Skip to content
HOANG THUYET

Platform

An intelligence layer for industrial work.

Hoang Thuyet connects engineering information and machine data through a context engine, AI reasoning and specialist agents that work with your existing tools, with people approving every important action.

Platform

One intelligence layer for engineering and industrial operations.

Industrial information is fragmented across drawings, documents, machines, sensors and operational systems.

We are building an AI layer that helps connect these sources and turn them into engineering context that people and AI agents can use.

Engineering data

  • 2D Drawings
  • Technical Documents
  • CAD Metadata

Industrial AI Platform

  1. Context EngineL1
  2. AI ReasoningL2
  3. Engineering AgentsL3
  4. Tools & Industrial SystemsL4

Machine data

  • Vibration
  • Temperature
  • Current
  • Speed
  • Operational Signals

Agentic Workflows

Specialist agents, one orchestrated workflow.

Industrial questions cross disciplines. Our architecture routes each step to a specialist agent with its own tools and scoped context, while an orchestrator plans the workflow, checks the results and asks a person to approve anything that changes a system.

Orchestrator

Plan · route · verify · request approval

Drawing Agent

Reads drawings and specifications

  • drawing.parse
  • spec.extract
  • docs.search

Signal Agent

Interprets extracted sensor features

  • signal_features
  • sensor_history
  • baseline.compare

Maintenance Agent

Prepares inspections and work orders

  • maintenance.records
  • task.draft
  • checklist.build

Knowledge Agent

Grounds answers in manuals and history

  • rag.retrieve
  • cite.sources
  • memory.scope

Shared: grounding, scoped memory, evaluation traces, permission-aware tool access.

Architecture in development

Use cases

Built for engineering-intensive operations.

UC-01

Engineering digitization

Transform legacy drawings and engineering documentation into structured digital knowledge.

UC-02

Equipment intelligence

Understand machine behavior using sensor signals and operating context.

UC-03

Maintenance assistance

Help maintenance teams investigate anomalies and prepare inspection workflows.

UC-04

Industrial knowledge

Give engineers grounded access to manuals, drawings, specifications and machine history.

Safety & human control

AI assistance with engineers in control.

Grounded outputs

Connect AI responses to engineering sources.

Human approval

Require approval before important actions are executed.

Traceable reasoning

Record retrieval, tool calls and workflow execution.

Permission-aware access

Only provide agents with authorized context and tools.

The platform is designed as engineering decision support. AI-generated analysis should be reviewed by qualified personnel before safety-critical decisions are made.

Working on engineering data or machine monitoring?