# Technical Know How

<figure><img src="https://863091603-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FHTdRLKWRJozLTQkHv6Gx%2Fuploads%2FvcCRpf65uc9ZZiyDGgu3%2FTechnical%20architecture.png?alt=media&#x26;token=46c26226-369a-494f-b1bf-cf214be6a56b" alt=""><figcaption></figcaption></figure>

**Multi-Hierarchical Agent Swarm Architecture**

* Implemented using LangGraph for orchestration and state management across agents
* Separation of concerns with dedicated agents (Risk, Strategy, Execution, Monitoring, Governance) operating independently yet collaboratively
* Built-in redundancy and fallback mechanisms to prevent hallucinations and ensure reliability
* Agent communication via message-passing protocol with validation layers

**Generative UI with Dynamic Component Rendering**

* Real-time UI components generated based on current DeFi state and user actions
* Transaction preview and simulation before execution
* Adaptive interface that adjusts complexity based on user expertise level
* Integrated wallet connection widgets and transaction status tracking

**Advanced Thread-Based Context Management**

* Persistent conversation threads maintaining full transaction history and decision context
* Multi-session memory allowing agents to learn from past interactions
* Context window optimization for efficient token usage
* Vector database integration for semantic search across historical interactions

**Embedded Wallet Infrastructure**

* Account abstraction for gasless transactions and improved UX
* Social recovery and multi-signature support for enhanced security
* Seamless onboarding with email/social login options
* Cross-chain compatibility preparation for future expansion

**Fine-tuned LLM Stack**

* Custom-trained models on Berachain documentation, protocols, and PoL mechanics
* Specialized tokenizers for DeFi terminology and blockchain addresses
* RAG (Retrieval Augmented Generation) pipeline for real-time protocol updates
* Continuous learning from on-chain data and user interactions

**Event-Driven Architecture**

* Real-time blockchain event listeners for price updates, emissions, and governance proposals
* Webhook integration for external protocol notifications
* Message queue system for reliable agent-to-agent communication
* Circuit breakers and rate limiting for API protection

**Modular Plugin System**

* Extensible architecture supporting new protocols and chains
* Standardized interfaces for third-party integrations
* Protocol-specific adapters for BEX, Kodiak, and other Berachain DEXs

***

***At the core of Eido is the BBM an orchestrated swarm of agents specialized across DeFi user flows:***\
\- Risk Profiling Agent: Understands a user’s risk appetite via wallet data or manual input.\
\- Strategy Optimization Agent: Builds yield-maximizing strategies based on real-time data and PoL emissions.\
\- Execution Agent: Handles swaps, LP provisioning, and BGT staking via embedded wallet.\
\- Monitoring Agent: Observes yield decay, impermanent loss, and triggers rebalances.\
\- Governance Agent: Delegates BGT, votes on protocol upgrades, and detects bait bribes.\
These agents operate in sync via LangGraph, integrating seamlessly with Berachain-native protocols like BEX, Kodiak, Honeypot, Infrared, and more.

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