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Capabilities

Engineering services across
software, data, AI, and devices.

Service scope can include mobile, web, data, LLM, and embedded engineering, together with delivery, operations, and security work.

A

Full-stack Software, Data & AI

Coordinate mobile, web, back-office, database, and LLM work within the agreed scope, with optional integration to devices and existing systems.

Scope
  • Mobile and cross-platform apps
  • Web, back-office, and management systems
  • Database design and data platforms
  • LLM applications, agents, and RAG
  • API, third-party, and legacy system integration
Typical deliverables (subject to scope)
  • Architecture and requirement specifications
  • Working full-stack systems
  • Data, model, and API documentation
  • Testing, deployment, operations, and security baselines
B

Embedded Systems & Smart Hardware

Project-scoped work across sensors, actuators, serial communication, firmware, desktop control software, mobile applications, and cloud integration.

Scope
  • Sensors and actuators
  • Serial and custom protocols
  • Embedded software and firmware
  • Device control and desktop software
  • App, cloud, and device integration
Typical deliverables (subject to scope)
  • Communication protocols and firmware
  • Device control software
  • Integrated prototypes
  • Test reports and issue lists
C

Prototyping & Manufacturing Coordination

Coordinate 3D printing, assembly validation, tooling, injection molding, metalwork, pilot production, and early-stage manufacturing according to the actual supplier arrangement.

Scope
  • SLA / FDM printing
  • Mechanical assembly and validation
  • Tooling, injection molding, and metalwork coordination
  • Pilot and early-stage production
  • BOM, version, and quality records
Typical deliverables (subject to scope)
  • Mechanical design and BOM
  • Validation samples
  • Pilot production plans
  • Quality and acceptance records

Full lifecycle delivery

Full-stack engineering across the entire product lifecycle.

Delivery does not end when a feature works. Depending on the agreed scope, architecture, engineering, release, operations, security, and iteration can be included in one accountable process.

01

Discovery & Architecture

Define business flows, system boundaries, data structures, technology choices, and acceptance criteria.

02

Full-stack Engineering

Develop mobile apps, web interfaces, back-end services, databases, embedded firmware, and LLM applications as one system.

03

Integration & Testing

Validate APIs, devices, data, and model outputs through automated, performance, compatibility, and regression testing.

04

Deployment & Release

Establish environment configuration, build and release flows, data migration, rollback procedures, and delivery documentation.

05

Operations & Observability

Maintain logs, monitoring, alerts, backups, recovery, capacity, and runtime cost visibility.

06

Security & Evolution

Apply access control, input validation, secret management, dependency updates, vulnerability remediation, and version evolution.

Delivery standards

Engineering delivery includes the supporting operating system.

  • Align requirements, scope, and exclusions before development
  • Keep records for versions, tests, interfaces, and BOMs
  • Resolve software, device, and supply chain issues in one delivery loop
  • Prepare release, rollback, monitoring, backup, and recovery paths
  • Treat security baselines and maintenance as ongoing engineering work

Project scope determines the required engineering and delivery services.

Submit the project background, current stage, target outcome, and the main issue to be addressed.

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