Agent Research & Data Analytics
Building reliable, evaluable agent systems with empirical rigor.
Key Performance Indicators
Research Methodology & Evaluation
Systematic approaches to building reliable, evaluable agent systems with empirical rigor.
Automated Testing Pipelines
Scenario-based testing, stress tests, and performance benchmarking to ensure robust agent behavior under various conditions.
- Scenario-based testing
- Stress tests
- Performance benchmarking
Red Teaming Protocols
Adversarial testing to discover edge cases and verify safety constraints in production environments.
- Adversarial testing
- Edge-case discovery
- Safety verification
Interpretability Analysis
Transparent decision-making through decision-path analysis and feature importance tracking.
- Decision-path analysis
- Feature importance
- Causal analysis
Empirical Evaluation
Quantitative metrics and A/B testing to measure agent performance and impact.
- Performance metrics
- A/B testing
- Impact measurement
Research Case Studies
Real-world applications of agent research with measurable impact and empirical validation.
AlphaRouter: CoW Protocol Solver (Shadow Competition)
Advanced multi-path routing solver for CoW Protocol's batch auctions, leveraging proprietary arbitrage infrastructure for optimal trade settlement. Currently competing in shadow competition.
Agent Evaluation & Testing Infrastructure
Automated scenario testing, stress tests, red teaming, interpretability analyses to systematically assess agent behavior and safety constraints.
ElizaOS Arbitrage Trading Agent
Autonomous arbitrage with multi-step planning, risk checks, and Flashbots routing. Emphasis on reliable execution and safety.
Multi-Agent Financial Coordination
Event-driven, shared-state multi-agent system for MEV detection and liquidations with thread-safe coordination and sub-second response.
BlogWriter: Multi-Model Orchestration
Hybrid architecture coordinating fine-tuned GPT-2, Claude API, and OpenAI with adaptive model selection and evaluation for style/factuality.
VinRouge: AI Trading Agent (ETH Denver 2025)
Built at ETH Denver BuidlWeek in 2.5 days. Multi-modal market intelligence combining on-chain data (whale tracking, exchange flows) with quant indicators for risk signal generation.
Ready to Collaborate?
Let's discuss how empirical agent research can drive measurable impact for your projects.