Smart Solar Bench V2.0 Edge AI
V2.0 keeps everything the V1.0 base provides (solar power, storage, charging, connectivity, lighting and display) and adds an on-device edge AI layer. The edge AI layer is to be deployed in V2.0; it is not installed on any bench today.

V1.0 base, plus edge AI
One bench platform, two stages.
V1.0 Base · pilot deployed
The deployed pilot: solar-powered seating with digital amenities. Edge AI is not installed.
V2.0 · baseline
Every V1.0 feature stays active in the V2.0 baseline. Nothing is removed to make room for compute.
V2.0 · edge AI
Edge AI, computer vision and on-device analytics are added on top. Planned, subject to validation.
All V1.0 features, active in V2.0
The V2.0 baseline includes every V1.0 base feature. Verified ratings are still published from as-built records.
| V1.0 feature | V2.0 baseline | Publishing rule | V1.0 status |
|---|---|---|---|
| Solar power system | Active in V2.0 baseline Carried forward from V1.0 base | Rating and configuration from as-built records | Active |
| Battery storage | Active in V2.0 baseline Carried forward from V1.0 base | Only if installed; verified capacity and chemistry | Active |
| Public charging | Active in V2.0 baseline Carried forward from V1.0 base | Only the ports and output actually provided | Active |
| Wi-Fi | Active in V2.0 baseline Carried forward from V1.0 base | Only if installed and tested | Active |
| Lighting (warm LED edge lighting) | Active in V2.0 baseline Carried forward from V1.0 base | Only if installed and tested | Active |
| Digital display | Active in V2.0 baseline Carried forward from V1.0 base | As shown at the pilot site; content and sizing per site | Active |
| Modular architecture | Active in V2.0 baseline Carried forward from V1.0 base | Designed so compute and sensing are added without redesigning the bench | Active |
| Asset Twin in Helix | Active in V2.0 baseline Carried forward from V1.0 base | Stated per deployment, according to what is implemented | Active |
Status: every V1.0 feature is Active and stays active in the V2.0 baseline. Edge AI is the only V1.0 item that is not installed. Numeric ratings such as solar rating, battery capacity and charging output are published once verified.
The V2.0 edge AI layer
New in V2.0. To be deployed; none of it is installed or claimed as available today.
| Capability | What it is intended to do | Owner | Status |
|---|---|---|---|
| Edge AI runtime | On-device inference on the bench, so analysis happens at the edge | DoubleSlit | Planned · to be deployed in V2.0 |
| Computer vision | Privacy-first scene understanding, for example occupancy and footfall counts without storing identifiable images | DoubleSlit | Planned · to be deployed in V2.0 |
| On-device analytics | Local aggregation of usage, energy and condition signals before anything leaves the bench | DoubleSlit with ViSE definitions | Planned · to be deployed in V2.0 |
| Safety-related functionality | Alerts for faults or site conditions, subject to engineering validation | To be defined per site | Planned · to be deployed in V2.0 |
| Edge-to-twin sync | Summaries reported to the bench's Helix Asset Twin where connected | Helix | Planned · to be deployed in V2.0 |
Edge AI status: DoubleSlit edge AI, computer vision and on-device AI analytics are not deployed in V1.0. They become available only after installation and validation in a V2.0 configuration. See DoubleSlit and Responsible AI.
How V2.0 fits the platform
The same architecture as V1.0, with compute at the edge.
- The bench keeps its identity as a Helix Asset Twin.
- Edge AI runs on the bench; only summaries leave it, where connected.
- Measures are defined in ViSE with source, method and time period.
- MTRX presents the results where implemented.
Readiness gates before V2.0 deployment
What must be true before any edge AI claim is published.
| Gate | Requirement |
|---|---|
| Engineering validation | Edge compute fits the bench power and thermal budget on the V1.0 solar and battery system |
| Model validation | Vision and analytics tested on-device with accuracy measured and documented |
| Privacy and data | Privacy impact reviewed; no identifiable imagery stored or sent unless a site agreement says so. See Privacy and Children |
| Security | Device identity, update and access controls per Security |
| Site approvals | Permissions and signage required by the site and jurisdiction |
| Installation record | As-built record published; status then changes from Planned to Pilot deployed |
V2.0 questions
Is V2.0 deployed?
No. V2.0 is planned. Edge AI is to be deployed in V2.0 after validation.
Do V1.0 features remain in V2.0?
Yes. Every V1.0 base feature is part of the V2.0 baseline.
Does the V1.0 bench have edge AI?
No. Edge AI and computer vision are not installed in V1.0.
Can I upgrade a V1.0 bench?
Upgrade paths are assessed per site and stated in a proposal.
Planning for V2.0?
Tell us about your site and what you want edge AI to measure. We respond with a site assessment plan and a quotation based on your configuration.