How Agents Work
Understanding the autonomous execution engine behind ReVault.
The Agent Lifecycle
Each autonomous agent follows a continuous cycle: Monitor → Analyze → Decide → Execute. This loop runs 24/7 until manually paused or deleted.
1. Monitor (Continuous)
Your agent continuously monitors retail inventory and pricing data through integrated APIs. It watches for:
- → Price changes across marketplaces
- → New drops and inventory releases
- → Supply/demand shifts
- → Arbitrage opportunities
2. Analyze (Real-Time)
When opportunities are detected, the agent analyzes:
- → Historical price patterns and trends
- → Market volatility and risk assessment
- → Profit probability based on ML models
- → Execution feasibility and constraints
3. Decide (Autonomous)
Based on analysis and your predefined parameters, the agent independently decides whether to execute. This happens within milliseconds without human intervention.
4. Execute (Atomic)
If criteria are met, the agent executes the transaction. All executions are:
- → Recorded with transaction hash for transparency
- → Verifiable on-chain
- → Monitored for profitability
- → Visible in your dashboard in real-time
Autonomous Decision Making
Unlike bots that simply execute pre-programmed commands, Agent Labs agents use machine learning to optimize decisions in real-time. The system learns from:
- • Past successful and failed executions
- • Market condition changes
- • Competitor activity patterns
- • Seasonal and temporal trends
Data Sources
Agent decisions are powered by multiple premium data sources:
KicksDB API
8-year historical sneaker data, current pricing, availability, demand signals, and drop calendar
Real-Time Market Data
Live inventory, pricing across 1000+ retail endpoints, marketplace trends
Execution History
On-chain transaction data, execution performance, success rates
Safety & Guardrails
All agents operate within strict safety constraints:
- ✓ Wallet-level security with no API keys stored
- ✓ User-defined spending limits and parameters
- ✓ All transactions require wallet signature
- ✓ Pause/stop available at any time