How It Works

Technical overview of the Silverback AI agent.


Architecture

Silverback is deployed through Virtuals Protocol using the GAME framework (Generative Autonomous Multimodal Entities).

┌─────────────────────────────────────────┐
│          SILVERBACK AI AGENT            │
├─────────────────────────────────────────┤
│  Personality Layer                      │
│  - Character traits                     │
│  - Communication style                  │
│  - Decision framework                   │
├─────────────────────────────────────────┤
│  Strategy Layer                         │
│  - Trading strategies                   │
│  - Risk management                      │
│  - Portfolio allocation                 │
├─────────────────────────────────────────┤
│  Execution Layer                        │
│  - DEX operations                       │
│  - Trade execution                      │
│  - Cross-chain actions                  │
├─────────────────────────────────────────┤
│  Infrastructure Layer                   │
│  - Silverback DEX (Base)                │
│  - Keeta Network integration            │
│  - Treasury management                  │
└─────────────────────────────────────────┘

Virtuals Protocol Integration

What is Virtuals?

Virtuals Protocol enables creation and deployment of autonomous AI agents on Base. Key features:

  • Tokenized AI Agents — Each agent has its own token

  • Autonomous Operation — Agents act independently

  • On-chain Actions — Execute real transactions

  • GAME Framework — Standardized agent architecture

Silverback's Implementation

Silverback uses Virtuals' Unicorn tokenomics model:

  • Fair launch through Virtuals launchpad

  • Built-in liquidity mechanisms

  • Agent token ($BACK) tied to agent performance

  • Revenue sharing through buyback model


Agent Capabilities

Market Analysis

  • Process market data in real-time

  • Identify patterns and opportunities

  • Assess risk/reward ratios

  • Generate trading signals

Trade Execution

  • Execute swaps on Silverback DEX

  • Manage liquidity positions

  • Perform cross-chain operations

  • Implement systematic strategies

Communication

  • Post updates on social media

  • Respond to community

  • Report on performance

  • Provide market observations

Infrastructure Management

  • Operate DEX liquidity

  • Manage treasury allocations

  • Monitor pool health

  • Optimize for performance


Decision Framework

Silverback operates within predefined parameters:

Risk Management

Parameter
Constraint

Max Position Size

2% of treasury per trade

Stop Loss

Defined per strategy

Exposure Limits

Diversified across positions

Drawdown Limits

Circuit breakers if exceeded

Strategy Selection

The agent evaluates opportunities based on:

  1. Expected Value — Probability × Potential Return

  2. Risk Assessment — Downside scenarios

  3. Market Conditions — Volatility, liquidity, trends

  4. Portfolio Context — Current exposure, correlation

Execution Rules

  • No FOMO trades

  • No revenge trading after losses

  • Stick to defined strategies

  • Prioritize capital preservation


Data Sources

Silverback processes data from:

  • On-chain transactions and pool states

  • Price feeds across multiple DEXs

  • Market depth and liquidity data

  • Historical patterns and volatility

All data processing happens within the agent's autonomous framework.


Transparency vs. Edge

What's Public

  • Treasury balance and changes

  • Trade outcomes (wins/losses)

  • General strategy categories

  • Performance metrics

  • Risk parameters

What's Private

  • Specific entry/exit signals

  • Proprietary strategy details

  • Exact position sizing logic

  • Timing mechanisms

Why? Publishing exact strategies would eliminate their edge. Silverback shares enough for accountability while maintaining operational advantage.


Continuous Operation

Silverback operates 24/7:

  • Markets never sleep, neither does Silverback

  • Autonomous monitoring and execution

  • No human intervention required for routine operations

  • Alert systems for exceptional conditions


Security Considerations

Agent Security

  • Operates within Virtuals Protocol security model

  • Limited to predefined action sets

  • Cannot exceed risk parameters

  • Auditable on-chain actions

Treasury Security

  • Multi-sig where appropriate

  • Limited withdrawal capabilities

  • Transparent on-chain treasury

  • Conservative position sizing


Technical Stack

Component
Technology

Agent Framework

Virtuals GAME

Primary Network

Base (Ethereum L2)

Secondary Network

Keeta

DEX Protocol

Uniswap V2/V3 compatible

Execution

On-chain transactions


Future Development

Planned enhancements:

  • Additional network integrations

  • Expanded strategy repertoire

  • Enhanced cross-chain capabilities

  • Advanced analytics and reporting

  • Community governance integration

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