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Building a Universal Memory Layer for AI Agents: Architecture Patterns and Implementation
varun pratap Bhardwaj
varun pratap Bhardwaj
varun pratap Bhardwaj
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Mar 3
Building a Universal Memory Layer for AI Agents: Architecture Patterns and Implementation
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aiagents
#
agentmemory
#
vectorsearch
#
hybridsearch
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11 min read
Optimizing Vector Search
Mansi Tibude
Mansi Tibude
Mansi Tibude
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Mar 3
Optimizing Vector Search
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vectorsearch
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elasticsearch
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vectorwithelastic
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5 min read
What Changed in Our Document-AI Pipeline After Adding a Deep-Search Layer (Production Case Study)
azimkhan
azimkhan
azimkhan
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Mar 2
What Changed in Our Document-AI Pipeline After Adding a Deep-Search Layer (Production Case Study)
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deepresearchtool
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deepresearchai
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vectorsearch
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airesearchassistant
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5 min read
Agentic Search Powered by Elastic’s Agent Builder: Lessons from Building Autonomous Search Systems in Practice
Prosenjeet Saha
Prosenjeet Saha
Prosenjeet Saha
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Feb 25
Agentic Search Powered by Elastic’s Agent Builder: Lessons from Building Autonomous Search Systems in Practice
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vectorsearch
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smartsearchelastic
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4 min read
Building a Simple RAG Pipeline with Elasticsearch as a Vector Database: A Practical Guide with Code, Architecture
Sai Varnik
Sai Varnik
Sai Varnik
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Feb 28
Building a Simple RAG Pipeline with Elasticsearch as a Vector Database: A Practical Guide with Code, Architecture
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elasticsearch
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rag
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ai
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vectorsearch
1
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8 min read
Vectorized Conversations: Building a Quick RAG Chat Assistant Using Elasticsearch as a Vector Database
Ansuj Kumar Meher
Ansuj Kumar Meher
Ansuj Kumar Meher
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Feb 28
Vectorized Conversations: Building a Quick RAG Chat Assistant Using Elasticsearch as a Vector Database
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elasticsearch
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rag
#
vectorsearch
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elasticcloud
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5 min read
Adding Vector Search to a Zero-Dependency Python Package
Xiaona (小娜)
Xiaona (小娜)
Xiaona (小娜)
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Feb 23
Adding Vector Search to a Zero-Dependency Python Package
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python
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ai
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vectorsearch
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opensource
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3 min read
Beyond RAG: Building Self Healing Vector Indexes with Elasticsearch for Production Grade Agentic Systems
Mihir Phalke
Mihir Phalke
Mihir Phalke
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Feb 24
Beyond RAG: Building Self Healing Vector Indexes with Elasticsearch for Production Grade Agentic Systems
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elasticsearch
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vectorsearch
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rag
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machinelearning
1
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13 min read
Building a Universal Memory Layer for AI Agents
varun pratap Bhardwaj
varun pratap Bhardwaj
varun pratap Bhardwaj
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Feb 18
Building a Universal Memory Layer for AI Agents
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aiagents
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agentmemory
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vectorsearch
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hybridretrieval
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12 min read
Building a Chat Assistant Using Elasticsearch as a Vector Database
Divyasree Madduri
Divyasree Madduri
Divyasree Madduri
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Feb 10
Building a Chat Assistant Using Elasticsearch as a Vector Database
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elasticsearch
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vectorsearch
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ai
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rag
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1 min read
Vector Databases vs. Traditional Relational Databases: A Comprehensive Comparison (using Bob :p)
Alain Airom
Alain Airom
Alain Airom
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Feb 7
Vector Databases vs. Traditional Relational Databases: A Comprehensive Comparison (using Bob :p)
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bob
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vectordatabase
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relationaldatabase
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vectorsearch
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13 min read
Why Elasticsearch Is the Best Memory for AI Agents: A Deep Dive into Agentic Architecture
omkar
omkar
omkar
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Feb 27
Why Elasticsearch Is the Best Memory for AI Agents: A Deep Dive into Agentic Architecture
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elasticblogathon
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vectorizedthinking
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agenticai
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vectorsearch
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11 min read
Laravel Search in 2026: Full-Text, Semantic, and Vector Search Explained
Hafiz
Hafiz
Hafiz
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Feb 11
Laravel Search in 2026: Full-Text, Semantic, and Vector Search Explained
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laravel
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search
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fulltextsearch
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vectorsearch
1
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10 min read
What If Vector Search with Voyage AI and MongoDB Was Just... Simple?
Michael Lynn
Michael Lynn
Michael Lynn
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Feb 3
What If Vector Search with Voyage AI and MongoDB Was Just... Simple?
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mongodb
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ai
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vectorsearch
#
cli
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14 min read
Agentic Vector Search: Building a Production-Grade AI Assistant with Elasticsearch
Shreyash Pore
Shreyash Pore
Shreyash Pore
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Feb 23
Agentic Vector Search: Building a Production-Grade AI Assistant with Elasticsearch
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semanticsearch
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vectordatabase
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vectorsearchwithelastic
#
vectorsearch
1
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3 min read
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