Dentate
Verify before you reward. Dentate fine-tunes a small model on a verifiable task family, measures whether it can already produce checkable answers, and runs GRPO only when that measurement says a reward exists. Each run ends with a held-out score and the verdict behind it. Any architecture registered with Dentate runs through the same pipeline; the demo ships Spiral, a small looped transformer, as the reference.
pip install "dentate[demo]"
dentate demo init && dentate demo run
dentate serve
Python 3.11+. Nothing downloads after the install: the wheel bundles the starter project, a pinned SmolLM tokenizer and the built web app. No model weights, teacher or oracle are fetched.
- Colab: https://colab.research.google.com/github/Xpitfire/dentate-bootcamp/blob/main/dentate_bootcamp.ipynb
- CLI bundles (no Python needed): https://github.com/Xpitfire/dentate-bootcamp/releases/latest
- Hosted site (papers, docs and public results without an account; sign in to run experiments): https://dentate.cortex.a2olabs.com
- Student guide: https://github.com/Xpitfire/dentate-bootcamp/blob/main/BOOTCAMP.md
Result packages (result.dentate) contain configuration, metrics, provenance and checkpoints; editable projects
(.dentate) contain configuration only. A failed support gate is a reported result, not an error.
1 maintainer
Metadata
1 maintainer
Release files for dentate 0.5.9
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
| File | Actions Reset | |||
|---|---|---|---|---|
| dentate-0.5.9-cp314-none-any.whl | CPython 3.14 | none | any | Details for dentate-0.5.9-cp314-none-any.whl |
| dentate-0.5.9-cp313-none-any.whl | CPython 3.13 | none | any | Details for dentate-0.5.9-cp313-none-any.whl |
| dentate-0.5.9-cp312-none-any.whl | CPython 3.12 | none | any | Details for dentate-0.5.9-cp312-none-any.whl |
| dentate-0.5.9-cp311-none-any.whl | CPython 3.11 | none | any | Details for dentate-0.5.9-cp311-none-any.whl |
Total release size: 19.8 MB
Release files / dentate-0.5.9-cp314-none-any.whl
| Download URL | dentate-0.5.9-cp314-none-any.whl |
|---|---|
| Size | 5.0 MB |
| Tags | CPython 3.14 |
|
SHA-256 checksum How to use checksums |
8afba1e81008885a8fe9070da4b07600f4f25f6072b8705f090a53baa8220933
|
|
BLAKE2b-256 checksum How to use checksums |
01e835e167bf8ddcfa7b7c605694789ba490401c8e94d596ae580d28407d493d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.12.14
|
Release files / dentate-0.5.9-cp313-none-any.whl
| Download URL | dentate-0.5.9-cp313-none-any.whl |
|---|---|
| Size | 4.9 MB |
| Tags | CPython 3.13 |
|
SHA-256 checksum How to use checksums |
a3dc827169d778f2b99206f63a0ad43ef68690477814f2a096493d91edd56b85
|
|
BLAKE2b-256 checksum How to use checksums |
092919843107a1822ddd5c57835cba42633c4a324e9aa645c59182029ca543ff
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.12.14
|
Release files / dentate-0.5.9-cp312-none-any.whl
| Download URL | dentate-0.5.9-cp312-none-any.whl |
|---|---|
| Size | 4.9 MB |
| Tags | CPython 3.12 |
|
SHA-256 checksum How to use checksums |
cdb45c874f33c281c1fb2ed15ae2ed8a60f58b2b1b048c12f0b7da772b947e55
|
|
BLAKE2b-256 checksum How to use checksums |
e83582e4b4dd304ebff22f7e0b59074e75d5841bf63180a4d0b587eb1f970d62
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.12.14
|
Release files / dentate-0.5.9-cp311-none-any.whl
| Download URL | dentate-0.5.9-cp311-none-any.whl |
|---|---|
| Size | 5.0 MB |
| Tags | CPython 3.11 |
|
SHA-256 checksum How to use checksums |
c6e6c05b58b65b7fb6e8a8f8e8be5b17aaf7d43fa3d97078890a8f0541852844
|
|
BLAKE2b-256 checksum How to use checksums |
71f7f9691eceaddfeac1bba3cb6a9618db51696c7416ebf23d8a04933847d4f2
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/7.0.0 CPython/3.12.14
|
Security for dentate 0.5.9
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
No provenance found
None of the files in this release were uploaded with provenance metadata.
A note on package security
PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.
To learn more about protecting yourself from malicious actors, visit our package security documentation.
