SERVICE SCOPE

Embedded Engineering

Embedded projects are verified against target boards, interfaces, power, stability and field conditions. ASWORK can combine firmware, device drivers, embedded applications and edge AI integration.

WHEN IT FITS

Suitable scenarios

  • Firmware, device control, embedded Linux / Android or driver work is required.
  • AI or algorithm capability needs to run on edge devices or industrial equipment.
  • Hardware, software, model and business logic need joint debugging.

CLIENT INPUTS

Information needed before scope confirmation

  • Target hardware, peripheral interfaces and available development materials.
  • Runtime constraints including power, memory, latency and stability.
  • Field workflow, installation conditions and acceptance tests.

AI VALUE

Where AI can participate in this service

Embedded delivery must account for board resources, interfaces, stability, power, field environment and maintenance conditions. ASWORK treats AI or algorithm features as part of system integration, not isolated demos.

01

Evaluate whether AI should run locally, on an edge gateway or in the cloud.

02

Integrate models, algorithms and device logic with measurable performance.

03

Document deployment, flashing and recovery steps for field maintenance.

DELIVERY PROCESS

From feasibility to handover

  1. 01

    Confirm board, OS, interfaces and runtime constraints.

  2. 02

    Design firmware, application and integration architecture.

  3. 03

    Implement drivers, services, model or algorithm integration.

  4. 04

    Run device-level and field-like tests.

  5. 05

    Deliver source code, images, flashing notes and test records.

ACCEPTANCE

Acceptance checkpoints

  • Target device can run the agreed functions.
  • Key interfaces, error conditions and stability requirements are tested.
  • Deployment and recovery materials are provided.

BOUNDARIES

Scope boundaries

  • Hardware design, certification and mass-production testing are scoped separately.
  • Performance depends on target hardware capability and environmental constraints.
  • Unprovided vendor SDK or confidential hardware material may affect schedule.

START WITH A TECHNICAL JUDGMENT

Not sure whether the project should use AI?

Describe the business problem, current workflow and available conditions. ASWORK can first judge the technical route and validation scope.

Start a project discussion