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Anton Illarionov

Co-founder of ODEI — World Model as a Service for AI agents. Building constitutional knowledge graphs and AI safety infrastructure. api.odei.ai

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Graph Memory vs Vector Memory: A Production Benchmark
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Graph Memory vs Vector Memory: A Production Benchmark

#ai #agents #architecture
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2 min read
Why Your LLM App Needs a World Model (Not Just RAG)
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Why Your LLM App Needs a World Model (Not Just RAG)

#ai #llm #architecture
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2 min read
Runtime Constitutional AI: Validating Every Agent Action Before Execution
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Runtime Constitutional AI: Validating Every Agent Action Before Execution

#ai #security #agents #constitutional
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2 min read
ODEI for DevOps: Constitutional AI Validation in CI/CD Pipelines
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ODEI for DevOps: Constitutional AI Validation in CI/CD Pipelines

#devops #ai #security #cicd
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2 min read
Kotlin + Ktor + ODEI: Constitutional AI Agents on JVM
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Kotlin + Ktor + ODEI: Constitutional AI Agents on JVM

#kotlin #ai #agents
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1 min read
Java + Spring AI + ODEI: Enterprise AI Agents with Constitutional Governance
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Java + Spring AI + ODEI: Enterprise AI Agents with Constitutional Governance

#java #spring #ai #agents
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1 min read
Go + ODEI: Constitutional World Model for Concurrent AI Agents
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Go + ODEI: Constitutional World Model for Concurrent AI Agents

#go #ai #agents
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1 min read
Building Safe Autonomous AI Agents in Rust with Constitutional Validation
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Building Safe Autonomous AI Agents in Rust with Constitutional Validation

#rust #ai #agents
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1 min read
TypeScript SDK for ODEI Constitutional World Model
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TypeScript SDK for ODEI Constitutional World Model

#typescript #ai #agents
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1 min read
Python Best Practices for AI Agent Memory in 2026
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Python Best Practices for AI Agent Memory in 2026

#python #ai #agents
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1 min read
ODEI Ecosystem: World Model + Token + Agent Economy
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ODEI Ecosystem: World Model + Token + Agent Economy

#ai #blockchain #agents #web3
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1 min read
Virtuals Protocol ACP: What Happens When Your Agent Gets Indexed
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Virtuals Protocol ACP: What Happens When Your Agent Gets Indexed

#ai #blockchain #agents
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1 min read
The Agent Economy Needs Constitutional Infrastructure
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The Agent Economy Needs Constitutional Infrastructure

#ai #agents #web3
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1 min read
How to Use ODEI with Any AI Framework
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How to Use ODEI with Any AI Framework

#ai #agents #tutorial
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1 min read
How to Use ODEI with Any AI Framework
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How to Use ODEI with Any AI Framework

#ai #agents #python #tutorial
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1 min read
ODEI API Reference: Complete Developer Guide
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ODEI API Reference: Complete Developer Guide

#api #ai #agents #documentation
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2 min read
OpenAI Agents SDK + ODEI: Constitutional World Model Integration
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OpenAI Agents SDK + ODEI: Constitutional World Model Integration

#ai #openai #agents
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1 min read
How to Benchmark Agent Memory Systems: A 2026 Framework
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How to Benchmark Agent Memory Systems: A 2026 Framework

#ai #agents #benchmark #architecture
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1 min read
ODEI Knowledge Graph Schema: 91 Node Types, 6 Semantic Layers
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ODEI Knowledge Graph Schema: 91 Node Types, 6 Semantic Layers

#neo4j #ai #architecture
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1 min read
PydanticAI + ODEI: Type-Safe AI Agents with Constitutional Validation
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PydanticAI + ODEI: Type-Safe AI Agents with Constitutional Validation

#ai #agents #python
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1 min read
Production Autonomous Agents: 6 Lessons from 2 Months
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Production Autonomous Agents: 6 Lessons from 2 Months

#ai #agents #architecture
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2 min read
ODEI: Building Infrastructure for the Agent Economy
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ODEI: Building Infrastructure for the Agent Economy

