Platform / Architecture
Target architecture · in developmentOne operating story. From hardware to workflow.
Optional external model access is a separate, explicit policy decision.
Clear boundaries.
Shared operational context.
An infrastructure orchestrator manages clusters, compute, networking, and platform services. An AI orchestrator coordinates models, tools, data, and approvals. Ataraxia’s design connects these layers without treating them as the same thing.
Private execution is the default product direction. Any external model endpoint needs an explicit policy and a clear account of what data can leave the environment.
Disconnected lifecycle management and multi-site administration are roadmap objectives, subject to engineering validation.
Responsibilities
Know what each layer owns.
| Layer | Responsibility | Product direction |
|---|---|---|
| Infrastructure | Cluster provisioning, configuration, health, updates, and recovery | Anvil |
| Workflow development | Guided design, tools, retrieval, testing, and versioning | Atelier |
| Execution | Deploy and run approved workflows with defined resource needs | Atelier runtime on Anvil |
| Model routing | Select an approved endpoint under data, latency, and cost policies | Planned Atelier capability |
| Governance | Permissions, approval checkpoints, and execution records | Across the workflow lifecycle |
| Observation | Link execution evidence to evaluations and reviewed changes | Atelier Observe |
The improvement loop
Evidence should lead to action.
The planned lifecycle keeps a person accountable for consequential changes.
Observe execution
Collect sources, tool calls, failures, latency, and resource use.
Evaluate a concern
Compare results against a defined test set, expected behavior, and human feedback.
Prepare a change
Adjust the workflow, retrieval, model choice, or configuration in a new version.
Review and redeploy
Validate the change, apply policy checks, approve it, and follow its behavior in operation.
Build with us
Start with one useful workflow.
Bring your infrastructure, your operational constraints, and a problem worth solving. Together, we can define a focused pilot and what success should look like.

