Solutions & portfolio

Systems with their maturity attached.

We separate deployed systems, engineering work, release candidates, and research. The label is part of the claim.

Deployed system

Operating in a defined private environment.

Engineering system

Integrated technical work with explicit non-production gates.

Release candidate

Substantially implemented; public availability is not implied.

Research concept

Opportunity or prototype work awaiting stated evidence.

Existing portfolio

Built across software, models, and devices.

Each system demonstrates a different part of the local-first product stack without turning private engineering evidence into unsupported market claims.

Deployed system

Pyra

A local operations platform shaped around real places, devices, and routines.

Pyra brings household and property operations into a customer-controlled system: local dashboards, purpose-built touch terminals, automation services, connected devices, and compact on-device inference. Its ongoing engineering work emphasizes site-specific configuration, service ownership, testable releases, and recovery paths.

BoundaryPyra is a privately deployed system, not presented here as an off-the-shelf commercial product.

Engineering system · synthetic-data only

TrichoEdge

A governed local imaging workflow from guided capture to edge inference.

TrichoEdge is an engineering system for guided multi-illumination imaging, governed model development, local appliance inference, and private report delivery. The work spans native terminals, an on-premises edge appliance, data and model controls, signed packages, and a hardened static phone viewer.

BoundaryCurrent operation is explicitly synthetic and engineering-only. TrichoEdge is non-diagnostic, and no clinical efficacy, validation, or production-readiness claim is made.

Release candidate

Grassland

Offline-first property maintenance with optional on-device guidance.

Grassland is an Android application for mapping maintained ground, recording work, visualizing coverage, retaining field observations, and generating practical guidance. Core workflows run on the phone without an account, analytics, or telemetry; optional compact-model inference also stays on device.

BoundaryThe application is code-complete for an initial release, but public app-store availability is not claimed.

Product lab

Promising directions, still called research.

The opportunity lab investigates narrow industrial workstations and autonomous field systems. Optical, data, partner, hardware, and commercial gates remain visible.

How the lab works

Research concept

ToolEdge Bench

Operator-assisted inspection for cutting-tool wear and damage.

A constrained industrial workstation concept combining keyed fixtures, controlled illumination, calibrated imaging, compact segmentation or classification models, and operator-reviewed evidence. Commercial, optical, and process validation remain future gates.

BoundaryNo prototype deployment, performance, or return-on-investment claim is made.

Research concept

CleanEdge Workbench

Local particle-screening support for controlled industrial workflows.

A benchtop concept for repeatable image capture, calibrated measurement, assisted review, and local evidence reporting around established sample-preparation workflows. Optical feasibility and metrology validation are explicit prerequisites.

BoundaryNo standards-conformity, material-identification, or autonomous-release claim is made.

Research concept

PrintProof Edge

On-site comparison of controlled print and packaging features.

A local inspection concept for approved references, controlled capture recipes, anomaly detection, and auditable operator decisions in print and packaging quality workflows. Access to authorized references and representative defects is a deliberate go/no-go gate.

BoundaryThe concept does not claim general authenticity verification or production maturity.

Research prototype

Solar field nodes

Power-aware sensing with local gateways for disconnected places.

A software-backed research design for low-power field nodes that wake briefly, collect compact telemetry, and return to sleep while a local gateway handles storage, rules, and heavier inference. Synthetic decoder and state-flow prototypes exist; hardware and solar validation remain pending.

BoundaryNo runtime, autonomy, range, or energy-yield claim is made before measured field evidence.

Start with the constraint

Is your workflow a better edge-AI candidate than a cloud-AI candidate?

We evaluate privacy, connectivity, sensing, operator responsibility, data access, and lifecycle cost before recommending a build.

Start with discovery Review the method