# Core Concepts
## The Problem
DeFi does not lack yield - it lacks **consistent, real-time decision-making.**
Most capital today is:
• Locked in static strategies
• Managed manually
• Or left idle
At the same time, markets move quickly. Opportunities appear and disappear within minutes, and risk conditions can change just as fast.
> The result: inefficient capital allocation, missed yield, and delayed responses to risk.
***
## The Shift to Autonomous Investing
Investment systems have evolved in stages:
| Level | Type | Description | Paravel Position |
| ----- | ------------- | ------------------------------------------------- | ---------------- |
| 1 | Manual | Human decision-making and execution | — |
| 2 | Algorithmic | Fixed rules executed automatically | — |
| 3 | Automated | End-to-end workflows without adaptation | — |
| 4 | Adaptive (ML) | Models that improve using data | — |
| 5 | Agentic AI | Systems that plan, act, monitor, and self-correct | **Paravel** |
Paravel operates at **Level 5**.
Instead of relying on fixed strategies, the system:
* Identifies opportunities
* Allocates capital
* Monitors performance
* Adjusts positions continuously
This enables a portfolio that is **actively managed at all times**, without manual intervention.
***
## Agents
Paravel is powered by **AI agents**.
An agent is a **specialized program that executes a single strategy under predefined conditions**.
Each agent:
* Targets a specific opportunity
* Operates within strict rules
* Has clearly defined entry and exit criteria
Rather than relying on one complex system, Paravel uses many **independent agents operating in parallel**.
***
## Atomic Design
Agents in Paravel are **atomic**, meaning they are intentionally narrow in scope.
Each agent:
* Executes one strategy
* On one protocol or market
* With predefined constraints
This design ensures:
* Strategies remain isolated
* Risk is contained
* System behavior is predictable
If an agent underperforms or its conditions deteriorate:
> Capital is automatically reduced or reallocated to other strategies.
***
## Example Strategy (Simplified)
**Strategy type:** Leveraged ETH carry
An agent may:
* Identify a yield spread opportunity
* Use controlled leverage to enhance returns
* Continuously monitor market conditions
**Entry conditions may include:**
* Yield above a defined threshold
* Sufficient available liquidity
* Acceptable volatility levels
**Exit conditions may include:**
* Yield falling below target
* Liquidity tightening
* Volatility increasing beyond limits
Execution and monitoring are fully automated.
***
## Strategy Categories
Agents operate across multiple strategy types, including:
* Yield optimization
* Arbitrage
* Liquidity provision
* Perpetual funding strategies
* Airdrop farming
* Sentiment-driven strategies
* Leveraged looping
Users do not select individual strategies.
> Capital is dynamically allocated to strategies offering the best risk-adjusted returns.
***
## System Operation
After a user deposits into a vault, the system operates as follows:
### 1. Market Analysis
Models continuously evaluate:
* Yield opportunities
* Liquidity conditions
* Volatility
* Market sentiment
### 2. Capital Allocation
Capital is assigned to agents based on expected risk-adjusted performance.
### 3. Execution
Agents deploy capital within their predefined scope.
### 4. Monitoring
Positions and risk metrics are tracked in real time.
### 5. Reallocation
If performance deteriorates:
> Capital is withdrawn and reassigned to stronger strategies.
### 6. Compounding
Returns are automatically reinvested.
***
## Risk Management and Constraints
Paravel is designed to operate within strict, enforceable constraints.
### Permissioned Execution
All on-chain actions are restricted to pre-approved contracts and addresses.
> Agents cannot execute arbitrary transactions outside their defined permissions.
***
### Strategy Isolation
Each agent operates independently.
If a strategy fails:
* Its capital allocation is reduced
* Other strategies remain unaffected
***
### Continuous Reallocation
Capital is not statically assigned.
The system continuously shifts capital toward:
* Higher-performing strategies
* Lower-risk opportunities
***
### Multi-Layer Risk Controls
Risk is managed through:
* Entry and exit thresholds
* Liquidity requirements
* Volatility constraints
* System-wide drawdown limits
***
## Technical Architecture
### Execution Layer
All transactions are executed through a permissioned contract system.
A Merkle Tree–based verification mechanism ensures that:
* Only pre-approved actions can be performed
* All agent activity is constrained at the contract level
***
### AI Models
Paravel uses a combination of:
**Quantitative models**
* Neural networks and gradient-boosted models operating on high-frequency market data
**Qualitative models**
* Large language models and sentiment analysis systems processing social and on-chain signals
***
### Capital Allocation
Capital allocation decisions are based on:
* Expected return
* Risk metrics
* Liquidity conditions
* Strategy reliability
***
## Summary
Users do not allocate capital to individual strategies.
Instead, they allocate capital to a system that:
* Continuously identifies opportunities
* Dynamically allocates funds
* Monitors risk
* Adjusts in real time
> Deposit once. Capital is actively managed across changing market conditions.
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