Self-improving financial extraction using Karpathy's autoresearch pattern
You want an AI system that autonomously improves its own performance through iterative experimentation — applied here to SEC 10-K financial document extraction across 13 companies and 6 sectors.
The optimizer discovers bugs and improvements that humans miss. Each experiment is evaluated against XBRL ground truth and only kept if it improves the composite score.