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Intermediate14h1–2
LLMNext.jsClassifier
17/20Portfolio News Explainer
Explain why your holdings moved today in plain language.
Intermediate14h1–2 people17/20 fit
Build Portfolio News Explainer for new retail investors in ~14h with 1–2 people. Stack: LLM + Market data API + Next.js.
Why it wins: Education with sources instead of hype.
Build flow
01 · Problem
Beginners panic at price moves without understanding the news behind them.
02 · Solution
Fetch prices and headlines for holdings, summarise likely drivers with sources and add calm context like historical volatility.
03 · Build
- 1Fetch holdings data
- 2Pull news
- 3Summarise with citations
- 4Add context
04 · Demo
Show a stock down 5 percent with cited headlines and context.
MVP checklist
- Daily move summary
- Cited headlines
- Volatility context
- No buy or sell advice
Tech stack
| Tech | Role | |
|---|---|---|
| LLM | Language model | AI |
| Market data API | External data | API |
| Next.js | Frontend + API routes | Web |
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