COLLECTION 01 — RESEARCH JOURNAL & INDEXPILLAR I: WHAT I'M TRYING TO UNDERSTAND

RESEARCH COLLECTION

Curiosity leads. Evidence decides.

Research into technology, markets, and the systems connecting them.

FIG. R.01 — TWO-DIRECTIONAL INQUIRY LOOPMETHODOLOGY

PATH A // BOTTOM-UP

Technology → Industry → Valuation

Start with a hardware or technical shift, trace its commercial implications, and examine how markets price those possibilities.

PATH B // TOP-DOWN

Price Signal → Evidence → Revision

Start with a market price or regime that seems difficult to explain, test the underlying assumptions, and revise when evidence disagrees.

RESEARCH PHILOSOPHYEDITORIAL STATEMENT

My research often begins with curiosity about a technology, an industry, or a change that might reshape how things work.

I usually start by understanding the technology or industry itself, then explore its commercial implications and how markets are valuing those possibilities.

Sometimes, the process begins the other way around — with an instinct that something may be mispriced.

In either case, I try to move beyond the initial impression, investigate the evidence, challenge my assumptions, and revise my view when necessary.

01 / RESEARCH AREAS

Three interconnected domains of inquiry.

SILICON · VALUATION · MONETARY SYSTEMS
AREA 01 // HARDWARE & INDUSTRY

MOBILE SOC · ARCHITECTURE · FOUNDRY ECONOMICS

Technology & Semiconductors

Chip architecture, computing technologies, technical progress, and their wider industrial implications.

AREA 02 // EXPECTATIONS & RISKEQUITIES · CRYPTO · SECOND-HAND MARKETS

Markets & Valuation

Understanding market expectations, business fundamentals, risk, and the relationship between price and value.

SECTIONS

01 Market Valuation · 02 Market Structure

FIELD EXPERIMENT

03 Tech & Business · 04 Could I trade my way up?

AREA 03 // MONETARY FRAMEWORKSFX · LIQUIDITY

Macroeconomics & Monetary Systems

Exchange rates, monetary frameworks, liquidity, and the forces shaping economic conditions.

FEATURED MODEL

SGD-NEER Shadow Model — Trade-weighted exchange rate corridor study.

02 / SELECTED RESEARCH

Research case studies & active investigations.

Open Chainstox Lab ↗
MARKETS / VALUATIONCASE STUDY 01

Market Valuation Engine

Exploring market conditions, valuation, and the signals that shape risk and expectations across macro liquidity, sector rotation, and positioning heat.

PYTHON · YFINANCE · CLI CONSOLERead Case Study →
CRYPTO / MARKET STRUCTURECASE STUDY 02

On-Chain Market Intelligence

Investigating liquidity, capital flows, and market structure through on-chain data, holder cohort behavior, and explainable regime classification.

PYTHON · DUNE SQL · 7-STATE REGIMERead Case Study →
MACRO / MONETARY SYSTEMSCASE STUDY 03

SGD-NEER Shadow Model

An independent attempt to understand Singapore's exchange-rate-based monetary framework through a transparent trade-weighted proxy basket.

FX BASKET PROXY · POLICY CORRIDORRead Case Study →
TECHNOLOGY & SEMICONDUCTORSResearch in progress

Semiconductor Research

Tracing how smartphone processor comparisons evolved into planned research directions across mobile SoC evolution, chip architecture, and industry economics.

PLANNED DIRECTIONS · DOSSIEROpen Semiconductor Dossier →
RESEARCH NOTE 001EPISTEMOLOGY & VALUATION HABITS

Intuition first. Evidence next.

My earliest judgments about value came from familiarity rather than formal models. Today, intuition can still give me a starting point, but I try to understand why a judgment might be right — and what could prove it wrong.

SEE ALSO: SECONDARY MARKET TRADING RECORDCould I trade my way up? ↗