knowlytix 0.0.2

Meta-package for the Knowlytix family — installs knowlytix-core, knowlytix-harness, knowlytix-knowledge, knowlytix-benchmark, and knowlytix-kal in one command.

knowlytix

Status: pre-release name reservation. This package and the entire knowlytix-* family on PyPI are placeholder stubs published to reserve the names. No functional code is shipped yet. General availability is targeted for early July 2026.

To get notified when packages ship, subscribe to our mailing list at https://knowlytix.ai (signup is in the footer of every page). For early-access conversations or anything else, email [e-mail].

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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

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

During the pre-release window, all five packages are reservation stubs with no functional code. Check back around early July 2026 for the real release, or get in touch and we'll let you know when it ships.

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: [e-mail]
• Blog / release notes: https://knowlytix.ai/blog

License

Apache-2.0. See LICENSE.