⚡ January 16, 2026 - Security Multi-Model Analysis & Holders Stats Optimization

TL;DR: Enhanced metadata coverage across assets, introduced multi-model analysis to improve security static analysis accuracy and reduce false positives, and optimized holders real-time stats computation for faster performance.

Metadata Coverage Improvements

Expanded metadata coverage by introducing more fallback resolve mechanisms

Security Static Analysis Improvements

Multi-Model Analysis

Introduced a multi-model approach to security static analysis to significantly reduce false positives:

Improvement	Description
Multi-model consensus	Multiple LLM models now analyze contracts in parallel
Reduced false positives	Cross-validation between models eliminates single-model biases
Higher accuracy	Only flags issues when multiple models agree
Better context understanding	Different models catch different patterns

This results in more reliable security scores and fewer legitimate tokens being incorrectly flagged.

Holders Real-Time Stats Optimization

Bags Computation Performance

Optimized the holders stats for Bags & other MeteoraDBC leveraging pure swaps to recompute holders.

🅱️ Shipped by Big S

​Metadata Coverage Improvements

​Security Static Analysis Improvements

​Multi-Model Analysis

​Holders Real-Time Stats Optimization

​Bags Computation Performance

Metadata Coverage Improvements

Security Static Analysis Improvements

Multi-Model Analysis

Holders Real-Time Stats Optimization

Bags Computation Performance