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benthomasson/rhel9-expert
rhel9-expert is a machine learning model from benthomasson. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as mit.
Expert knowledge base for Red Hat Enterprise Linux 9 system administration, security, and operations. Contains 613 justified beliefs covering SELinux, cryptographic policies, Identity Management (IdM), kernel configur…
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Updated May 31, 2026
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From the Hugging Face model README
Expert knowledge base for Red Hat Enterprise Linux 9 system administration, security, and operations. Contains 613 justified beliefs covering SELinux, cryptographic policies, Identity Management (IdM), kernel configuration, networking, storage, virtualization, provisioning, and lifecycle management.
This is an External Epistemic Memory (EEM) — a model-agnostic knowledge base that any LLM can use via the reasons CLI or tool calling. Unlike a LoRA or fine-tune, this knowledge is not baked into model weights. It is external, inspectable, correctable, and works with any model.
| Metric | Value |
|---|---|
| Total beliefs | 613 |
| Status | 613 IN / 0 OUT |
| Premises (observations) | 457 |
| Derived (justified conclusions) | 156 |
| Nogoods (contradictions) | 0 |
| Retraction rate | 0% |
| Max derivation depth | 6 |
| Topic | Beliefs |
|---|---|
| rhel9 | 330 |
| idm | 49 |
| default | 46 |
| selinux | 33 |
| kernel | 23 |
| security | 21 |
| rhel94 | 20 |
| management | 19 |
| rhel | 19 |
| deprecated | 18 |
| identity | 18 |
| kickstart | 18 |
| install | 17 |
| lifecycle | 17 |
| crypto | 14 |
| logging | 14 |
| appstream | 13 |
| boot | 13 |
reasons init
reasons import-json network.json
reasons search "SELinux container isolation"
reasons explain rhel9-defense-in-depth-security-framework
reasons show rhel9-four-predefined-crypto-policies
Any LLM agent that can call reasons search, reasons show, and reasons explain can use this knowledge base. The agent does not need to be told it is an expert — the knowledge base speaks for itself.
| Node | Summary |
|---|---|
rhel9-four-predefined-crypto-policies | RHEL 9 provides four predefined system-wide cryptographic policies: DEFAULT, LEGACY, FUTURE, and FIPS |
rhel9-audit-subsystem-integrated | Unified audit subsystem with integrated dispatcher, file watch rules, and original log format |
rhel9-container-mcs-isolation | Container isolation leverages the full MCS restrictive access control model |
rhel9-crypto-policy-lifecycle | Complete crypto policy lifecycle management: four predefined policies with set/show CLI |
idm-complete-identity-stack | IdM bundles 389 Directory Server, MIT Kerberos, Dogtag CA, and SSSD into a unified stack |
rhel9-defense-in-depth-security-framework | Defense-in-depth through four integrated security layers: hardened defaults, SELinux, crypto policies, audit |
rhel9-end-to-end-provisioning-pipeline | End-to-end provisioning from Image Builder through Kickstart to configured system |
rhel9-managed-virtualization-stack | Fully managed KVM/QEMU/libvirt virtualization stack with virsh/virt-install tooling |
rhel9-content-delivery-architecture | Content split into BaseOS (core OS) and AppStream (applications) mandatory repositories |
rhel9-layered-data-protection | Data at rest protected through two independent layers: cryptographic and access control |
Built from exploration of Red Hat Enterprise Linux 9 documentation, release notes, and operational experience across security, identity management, networking, storage, and platform administration.
| File | Description |
|---|---|
network.json | Full belief network (machine-readable, portable) |
reasons.db | SQLite database (gitignored, regenerate with reasons import-json network.json) |
CLAUDE.md | Agent instructions for using this knowledge base |
entries/ | 329 exploration entries — raw observations behind the premises |
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