Metadata-Version: 2.4
Name: knowlytix
Version: 1.1.0
Summary: Meta-package for the Knowlytix family — installs knowlytix-core, knowlytix-harness, knowlytix-knowledge, knowlytix-benchmark, and knowlytix-kal in one command.
Project-URL: Homepage, https://knowlytix.ai
Project-URL: Documentation, https://knowlytix.ai
Author: Knowlytix
License-Expression: Apache-2.0
License-File: LICENSE
Keywords: agentic-ai,compliance,governance,knowlytix,meta-package
Classifier: Development Status :: 5 - Production/Stable
Classifier: Intended Audience :: Developers
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3.12
Classifier: Topic :: Software Development :: Libraries
Requires-Python: >=3.12
Requires-Dist: knowlytix-benchmark==1.1.0
Requires-Dist: knowlytix-core==1.1.0
Requires-Dist: knowlytix-harness==1.1.0
Requires-Dist: knowlytix-kal==1.0.0
Requires-Dist: knowlytix-knowledge==1.1.0
Description-Content-Type: text/markdown

# knowlytix

> **Status: stable.** The `knowlytix` family 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](https://knowlytix.ai/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:

```bash
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`](https://pypi.org/project/knowlytix-core/) | Geometric memory core (geometry + LLM-layer foundations) |
| [`knowlytix-harness`](https://pypi.org/project/knowlytix-harness/) | Policy-governance harness |
| [`knowlytix-knowledge`](https://pypi.org/project/knowlytix-knowledge/) | Geometric expert system with LLM-augmented learning |
| [`knowlytix-benchmark`](https://pypi.org/project/knowlytix-benchmark/) | Benchmarks and reference results |
| [`knowlytix-kal`](https://pypi.org/project/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:

```bash
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](LICENSE).
