DEMIROS

DemirOS is the secure, offline-capable OS that runs every Demirari AI machine. Deploy models, manage users, monitor hardware, and serve OpenAI-compatible endpoints — all from one dark, quiet pane of glass.

DemirOS dashboard — GPU utilization, model endpoints, and latency at a glance

CAPABILITIES

Everything you need. Nothing you have to babysit.

One-pane admin

Models, endpoints, users, and hardware health in a single dashboard.

OpenAI-compatible API

Drop-in endpoints; point your apps at the box, not the cloud.

Model management

Load, version, and roll back your Modelsmith weights.

Observability

Latency, throughput, GPU/thermal, and per-endpoint usage.

Access control

RBAC, SSO/SAML, and full audit logs.

Offline updates

Signed, air-gap-friendly updates via secure media.

MODEL STUDIO

Watch a training run. Tune it. Ship it.

  1. STEP 01

    Monitor

    Live loss curves, throughput, and GPU telemetry — watch a training run breathe in real time.

  2. STEP 02

    Tune

    Adjust quantization, batch, and retrieval without leaving the UI. Changes apply to the next run instantly.

  3. STEP 03

    Deploy

    Promote to a versioned endpoint with one click. Roll back just as fast.

DemirOS Model Studio — monitor, tune, and deploy training runs

SECURITY

Secure by default. Auditable by design.

DemirOS assumes the network is hostile and the audit is coming. Every control below is on out of the box — no add-ons, no enterprise tier.

  • Zero telemetry / zero egressNothing phones home. Ever.
  • RBAC + SSO/SAMLYour identity provider, your roles, your rules.
  • Immutable audit logsEvery action, attributable and tamper-proof.
  • Signed updatesOnly Demirari AI-signed builds can install.
  • TPM + secure bootVerified from power-on to first token.
  • FIPS 140-3 crypto module optionsDeployments can be configured with FIPS 140-3 validated cryptographic modules; certificate details provided during engagement.

FOR DEVELOPERS

If it works with the API, it works with your box.

Point your existing tools at your machine’s endpoint. SDKs for Python/JS, plus docs and examples.

  • POST/v1/chat/completions
  • POST/v1/embeddings
  • GET/v1/models
  • GET/v1/health
Read the docs

DEMIROS