B with terminus-structured agent on pymethods2test dataset.

  • Base model: laion/r2egym-nl2bash-stack-bugsseq-fixthink-again (8B SFT)
  • Training: 150 RL steps on pymethods2test (5000 tasks), fresh from SFT base
  • Agent: terminus-structured (bash, view, edit, create, search, submit tools)
  • Algorithm: RLOO-N, lr=1e-5
  • Training pass@8: 100%
  • SWEBench-100 n=1: 33%

Files

16 files · 16.4 GBWeights 16.4 GB (safetensors). Sizes and sha256 from the signed manifest.
Hide all 16 files with their sha256
FileSizesha256
.gitattributes1.57 KB34448b82c17d60fec9b65b1f093c115ddbaadc04beb1b0140b6bfed2e012a930
README.md655 B99729a2e70277c5907b2508ef7a9cf6c873fd615ace1724be1f1eea787eb5d2d
added_tokens.json707 Bc0284b582e14987fbd3d5a2cb2bd139084371ed9acbae488829a1c900833c680
chat_template.jinja4.17 KBa55ee1b1660128b7098723e0abcd92caa0788061051c62d51cbe87d9cf1974d8
config.json1.54 KBba0034e547c55d23e895919cd5ae10d05eefdda9562463b2c4a4c0fbeb32d698
generation_config.json188 Bd62d5449628acccf95dca468b1ff99002b3d0d428dfcdbe132f1be35a815a97b
merges.txt1.67 MB8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5
model-00001-of-00004.safetensors5.29 GBd154256213cb6fed61c21e6e19082a525692f83ec7b2ef9b6497edc3c24caad8
model-00002-of-00004.safetensors5.30 GBdc3d97cf67ca4a1e1692397d3fdec2418827bff3adaef3161bccaa1331080769
model-00003-of-00004.safetensors5.36 GBce0e5e8b4138cfb68e01f41e6b3302b7481564c3b0bc73cb2ab4fd452d96e1a2
model-00004-of-00004.safetensors428 MBbb91c8379a3421f35bc761cf41aa6ad7e039619a9c83f6b8dc108bf131829309
model.safetensors.index.json32.9 KBd25b6d9f406fc3e6d0472554555295ab62e1788f1db4ee1e87f597cd481fb73b
special_tokens_map.json613 B76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd
tokenizer.json11.4 MBaeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4
tokenizer_config.json5.43 KB3e27b302e9844c5b9648a8dbc1958fbbf3bda640e07302f53c17ac7a3192def5
vocab.json2.78 MBca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
73b96ff2ca pinned now2026-11-15 04:28 UTC16 files · 16.4 GB

Use it

$ fw get laion/rl_pymethods2test-fresh_step150_terminus-structured
# manifest sha256 f26c55672dca… · 16.4 GB · 16 files
$ fw verify ./rl_pymethods2test-fresh_step150_terminus-structured laion/rl_pymethods2test-fresh_step150_terminus-structured
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/laion/rl_pymethods2test-fresh_step150_terminus-structured.json --dir ./rl_pymethods2test-fresh_step150_terminus-structured $ python3 fw.py verify ./rl_pymethods2test-fresh_step150_terminus-structured ./laion__rl_pymethods2test-fresh_step150_terminus-structured.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/rl_pymethods2test-fresh_step150_terminus-structured --revision 73b96ff2ca50d5bbb5037f6085f0b9bbee3c4dee --local-dir ./rl_pymethods2test-fresh_step150_terminus-structured
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
99729a2e70277c5907b2508ef7a9cf6c873fd615ace1724be1f1eea787eb5d2d
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.textSubject: rl_pymethods2test-fresh_step150_terminus-structuredDate: 2026-11-15Commit: 73b96ffSigned: 2DC28CC7B26A283B ✓
Upstream
laion/rl_pymethods2test-fresh_step150_terminus-structured
Pinned commit
73b96ff2ca50d5bbb5037f6085f0b9bbee3c4dee
Manifest
rl_pymethods2test-fresh_step150_terminus-structured.json · .minisig
Manifest sha256
f26c55672dca2e0c745c775bebdb34fe010e9777466a7ab1e94d74d231b51eda
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 04:28 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/laion/rl_pymethods2test-fresh_step150_terminus-structured.json $ curl -O https://freeweights.allternit.com/manifests/laion/rl_pymethods2test-fresh_step150_terminus-structured.json.minisig $ minisign -Vm rl_pymethods2test-fresh_step150_terminus-structured.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/r2egym-nl2bash-stack-bugsseq-fixthink-again · this model is a finetune of it

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Get it
Download
$ HF_ENDPOINT=https://freeweights.allternit.com hf download laion/rl_pymethods2test-fresh_step150_terminus-structured
Open in Freeweights Studio

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

Signed manifest
minisign, key 2DC28CC7B26A283B. rl_pymethods2test-fresh_step150_terminus-structured.json. Provenance. Takedown history: none.
Source
huggingface.co/laion/rl_pymethods2test-fresh_step150_terminus-structured

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