AI-NATIVE BUSINESS BUILDER

I build AI-native businesses, global GTM systems, and independent products.

I work where emerging technology meets commercialization — turning new capabilities into products, markets, and systems people can actually use.

Explore projects ↗
Global GTMMARKET SYSTEMS
Enterprise SystemsOPERATING DEPTH
AI-Native BusinessCORE OPERATING FIELD
SignalOSAI-NATIVE
KairosPUBLIC ON GITHUB
CollaborationOSIN DEVELOPMENT
Signal Field / Current Focus / 01
OPERATE

CGO & Southeast Asia Head, Leansight

ADVISE

AI-Native Transformation Advisor

BUILD

SignalOS · Kairos · CollaborationOS

CORE CAPABILITIES

AI-Native Systems · Global GTM · 0→1 Business Building · Enterprise Transformation

INDEPENDENT SYSTEMS

Current projects

Independent systems I am building in public, or bringing toward public release.

01 / BUILDING

SignalOS

AI-Native Investment Research Operating System

A structured cognitive system for discovering early signals, compounding research, and forming confidence-rated investment judgments.

AI-NATIVEPUBLIC EDITION PLANNED
SYSTEM MAP / THINK → EXECUTE
Think LayerConstitution · Harness Knowledge · Memory · Agents
Execute LayerData Pipelines · Scoring Briefs · Push
STRUCTURED TASK INTERFACE
02 / PUBLIC

Kairos

Macro Cycle Observatory / 周期天象图

A public macro-cycle observatory for regime readings, long-wave context, watchlists, asset implications, and evidence-gated validation.

PUBLIC ON GITHUBOPEN TO CONTRIBUTORS
PUBLIC PRODUCT / CURRENT REGIME BOARDKairos macro-cycle observatory dashboard
03 / METHODOLOGY

CollaborationOS

Human + AI Decision Methodology

A methodology for humans, multiple AI systems, and domain experts making high-stakes decisions under uncertainty, designed to keep evidence grounded and responsibility clear.

METHODOLOGY IN DEVELOPMENT
METHOD MAP / COLLABORATION DISCIPLINE
GroundingWhat has earned the right to enter?
StructureHow people and AI divide work.
DefenseHow teams resist echo chambers.
ControlWho decides and stays accountable.

OPERATING EVIDENCE

Selected experience

I have helped build systems spanning industrial operations, consumer experiences, enterprise transformation, and global market entry. These are selected threads from that work.

FROM INDUSTRIAL SYSTEMS TO AI-NATIVE OPERATIONS
05 / CURRENT FRONTIER

AI-Native Operations & Agent Systems

Agents embedded in monitoring, coordination, scheduling, forecasting, and frontline decisions.

MFLEXFamilyMartHero MarketSwift Logistics
04 / GLOBAL GTM

Business Building, Global GTM & Ecosystems

Positioning, partner networks, local delivery ecosystems, and cross-regional market entry.

MST GolfSCGFamilyMartHero MarketSwift Logistics
03 / COMMERCE SYSTEMS

Digital Commerce, DTC & Omnichannel

Consumer commerce systems across DTC, O2O, OMS, WeChat, marketplaces, and standalone sites.

AdidasBYDCP GroupDisneyGeneral MillsGucciMattelPernod RicardUnilever Food SolutionsBudweiserBurberryHeinekenI.TMAP IndonesiaMedelaNikeUnilever
02 / TRANSFORMATION

Enterprise Transformation & Operating Models

Strategy connected to organization, operations, IT, portfolio work, and strategic collaboration.

FosunJiantouLi-NingMengniuNokiaPorsche
01 / FOUNDATION

Industrial & Enterprise Systems

Quality, MES, enterprise software, and data platforms made to perform inside complex operations.

BoeingBoschKLAMFLEXNestleSANYSiemensAsteelflashFlextronicsGAC GroupGeelyGeneral ElectricHoneywellJaguar Land RoverENN Group

OPEN A CONVERSATION

Build something worth testing.

I am interested in ambitious products, difficult market-entry problems, and open projects worth building together.

Start a conversation ↗