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Research tools / Public markets

Evidence before
conviction.

Signal Ledger is a research workspace for exploring public companies, comparing sources, and making the uncertainty in a forecast visible.

Why I built it

Market research often puts a precise number next to an uncertain story. I wanted a space where the source, assumption, and range behind a conclusion stay visible.

What it explores

The technical side

The project combines a React interface with a Python API, public-market data pipelines, persisted research records, and simulation tools. It is an independent experiment, not investment advice.

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