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MP Thaker

Private workbench

A financial operations system that keeps execution behind a human decision.

Hummingbird connects financial data, analysis, and paper-trade execution inside a private workbench. Its agents observe, propose, and execute in separate roles so automation never quietly becomes authority.

Role
Solo product and engineering build
System
Banking connections, analysis, paper trading, and agent boundaries
Synthetic recordsCurrent Hummingbird interface captured from an isolated copy with fixed synthetic API responses. No real account connection or owner record was used.

The local system uses real banking integration patterns, paper-trade execution, and separated observer, allocator, and trader responsibilities.

Separate observation from authority.

One part of the system watches financial activity. Another proposes allocation choices. A third can exercise a paper-trading path. The separation makes it clear where a recommendation ends and an execution decision begins.

Private by design.

The project uses sensitive integration patterns and therefore stays local. The portfolio shows the architecture and interaction model without pretending that a working prototype has earned public financial trust.