#ai #agents #blockchain #web3
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2 min read
Agent Memory in 2026: State of the Art
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Agent Memory in 2026: State of the Art

#ai #agents #architecture
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2 min read
ODEI vs Letta/MemGPT: Graph vs Context Window for Agent Memory
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ODEI vs Letta/MemGPT: Graph vs Context Window for Agent Memory

#ai #agents #architecture
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1 min read
Knowledge Graphs vs RAG: When to Use Each for AI Agents
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Knowledge Graphs vs RAG: When to Use Each for AI Agents

#ai #agents #architecture #llm
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1 min read
AutoGen + ODEI: Constitutional Memory for Multi-Agent Systems
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AutoGen + ODEI: Constitutional Memory for Multi-Agent Systems

#ai #agents #python
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1 min read
$ODAI: How an AI Service Token Works on Base
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$ODAI: How an AI Service Token Works on Base

#blockchain #ethereum #ai
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1 min read
CrewAI + ODEI: Governed Multi-Agent Teams
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CrewAI + ODEI: Governed Multi-Agent Teams

#ai #agents #python
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1 min read
LangChain + ODEI: Persistent World Models for Long-Running Agents
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LangChain + ODEI: Persistent World Models for Long-Running Agents

#ai #langchain #agents #python
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1 min read
Fetch.ai + ODEI: Building Knowledge-Aware Autonomous Agents
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Fetch.ai + ODEI: Building Knowledge-Aware Autonomous Agents

#ai #agents #blockchain
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2 min read
Where Does a World Model Fit in Your LLM Stack?
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Where Does a World Model Fit in Your LLM Stack?

#ai #agents #architecture #llm
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2 min read
The Agent Economy Is Here: What Infrastructure Is Missing
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The Agent Economy Is Here: What Infrastructure Is Missing

#ai #agents #blockchain #web3
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2 min read
Virtuals Protocol ACP: A Developer's Guide to Agent Commerce
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Virtuals Protocol ACP: A Developer's Guide to Agent Commerce

#ai #blockchain #agents #web3
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2 min read
AI-Powered Smart Contract Security Audit: EVMbench Methodology
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AI-Powered Smart Contract Security Audit: EVMbench Methodology

#ethereum #security #blockchain #web3
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2 min read
ODEI MCP Server: Give Claude a Constitutional World Model
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ODEI MCP Server: Give Claude a Constitutional World Model

#ai #mcp #claude #agents
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2 min read
ERC-8004: Building Trusted AI Agents with On-Chain Identity
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ERC-8004: Building Trusted AI Agents with On-Chain Identity

#ethereum #ai #blockchain #web3
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2 min read
Constitutional AI Safety for Agents: 7-Layer Validation
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Constitutional AI Safety for Agents: 7-Layer Validation

#ai #security #agents
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1 min read
World Model as a Service: Infrastructure AI Agents Are Missing
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World Model as a Service: Infrastructure AI Agents Are Missing

#ai #agents #architecture
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2 min read
Building Production Agent Memory with Neo4j: The Constitutional Graph Pattern
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Building Production Agent Memory with Neo4j: The Constitutional Graph Pattern

#neo4j #ai #agents #architecture
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2 min read
ODEI vs Mem0 vs Zep: Choosing Agent Memory Architecture in 2026
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ODEI vs Mem0 vs Zep: Choosing Agent Memory Architecture in 2026

#ai #agents #architecture
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2 min read
ERC-8004: The On-Chain Identity Standard for AI Agents
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ERC-8004: The On-Chain Identity Standard for AI Agents

#ethereum #ai #blockchain
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2 min read
7-Layer Constitutional AI Guardrails: Preventing Agent Mistakes
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7-Layer Constitutional AI Guardrails: Preventing Agent Mistakes

#ai #security #agents #architecture
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3 min read
Why Every AI Agent Needs a Persistent World Model
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Why Every AI Agent Needs a Persistent World Model

#ai #agents #architecture #llm
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3 min read
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