TECHNOLOGY / STACK

Make the work reproducible.
Keep the boundaries clear.

A public view of the tools and engineering principles behind the portfolio. It describes the approach without exposing private models or production architecture.

FOUR CONNECTED LAYERS

From research notebook
to a reviewable interface.

Each layer has a distinct job. Passing one layer does not imply that another has been validated.

01 / RESEARCH

Python analysis

Versioned analytical workflows support repeatable historical tests, controlled comparisons and review of assumptions.

Python · reproducibility · review

02 / DATA

Provenance first

Timestamp and information-availability checks keep a result tied to the data that could have been known at the time.

time ordering · lineage · validation

03 / WEB

Typed web interfaces

TypeScript and Next.js support the public portfolio and clear boundaries around authenticated tools and services.

TypeScript · Next.js · authentication

04 / SYSTEMS

Operational separation

Execution, monitoring and risk controls are engineering concerns distinct from a historical research verdict.

service boundaries · observability · risk
Engineering boundary: A reproducible backtest is a research artifact. Forward operation, risk controls and deployment each need their own review.