AI SOFTWARE / SAASAI Software & SaaS Products
From product design, agents, and enterprise knowledge to complete web applications, platforms, APIs, and cloud operations.
AI / SaaS productsAgents / RAGMultimodal systemsCloud & operations
SERVICES
From working prototype to product at scale.
AI software, SaaS, cloud and device services, smart hardware, integrated systems, and the engineering needed to launch, manufacture, and operate them.
TWO PRODUCT WORLDS
Pure software, or devices in the real world.
Delivered independently or combined into one complete cloud-to-device product.
AIoTCLOUD · EDGE · DEVICE
SMART HARDWARESmart Hardware & AIoT Products
From electronics, firmware, and mechanical prototypes to connected, testable, manufacturable products.
Electronics / PCBEmbedded firmwareMechanical / enclosurePrototype / production
PRODUCT ARCHITECTURE
Technology follows the product—not the other way around.
Models, software platforms, chips, and device architectures are selected around use case, cost, performance, and supply chain.
01AI Applications
Agent · Knowledge · Workflow · Multimodal
02Cloud & IoT
Model Service · Device Service · Data
03Edge Intelligence
Edge Runtime · Sensor Fusion · Control
04Embedded Systems
SoC / MCU · BSP · Firmware · Drivers
05Hardware Products
Architecture · PCB · Structure · Interaction
06Productization
Prototype · Test · Certification · Production
ENGINEERING CAPABILITIES
Specialist capabilities behind a complete product.
01Model
LLM / VLM / Multimodal Applications
Bring language, images, speech, and structured data into one business context.
02Agent
AI Agent / Multi-Agent
Plan, coordinate, execute, and manage state across complex tasks.
03Agent
Agent Harness
Build reliable tool registries, permissions, memory, tracing, and recovery.
04Application
RAG / Enterprise Knowledge
Turn fragmented knowledge into retrievable, citable, governed model context.
05Application
AI Workflow
Embed reasoning, generation, and execution in observable business workflows.
06Model
Prompt / Context Engineering
Design system instructions, context windows, and long-term memory.
07Infrastructure
Model APIs and Multi-model Routing
Route models dynamically by quality, cost, latency, and availability.
08Infrastructure
Private Open-source Model Deployment
Meet data-boundary, model-sovereignty, and private-environment requirements.
09Infrastructure
Large-model Inference Services
Build inference infrastructure for throughput, latency, elasticity, and observability.
10Model
LoRA / SFT Model Fine-tuning
Use high-quality domain data to create stable, specialized model behavior.
11Model
Model Evaluation and Benchmarking
Measure real performance with offline evaluation, live feedback, and red-team testing.
12Agent
MCP / Tools / Skills
Connect data, software services, and execution environments through standard protocols.
13Application
AI Coding and Developer Tools
Bring AI into engineering workflows, from code understanding to delivery.
14Application
Speech / Vision / Multimodal
Understand sound, images, documents, and spatial information from the real world.
15Edge
Edge AI / On-device AI
Deliver low-latency, privacy-friendly intelligence in constrained environments.
16Edge
IoT / Device Connectivity and Control
Connect sensors, actuators, controllers, and cloud business systems.
17Hardware
Hardware Architecture and Component Selection
Select processors, sensors, and peripherals around performance, power, cost, and supply constraints.
18Hardware
Schematic and PCB Design
Cover schematics, layout, high-speed signals, power integrity, and design for manufacturing.
19Hardware
Embedded Firmware and Drivers
Develop BSPs, drivers, communication protocols, real-time control, and secure updates.
20Hardware
Industrial and Mechanical Design
Unify interaction, thermal management, protection, assembly, and product form.
21Productization
Prototype Build and System Integration
Build EVT prototypes, debug boards, integrate software and hardware, and close reliability issues.
22Productization
Certification and Production Support
Support DFM, test fixtures, certification, supply-chain coordination, and production ramp.
ENGINEERING PRINCIPLES
Move fast in the demo. Engineer rigorously for the product.
Reliable
Recover from failure, behave predictably, and protect every critical path.
Observable
Trace every step from input and retrieval through reasoning and tool execution.
Manufacturable
Design components, PCB, enclosure, and test fixtures for stable production and target cost.
Evolvable
Give models, applications, firmware, and devices clear upgrade and maintenance boundaries.