MediNet 2.0.1 RoadmapWhat is available and what remains planned

The revised workspace, API v2 and Node privacy-budget workflows are already in the reviewed snapshots. Future work is listed separately, with no unverified delivery dates.

Version scope

Pinned implementation, not a branch roadmap

This 2.0.1 guide uses the Hub snapshot f09bb753 and the companion Node snapshot 5e52ac5, merged on 7 July 2026. The Node repository has no independently named 2.0.1 tag; these instructions pin the reviewed commits. See the version comparison for scope and sources.

The v1 roadmap mixed future ideas, implemented features and dated targets. This edition moves verified features into “Available in this snapshot” and identifies future work from the pinned repository documents. The stable v1 roadmap preserves the earlier plan.

A planned item below means it was documented as future work; it does not assert that development is currently active or promise a release date.

Available in this snapshot

Features that should no longer be presented as future-only

task_alt

Researcher workspace and model tools

Implemented

The Hub contains the revised researcher workspace and separate model-design workflows. Route or interface availability is not a guarantee that every architecture is executable end to end.

check_circle_outlineDataset connections and selection
check_circle_outlineSequential and advanced designer pages
check_circle_outlineSVM and Random Forest model configuration
check_circle_outlineTraining jobs, global/client dashboards and model/metric download routes

Hub pages and API routes

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Hospital dataset and access management

Implemented

The companion Node includes setup, dataset administration, training permissions and separate user roles. These are part of the documented hospital workflow.

check_circle_outlineFirst-administrator and center setup
check_circle_outlineADMIN, MEMBER, RESEARCHER and AUDITOR roles
check_circle_outlineDataset-specific access and training permissions
check_circle_outlineLocal model and inference pages for MEMBER/ADMIN

Node roles · Inference routes

task_alt

API v2 and privacy-budget workflows

Implemented

The Node exposes API v2 helpers, protects production-job admission locally and supports administrator-reviewed budget resets.

check_circle_outlineResearcher budgets per dataset with configurable reset periods
check_circle_outlineBudget status, epsilon estimation and minimum-noise helper endpoints
check_circle_outlineEstimated in-flight cost checks and actual spend reconciliation
check_circle_outlineBudget-reset requests with administrator approval or rejection
check_circle_outlineValidated experimental-subset workflow

Node API v2 · Admission and experiment checks · Spend reconciliation

Planned and deployment work

Documented priorities without an asserted release date

event_note

Reusable model templates and richer training controls

Planned

The pinned Hub README lists templates and additional training parameters as future features. Individual optimizer controls already exist; a complete template library and scheduler/callback workflow are not established by that list.

scheduleTemplate-based model creation and editing
scheduleAdditional learning-rate scheduler and callback configuration

Pinned Hub future-feature list

event_note

Flower connection authentication

Planned / deployment-dependent

Server TLS certificates are generated in Docker. Client-certificate verification remains a separate security item in the Node README. Network restrictions are a deployment requirement while that gap remains.

scheduleMutual TLS for hospital clients
scheduleCertificate lifecycle and protected Flower networking
scheduleReview deployment-specific controls before clinical use

Pinned Node security notice · Implemented server TLS

event_note

Privacy accounting and operational extensions

Planned

The Node task list records further accounting and operations work. Existing round metrics and final cost reconciliation should not be confused with a durable debit after every round.

scheduleDurable privacy-spend updates after each round
scheduleAdditional accounting views across participating clients
scheduleAutomatic handling of exhausted nodes during a multi-node job
scheduleAsynchronous notifications/exports and automated secret rotation

Pinned Node task list · Current reconciliation behavior

Read the implemented contract first

Historical plans can lag behind the source

The pinned Hub README still describes the designer as sequential-only, although the source also contains an advanced-designer route. The Node's earlier v2 technical notes describe SVM support-vector export and simple budget checks; the pinned code instead implements DP-SGD FedSVM weights and in-flight budget admission. This documentation follows the reviewed code and labels unverified future work explicitly.

Hub routes · Current companion FedSVM · Current budget checks

No target quarters from the v1 page are carried forward as current commitments. Later branch 2.1 graph and recurrent-model changes are outside this 2.0.1 edition.

Explore the current workflow

Use the guide for this snapshot