Desmond Li — NEOX head of algorithms & semantic engineering

Desmond Li

NEOX R&D core · Ph.D.-led algorithms

First-gen chip: architecture and core algorithms led by Dr. Li’s team.

Dr. Li leads NEOX chip, Mattock models, and media-agent R&D alongside NEOXGEO GEO delivery.

Browse NEOX Tech

NEOX Gen‑1 chip

Hardware as a service: wire machines to cloud operations

Built-in connectivity and remote control turn every machine into an observable, commandable node inside SaaS and CRM.

NEOX-chip · edge node
online
telemetry12.4k/s
latency12ms
oobarmed

Illustration: edge and cloud control planes handshake; actual behavior depends on your network and security posture.

Core capabilities

Chip powers hardware; cloud powers operations

Edge-to-cloud uplink and cloud-to-edge commands: telemetry, alerts, power, and OTA on one governed channel.

Real-time telemetry & analytics

Edge preprocessing sends clean signals to the cloud for dashboard decisions.

Remote command (power / reboot)

Hard reboot and power policies remotely—less onsite downtime.

Deep SaaS & CRM integration

Standard APIs map each device to a CRM node—customers and tickets in one loop.

Full lifecycle: ingest to remote ops

Console mockup; beams show data uplink and command return.

NEOX Chip
GEO · NEOX Chip-1 illustrative render

Hover the "Remote reboot" control—status LEDs animate

Device console

Device_ID: #001

Status: Online

Power Consumption

120W

Edge uplink latency (illustrative)

12ms

Run curve (illustrative)

Digital twin entry for every machine

Device, tablet/CRM console, and dedicated uplink—manage equipment from phone or laptop.

  • Millisecond-class reporting; thresholds can trigger alerts.
  • Cloud policies sync with tickets and workflows.
GEO · Device ops dashboard: fleet count, online/offline, power, device list, remote reboot

Operations one click away

Dashboards show online state, anomalies, and reboot needs—inside your SaaS workflow.

Low latency, hardware-grade authority

CRM/SaaS never talks to machines directly—commands go through the chip control plane; OOB keeps management when needed.

Physical layer (machine)

Sensors, power, motors, and on-site networking.

Control layer (NEOX Chip)

Command parsing, crypto, OOB, low-latency path, edge preprocessing.

Business layer (CRM / SaaS)

Assets, contracts, tickets, analytics—APIs turn devices into operable nodes.

From the floor to the cloud—and back

Ingest → cloud → SaaS/CRM decisions → remote control (power, reboot, OTA).

  1. 01

    Collect & report

    Sensors and state over an encrypted uplink.

  2. 02

    Cloud analysis

    Dashboards, thresholds, alerts, asset views.

  3. 03

    Decisions & tickets

    Rules trigger ops or automation.

  4. 04

    Reverse control

    Authorized reboot, power, OTA.

Technical highlights

Out-of-band (OOB) remote management

Separate management plane—ops even when the primary path fails.

Low-latency command path

Optimized control path from click to execution.

Hardware-rooted security

Root of trust close to metal—harder to forge commands.

Every device is an operable cloud node

From chip to link to dashboard—one story for engineering and sales.