This release has been yanked by its maintainers, and will be ignored by installers, except when explicitly specified.
Consider using release 2.0.1 instead.
Reason given by maintainers: Superseded by 2.0.1
knowlytix
Status: stable. The
knowlytixfamily is live on PyPI at 1.0 — a stable release with a settled API. We'd love your feedback: email hello@knowlytix.ai or follow release notes on our blog.
What Knowlytix is
Knowlytix is a policy-governed harness for agentic AI in regulated industries. It sits between LLM generation and response delivery, turning probabilistic model outputs into decisions you can defend to a regulator: each claim is extracted, checked against your domain's rules, and recorded with a complete evidence trail.
Built for high-stakes domains — financial services regulatory review, clinical decision support, contract analysis, enterprise knowledge management — where "the model usually gets it right" isn't an answer.
More on the approach, benchmarks, and research: https://knowlytix.ai/platform.
Install
knowlytix is a meta-package — installing it pulls the whole family in
one command:
pip install knowlytix
Requires Python ≥ 3.12. On an older interpreter pip reports "No
matching distribution found for knowlytix" — that's the version gate,
not a missing release. Check with python --version before installing.
That's equivalent to installing each of these directly:
| Package | Purpose |
|---|---|
knowlytix-core |
Geometric memory core (geometry + LLM-layer foundations) |
knowlytix-harness |
Policy-governance harness |
knowlytix-knowledge |
Geometric expert system with LLM-augmented learning |
knowlytix-benchmark |
Benchmarks and reference results |
knowlytix-kal |
Knowledge Adapter Layer for GMS |
All five packages are live on PyPI at 1.0 — install the meta-package and you'll have the full family in one environment. Pin a version if you need a reproducible build. Questions or feedback: hello@knowlytix.ai.
Uninstall
pip uninstall knowlytix only removes the meta-package itself — pip
does not cascade to dependencies, so the five sibling packages stay
installed. To remove the whole family, list them explicitly:
pip uninstall -y knowlytix knowlytix-core knowlytix-harness \
knowlytix-knowledge knowlytix-benchmark knowlytix-kal
Get in touch
- Website: https://knowlytix.ai
- Email: hello@knowlytix.ai
- Blog / release notes: https://knowlytix.ai/blog
License
Apache-2.0. See LICENSE.
Metadata
Release files for knowlytix 1.4.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| knowlytix-1.4.0.tar.gz | 7.1 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| knowlytix-1.4.0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 14.0 kB
Release files / knowlytix-1.4.0.tar.gz
| Download URL | knowlytix-1.4.0.tar.gz |
|---|---|
| Size | 7.1 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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Yes |
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Transparency logRelease files / knowlytix-1.4.0-py3-none-any.whl
| Download URL | knowlytix-1.4.0-py3-none-any.whl |
|---|---|
| Size | 6.9 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 9, 2026.
Transparency log