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01 / Context

The problem

Financial research interfaces need to show where an answer comes from, how fresh it is, and when the available data is incomplete.

02 / Implementation

What I built

Built a Next.js and FastAPI product around deterministic comparisons, official AMC-document evidence, retrieval workflows, and a Supabase-first data layer.

Current status
Deployed
Evidence path
3 public links

03 / Current outcome

What exists today

A public research product that keeps sources, freshness, missing fields, and research-only boundaries visible to the user.

Boundary

What this page does not claim

Research-only; it does not provide personalized investment advice or buy/sell/hold recommendations.

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