Everything needed to run the loop

Written for controls engineers, process engineers, quality systems teams and platform engineers. Start with the quickstart, then the connector guide, then the envelope reference.

Quickstart in 20 minutes on the simulatorEnvelope reference reviewed by your safety team

treadum · quickstart
$ pip install treadum
$ treadum sim start --profile passenger-radial
simulator running at http://localhost:8088/v1
$ treadum agents enable defect-and-inspect --mode shadow
agent running in shadow · 0 writes permitted
$ treadum watch findings
tire 0001 splice_open 0.91 drum-2 hold proposed

Guides by audience

CONTROLS ENGINEERSPROCESS ENGINEERSQUALITY SYSTEMSPLATFORM ENGINEERSDATA SCIENCEIT / OTEHSCONTROLS ENGINEERSPROCESS ENGINEERSQUALITY SYSTEMSPLATFORM ENGINEERSDATA SCIENCEIT / OTEHS

By topic

Agent configuration

Enabling agents, scoping them to stations, setting objectives and weights, and configuring escalation paths and approvers.

Model deployment

Pushing models to the edge, golden-dataset evaluation, promotion between modes, version pinning and rollback.

Genealogy queries

Forward and backward tracing, recall scoping, evidence attachment and export package formats.

Reports and exports

Shift reports, quality summaries, audit packages and webhook payload schemas with replay semantics.

Observability

Health, latency and throughput metrics for edge nodes, agents and connectors, plus alert routing.

Administration

SSO and SAML setup, SCIM provisioning, RBAC scopes, approver policy and support-access controls.

What a site installation involves

Hardware, network and the first connector

A site installation begins with edge nodes placed inside the OT zone, network rules that allow reads from the systems in scope, and a first connector proving the stream end to end. Nothing writes until the envelope is signed.

  • Jetson-class nodes at stations, GPU server for site aggregation
  • Read access to PLCs, historian and inspection systems
  • Signed model bundles delivered inbound through the DMZ
  • Write access enabled only after envelope signing
site-install.yaml
site: "plant-nl-02"
edge_nodes:
  - id: "edge-01"  role: "mixing+extrusion"
  - id: "edge-02"  role: "building+inspection"
  - id: "edge-03"  role: "curing+uniformity"
aggregation:
  gpu_server: "site-gpu-01"
  storage: "local, 90d hot / 10y cold"
mode: shadow

What we integrate with today

What we integrate with today
System classExamplesDirectionStatus
PLC and controlSiemens S7, Rockwell ControlLogixRead + envelope writesSupported
HistorianOSIsoft PI, Aveva, InfluxDBReadSupported
InspectionX-ray, shearography, uniformity machinesReadSupported (vendor dependent)
VisionGigE Vision, line-scan cameras, frame grabbersReadSupported
MES and QMSVendor MES, in-house systemsRead + write findings and NCRsSupported
RoboticsROS 2, Isaac, AGV fleet managersRead + envelope writesSupported
IdentitySAML 2.0, OIDC, SCIM 2.0ReadSupported

How teams usually work through the docs

01SimulatorPlatform engineers run the quickstart and build against the simulator before any site work begins.
02ConnectorsControls engineers land read-only connectors and validate stream alignment against known events.
03ShadowProcess engineers review agent proposals daily and code the disagreements.
04EnvelopeSafety, process and operations review the envelope reference and sign the first version.
05OperateQuality and supervision move to the reports, genealogy and audit-export sections.
  1. Simulator: Platform engineers run the quickstart and build against the simulator before any site work begins.
  2. Connectors: Controls engineers land read-only connectors and validate stream alignment against known events.
  3. Shadow: Process engineers review agent proposals daily and code the disagreements.
  4. Envelope: Safety, process and operations review the envelope reference and sign the first version.
  5. Operate: Quality and supervision move to the reports, genealogy and audit-export sections.

On documentation and onboarding

“We had three people watching X-ray images and still shipped uniformity rejects. Treadum flagged the cord shift at the building drum, not four hours later at final inspection.”

Ilse VandermeerPlant Director, passenger radial plant [PLACEHOLDER]

“The cure agent found 40 seconds of margin on a construction we had run the same way for eleven years. It proved it in shadow mode before it touched a press.”

Rahul MenonPrincipal Process Engineer, truck & bus radial [PLACEHOLDER]

“Genealogy is the part I did not expect to care about. Every tire now has a linked record from batch to grade, and audit prep went from weeks to an afternoon.”

Camille DuarteQuality Systems Manager, IATF 16949 site [PLACEHOLDER]

[PLACEHOLDER] Design-partner quotes are illustrative until pilot references are published.

Documentation commitments

20 minQuickstart to first streamed finding on the simulator
12 moDeprecation notice for breaking API changes
100%Envelope schema documented and reviewable
2SDK languages: Python and C++

Working with the documentation

Partially. The conceptual documentation, API reference and envelope schema are available on request; site-specific runbooks live inside your tenant because they describe your plant.

Yes, and we strongly encourage it. The schema and the semantics of every action class are documented specifically so a safety review can happen before deployment, not after.

Yes — role-based onboarding for controls, process, quality and platform teams, delivered on site during installation and refreshed at each expansion.

Email docs@treadum.com or raise it in your shared channel. Corrections to the envelope reference are treated as priority issues.

Put one cell on autonomy in 90 days

Pick one wedge — splice inspection, X-ray defect detection, cure-state optimization or uniformity prediction. We baseline it, run shadow mode, then graduate to bounded autonomy under a signed control envelope.

Pilots start in shadow mode. No line changes until accuracy and safety gates pass.