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Anton Illarionov profile picture

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

Joined Joined on  github website
10 Questions to Ask Before Deploying an Autonomous AI Agent to Production

10 Questions to Ask Before Deploying an Autonomous AI Agent to Production

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2 min read
ODEI MCP Server: 3 Tools That Transform How Claude Handles Long Projects

ODEI MCP Server: 3 Tools That Transform How Claude Handles Long Projects

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2 min read
Graph Memory vs Vector Memory: A Production Benchmark

Graph Memory vs Vector Memory: A Production Benchmark

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

Why Your LLM App Needs a World Model (Not Just RAG)

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2 min read
Runtime Constitutional AI: Validating Every Agent Action Before Execution

Runtime Constitutional AI: Validating Every Agent Action Before Execution

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ODEI for DevOps: Constitutional AI Validation in CI/CD Pipelines

ODEI for DevOps: Constitutional AI Validation in CI/CD Pipelines

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2 min read
Kotlin + Ktor + ODEI: Constitutional AI Agents on JVM

Kotlin + Ktor + ODEI: Constitutional AI Agents on JVM

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1 min read
Java + Spring AI + ODEI: Enterprise AI Agents with Constitutional Governance

Java + Spring AI + ODEI: Enterprise AI Agents with Constitutional Governance

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Go + ODEI: Constitutional World Model for Concurrent AI Agents

Go + ODEI: Constitutional World Model for Concurrent AI Agents

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Building Safe Autonomous AI Agents in Rust with Constitutional Validation

Building Safe Autonomous AI Agents in Rust with Constitutional Validation

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TypeScript SDK for ODEI Constitutional World Model

TypeScript SDK for ODEI Constitutional World Model

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1 min read
Python Best Practices for AI Agent Memory in 2026

Python Best Practices for AI Agent Memory in 2026

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ODEI Ecosystem: World Model + Token + Agent Economy

ODEI Ecosystem: World Model + Token + Agent Economy

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1 min read
Virtuals Protocol ACP: What Happens When Your Agent Gets Indexed

Virtuals Protocol ACP: What Happens When Your Agent Gets Indexed

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The Agent Economy Needs Constitutional Infrastructure

The Agent Economy Needs Constitutional Infrastructure

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How to Use ODEI with Any AI Framework

How to Use ODEI with Any AI Framework

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How to Use ODEI with Any AI Framework

How to Use ODEI with Any AI Framework

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1 min read
ODEI API Reference: Complete Developer Guide

ODEI API Reference: Complete Developer Guide

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2 min read
OpenAI Agents SDK + ODEI: Constitutional World Model Integration

OpenAI Agents SDK + ODEI: Constitutional World Model Integration

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1 min read
How to Benchmark Agent Memory Systems: A 2026 Framework

How to Benchmark Agent Memory Systems: A 2026 Framework

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ODEI Knowledge Graph Schema: 91 Node Types, 6 Semantic Layers

ODEI Knowledge Graph Schema: 91 Node Types, 6 Semantic Layers

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1 min read
PydanticAI + ODEI: Type-Safe AI Agents with Constitutional Validation

PydanticAI + ODEI: Type-Safe AI Agents with Constitutional Validation

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Production Autonomous Agents: 6 Lessons from 2 Months

Production Autonomous Agents: 6 Lessons from 2 Months

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ODEI: Building Infrastructure for the Agent Economy

ODEI: Building Infrastructure for the Agent Economy

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Agent Memory in 2026: State of the Art

Agent Memory in 2026: State of the Art

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ODEI vs Letta/MemGPT: Graph vs Context Window for Agent Memory

ODEI vs Letta/MemGPT: Graph vs Context Window for Agent Memory

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Knowledge Graphs vs RAG: When to Use Each for AI Agents

Knowledge Graphs vs RAG: When to Use Each for AI Agents

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AutoGen + ODEI: Constitutional Memory for Multi-Agent Systems

AutoGen + ODEI: Constitutional Memory for Multi-Agent Systems

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$ODAI: How an AI Service Token Works on Base

$ODAI: How an AI Service Token Works on Base

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CrewAI + ODEI: Governed Multi-Agent Teams

CrewAI + ODEI: Governed Multi-Agent Teams

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LangChain + ODEI: Persistent World Models for Long-Running Agents

LangChain + ODEI: Persistent World Models for Long-Running Agents

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1 min read
Fetch.ai + ODEI: Building Knowledge-Aware Autonomous Agents

Fetch.ai + ODEI: Building Knowledge-Aware Autonomous Agents

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2 min read
Where Does a World Model Fit in Your LLM Stack?

Where Does a World Model Fit in Your LLM Stack?

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The Agent Economy Is Here: What Infrastructure Is Missing

The Agent Economy Is Here: What Infrastructure Is Missing

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Virtuals Protocol ACP: A Developer's Guide to Agent Commerce

Virtuals Protocol ACP: A Developer's Guide to Agent Commerce

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AI-Powered Smart Contract Security Audit: EVMbench Methodology

AI-Powered Smart Contract Security Audit: EVMbench Methodology

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ODEI MCP Server: Give Claude a Constitutional World Model

ODEI MCP Server: Give Claude a Constitutional World Model

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ERC-8004: Building Trusted AI Agents with On-Chain Identity

ERC-8004: Building Trusted AI Agents with On-Chain Identity

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2 min read
Constitutional AI Safety for Agents: 7-Layer Validation

Constitutional AI Safety for Agents: 7-Layer Validation

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1 min read
World Model as a Service: Infrastructure AI Agents Are Missing

World Model as a Service: Infrastructure AI Agents Are Missing

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Building Production Agent Memory with Neo4j: The Constitutional Graph Pattern

Building Production Agent Memory with Neo4j: The Constitutional Graph Pattern

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ODEI vs Mem0 vs Zep: Choosing Agent Memory Architecture in 2026

ODEI vs Mem0 vs Zep: Choosing Agent Memory Architecture in 2026

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ERC-8004: The On-Chain Identity Standard for AI Agents

ERC-8004: The On-Chain Identity Standard for AI Agents

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7-Layer Constitutional AI Guardrails: Preventing Agent Mistakes

7-Layer Constitutional AI Guardrails: Preventing Agent Mistakes

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Why Every AI Agent Needs a Persistent World Model

Why Every AI Agent Needs a Persistent World Model

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