Kunnworks
KO

↗WORK

What was entrusted
What was built

Connected delivery, technical depth, strategy and platform experience.
Each project is presented with its actual role and outputs.

04SELECTED PROJECT

One project
Connected responsibility

KEPCO / Kunnworks delivery

KEPCO Energy Analysis & AI Platform

Explore the project
Supplied interface showing regional carbon footprints and monthly trends
Supplied interface · Proportions preservedDisplayed data and states are examples

Connected electricity analysis, bill forecasting, contract-capacity comparison and sales simulation into a service for store operating decisions.

DELIVERED SCOPE

Service planning · UX/UI · AI · Frontend · Backend · Integration · Deployment

→EXPLORE CONTRIBUTIONS

What evidence is relevant?

Document classification · LLM fine-tuningKunnworks delivery

10-year bid-document classification AI

Developed an automatic classifier for accumulated internal bid text, using PyTorch-based LLM fine-tuning for a document collection spanning ten years.

ACTUAL CONTRIBUTION

Classification model development · PyTorch · LLM fine-tuning

  • Automatic bid-text classification model
  • Domain-specific LLM fine-tuning

Shows the technical work of adapting a general model to specific documents and classification tasks.

Conversational & multilingual industrial AIKunnworks delivery

Manufacturing consultation & multilingual AI

Combined a manufacturing consultation chatbot and interpretation AI, with entry flows and language settings for broadcasts, face-to-face conversation and video consultation.

ACTUAL CONTRIBUTION

Manufacturing chatbot · Simultaneous interpretation AI

  • Interpretation experiences for different work settings
  • Call creation, invited participation and language settings
Supplied interface for language settings and video interpretation
Supplied interface · Proportions preservedDisplayed data and states are examples

Shows how conversational AI connects to the settings in which people communicate.

Enterprise knowledge · Work questionsKunnworks delivery

Logistics manual knowledge Q&A AI

Developed a chatbot answering work questions from internal logistics manuals, applying PyTorch-based LLM fine-tuning to the domain.

ACTUAL CONTRIBUTION

Manual Q&A chatbot · LLM fine-tuning

  • Internal-manual work Q&A chatbot
  • LLM fine-tuning for logistics questions

An example of connecting internal documentation to practical work questions.

Enterprise AI strategy · Operating-model planningKunnworks delivery

Smart research-campus AI operating strategy

Defined relationships across mobility, buildings, environmental infrastructure and campus management, documenting AI operations and multilingual support scenarios in a proposal.

ACTUAL CONTRIBUTION

Research-campus strategy · AI operating-model planning

  • Smart research-campus development proposal
  • AI operating and living-support scenarios with a phased adoption plan

Evidence of strategy and planning that define organizational and usage conditions before implementation.

Platform planning, design, development & launchLeadership experience

GTV blockchain digital economy network

Experience of the current leadership in planning, designing, developing and launching a blockchain digital economy network.

ACTUAL CONTRIBUTION

Platform planning · Design · Development · Launch

  • Digital economy network platform and launch

Experience connecting business and service structure to platform development and launch.

IoT & blockchain platform launchLeadership experience

Cyclean IoT & blockchain platform

Direct involvement of the current leadership in launching Cyclean, a platform connecting IoT and blockchain.

ACTUAL CONTRIBUTION

Cyclean PTE LTD. · Platform launch

  • Contribution to an IoT and blockchain platform launch

Experience considering different technologies within a service and launch project.

Archive

Program planning in a public and regulatory contextLeadership experience

Busan blockchain regulatory free zone planning

Program-planning experience of the current leadership for the Busan blockchain regulatory free zone.

ACTUAL CONTRIBUTION

Program planning · Leadership experience

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