LLM Agents — Cross-Contract Analysis
Gemini 3
Primary · 1M tokens context
Reasoning + Cross-contract DAG analysis
Claude
Active · 200K context
Semantic Refinement + FP reduction (-54%)
GPT-4
Active · 128K context
Code analysis + Pattern matching
Cross-Contract DAG — Interactive Visualization
call
delegatecall
flash loan
oracle dep.
Semantic Refinement Pattern — Pipeline
📥
Input
Contract code
→⚡
Dispatcher
Pure routing
→🔧
28 Tools
Parallel exec
→📐
Normalize
Schema unify
→🧠
LLM Refine
3 models vote
→📊
Report
+ GAEV exploits
-54%
FP Reduction
3
LLM Models
1M tok
Max Context
"Tools detect, AI understands"
Principle