From announcement to operation
Separate political intent, binding commitments, physical construction, commissioning, and verified workloads.
See the milestone frameworkPolicy × capital × technology · San Francisco
Following capital until it becomes compute.
I study how public and sovereign capital commitments move from announcements to financed, powered, commissioned, and usable AI infrastructure, with a focus on Korea, the Gulf, the United States, and allied economies.
Korea ↔ Gulf ↔ USComparative lens
Announcement → AccessProject-level unit of analysis
Public sources onlyProvenance, confidence, contradictions
About
A translator across systems.
My work sits between policy goals, capital structures, technical constraints, and delivery. I am most useful where those systems need to be read together rather than in isolation.
I began in sociology and software engineering, moved through applied AI research and technology investment evaluation, and then worked in automotive cybersecurity and cross-border capital markets.
Coordinating a KOSDAQ IPO process and participating in and executing more than $50 million in fundraising taught me to separate headlines from closed transactions. I now bring that discipline to AI infrastructure: what is binding, what has been delivered, and what evidence would verify it?
- Research lens
- AI infrastructure policy, compute governance, sovereign investment, industrial strategy, and international technology partnerships.
- Technical foundation
- Software engineering and applied AI research. First author of the ACM paper on KERC 2019, a Korean emotion-recognition challenge conducted on Kaggle.
- Capital-market experience
- KOSDAQ IPO coordination, technology-company evaluation, and $50M+ in cross-border fundraising execution and participation.
- Geographic focus
- Korea, the Gulf, the United States, and allied middle powers.
Research agenda
Measure delivery, not ambition.
Large national AI announcements reveal intent. They do not yet establish that financing closed, power was secured, chips were contracted, facilities were commissioned, or outside users gained access.
Capacity for whom?
Distinguish internal capacity, commercial access, startup allocations, research access, and public additionality.
See the access questionsWhat would count as proof?
Preserve dated sources, contradictory claims, disclosure gaps, and uncertainty instead of converting them into false precision.
See the evidence protocolFeatured research note
A $10 billion AI announcement is not $10 billion of operational compute.
Why national AI strategies need a project-level view of financing, power, procurement, construction, commissioning, and access.
What matters is whether a country can coordinate capital, technology, power, construction, institutions, and access into a system that works.
Built systems
Research translated into tools.
A portfolio of public prototypes that turns institutional knowledge into auditable workflows. The research direction is primary; these projects show how I structure decisions and ship working systems.
CW
Citewise
AI-answer visibility diagnostics with public methodology and source evidence.
↗TCTariffClear
Scenario-based tariff exposure and operational response analysis.
↗IPIPOPath
Listing-path readiness translated into a structured decision workflow.
↗JRJiwonRadar
Korean public-support opportunity matching and evidence gathering.
↗Now
What I am working on.
The public brand should follow real work. These are the current lines of effort that will produce the next research artifacts.
Building the codebook
Defining project boundaries, delivery milestones, source hierarchy, confidence, and contradiction rules.
Coding the pilot
Starting with a small set of high-confidence Korea and Gulf projects before expanding the sample.
Strengthening methods
Developing quantitative and process-tracing tools for studying infrastructure delivery and access.
Connect
Bring evidence or a hard question.
I welcome corrections, source suggestions, and conversations with researchers and practitioners working on compute, power, chips, project finance, industrial policy, and international partnerships.