FinTrace and PITfall
github.com/fredxing1/fintrace- Category
- AI Agents
- Rank
- No. 3072Tools index
- Pricing
- Open Source
- Type
- AGENT
- Date
About
FinTrace builds auditable financial research agents that answer using only evidence available at a chosen point in time, with each claim traceable to as-filed data. PITfall is a leakage-controlled benchmark for this: the repository reports that a naive live-data agent answers 82% of impossible questions with the true future value, while the gated agent leaks none. It is research software, not investment advice.
Why it made the leaderboard
Financial LLM agents can leak future data into historical questions. This gates retrieval to as-filed evidence and ships a leakage benchmark (PITfall) to measure it.
Tags
financellm-agentsbenchmarkpoint-in-timeauditabilitypython
Tech Stack
Python
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