Investor-Last-Exam
Investor’s Last Exam: Can AI Agents Do Equity Investment Without Seeing the Future?
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GITHUB · launched Oct 28, 2026 · 128 upvotes (top 10%) · 0 views
Niche: ai agent evaluation platforms · 174 launches, 15 in the last 7 days ▲ +67% · Explore this niche →
Category and tags
- Fintech
- Observability & eval
- Developer
- AI-native
Visit website ↗ Source listing ↗
Could you build this?
Partial A benchmark harness and agent UI are vibe-codeable, but a credible version needs point-in-time financial data (filings, prices, news) with strict look-ahead controls, which is costly proprietary data and requires finance expertise to design correctly.
What it would actually take: Build a sandboxed environment that replays historical filings, prices, and news by date, with strict cutoffs so agents can't see the future. The data licensing (e.g., CRSP, Compustat, or news archives) and point-in-time correctness are the hard parts, and they need quantitative finance and data engineering expertise.
Competitors
Other products that read as similar to this one : 1455 launches clear the similarity bar, closest 8 shown.
Attention rank: #132 of 1456 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 362 days after the earliest competitor.
- Financial Datasets: Stock market data for AI agents · yc · 2026-08-19 · 6 upvotes · similarity 0.58
- Playbook — AI agents that run wealth management operations · yc · 2026-08-13 · 5 upvotes · similarity 0.57
- Qlo - AI agents that run commercial underwriting · yc · 2026-08-20 · 35 upvotes · similarity 0.55
- Ekpa: AI-Native Investment Platform for Everyday Traders · yc · 2026-07-09 · 17 upvotes · similarity 0.55
- Investment AI · ph · 2026-10-08 · 1 upvotes · similarity 0.55
- milan-capital · github · 2026-10-23 · 58 upvotes · similarity 0.54
- Autonomous – Superintelligent financial advisor at 0% advisory fees · yc · 2026-01-07 · 72 upvotes · similarity 0.54
- Wealor : The AI Native platform for wealth managers · yc · 2026-05-29 · 25 upvotes · similarity 0.54
The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.