[KongchangAI]
Unverified50% confidenceFactExact time

VaultLedger uses the qwen2.5:7b model running locally via Ollama, extracts PDF text with PyMuPDF, constrains output with Pydantic schema, performs comparison with pandas, and uses Streamlit as the interface.

1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/18/2026
First Seen
Valid until: 1/16/2027

Sources

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Stable URI
https://kongchang.com/claim/1058361
API
curl https://kongchang.com/api/v1/knowledge/claims/1058361
MCP
get_claim(id=1058361)