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Capital markets

Market Screening Terminal

Local market series with on-device classifier scores

Situation

A research operator needed custom scoring over market data without shipping sensitive series to a vendor cloud.

What mattered

  • Must work offline-first; cloud is optional, not required
  • Charts stay responsive with dense series
  • Scoring logic can change without rebuilding the whole tool
  • Installs on a single workstation

Problem

Off-the-shelf screeners cannot run custom machine-learning classifiers on local market data.

Approach

We built a local screening tool for crypto and Brazilian equities, with interactive charts and no requirement to send data to a vendor cloud.

What we delivered

A desktop-friendly terminal the operator runs locally: load series, apply their classifiers, and explore results on charts without a mandatory remote backend.

Outcome

Custom screeners run fully on the operator’s machine. Data stays local.

Stack

  • FastAPI
  • React
  • Rust

Timeline

Built as an internal tool, still in active use and extension.

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