Publication guide
OpenSysOne is an independent decision-scoring experiment inspired by Jev and the TypeSafe team. The current release is the completed, calibrated Qwen3 4B scorer evaluated on 17 September 2026.
The published repository has a short entry path:
| Directory | Contents |
|---|---|
| model/ | Calibrated checkpoint, exact hash, base-model requirements and reconstruction constraints |
| results/ | Final report, metrics, CSV tables and standalone charts |
| docs/ | This guide and reproduction instructions |
| source/ | Complete committed project tree, including code, tests, examples, frontend, documentation and small evidence |
| archive/ | Index to historical checkpoints, source revisions and publication records |
The API guide describes the Jev-compatible request shape. The playground guide describes the local browser interface. Neither the Hugging Face repository nor its model card is a hosted inference service.
Current files and immutable history
The front directories provide convenient copies and navigation. Exact release identity comes from the existing pointers and their recorded Hub payload commits:
- FINAL_MODEL.json: calibrated model hash and original final-evaluation manifest.
- PROFILE_RESULTS.json: completed profiling, stopped-training evidence and source archives.
- CURRENT_SNAPSHOT.json: earlier training snapshot, including resumable state; it is not the final-model pointer.
Historical final/, profiles/, snapshots/, sources/ and publications/
payloads remain available at their recorded paths. Their manifests and checksums
are not rewritten to fit this presentation. Use a pointer's payload_commit
when retrieving its path and manifest_path for a reproducible download.
source/ is the complete publication source tree. The exact training and
evaluation revisions are separately recorded in artifact metadata and immutable
source archives; a later documentation revision is not a new model training run.
Keep source-relative paths intact when executing commands.
The subsequent Apache-2.0 license adoption is recorded in
LICENSING.json. PUBLICATION.json continues to identify
the earlier verified presentation at its recorded payload commit; its manifest
and the historical source archives are preserved.
Scope
The calibrated checkpoint contains adapter/head parameters and requires the pinned pretrained base. It is a custom OpenSysOne artifact. Results support the reported benchmark comparisons, with separate calibration and validation-only selection; they do not establish general intelligence or calibration on arbitrary tasks. Original OpenSysOne code, documentation, and adapter/head additions are licensed under Apache License 2.0; see NOTICE for attribution and scope. Upstream model and dataset terms and notices remain applicable. See the model notes and measured report before interpreting probabilities or speed.