Demo route

Federated training with governance visible in one place.

Keep data where it lives; share only the update. This route walks through the seeded dashboard, round detail, and privacy budget story without hiding the approvals or proof work.

Approved parties

Active collaborators visible on the federation dashboard before the next round starts.

Completed + live rounds

Round history stays visible so operators can compare drift, throughput, and review state.

Budget left

0.84

Remaining privacy budget carried forward from the live privacy-budget editor.

Aggregation proof

Signed

The latest aggregation proof matches and remains attached to the round detail view.

End-to-end walkthrough

The release path the demo follows

Step 01

Step 02

Approve the participant list before starting a new round.

Step 03

Collect local model updates while source records stay inside each organization boundary.

Step 04

Verify the aggregation proof and privacy-budget spend-down on one record.

Step 05

Generate the audit export and hand the signed bundle to reviewers.

Seeded surface previews

Three previews, one seeded federation state.

Preview 01

Dashboard preview

18 approved parties are visible before the next round starts.

32 total rounds are already tracked in the shared history.

Budget remaining is carried forward from the platform privacy-budget editor (0.84).

Preview 02

Round detail preview

Round 32 is currently aggregation in flight.

17 updates are in, 2 parties are flagged for follow-up.

Proof hash agg_9a3c1f2b7d44 stays visible beside latency and communication cost.

Preview 03

Privacy-budget preview

Current policy snapshot: epsilon 1.4, delta 1e-5.

63% of the tracked budget is already consumed across seeded rounds.

Privacy-budget spend-down is reviewed before the next round is approved.

Live preview

Federation round preview

The website demo mirrors the same approvals, update collection, and proof state that the platform round view carries for operators.

reduced fidelity

Approved parties

Active collaborators visible on the federation dashboard before the next round starts.

Completed + live rounds

Round history stays visible so operators can compare drift, throughput, and review state.

Budget left

0.84

Remaining privacy budget carried forward from the live privacy-budget editor.

Round 32

FedAvg + secure aggregation

Aggregation in flight

Approve

18 parties visible and cleared for the next round.

Collect

17 updates submitted without centralizing records.

Verify

Proof hash agg_9a3c1f2b7d44

Proof packet

Latency: 248ms

Communication cost: 64 MB

Budget remaining: 0.84

Privacy math

Epsilon

1.4

Delta

1e-5

No raw-record transfer is required for collaboration. Aggregation proof and participant health stay on the same release record.

Seed-backed scenarios

The kinds of federation stories this release is prepared to tell.

Healthcare

Hospital network coordination

Multiple clinical sites contribute local imaging updates while protected health information stays inside each hospital boundary.

Coordinators see round health, approvals, and proof on one release record.

Finance

Fraud signal sharing

Regional risk teams improve a shared model without centralizing transaction histories into a single warehouse.

Security and compliance reviewers can inspect proof before the next learning round starts.

Cross-border

Regional model operations

Country or partner-specific nodes keep local policy boundaries intact while contributing to a shared objective.

Privacy budget spend-down stays understandable for non-cryptographers.