BestHub
Sign in
Mingyi World Elasticsearch
Author

Mingyi World Elasticsearch

The leading WeChat public account for Elasticsearch fundamentals, advanced topics, and hands‑on practice. Join us to dive deep into the ELK Stack (Elasticsearch, Logstash, Kibana, Beats).

110
Articles
0
Likes
219
Views
0
Comments
Recent Articles

Latest from Mingyi World Elasticsearch

100 recent articles max
Mingyi World Elasticsearch
Mingyi World Elasticsearch
Jun 7, 2026 · Artificial Intelligence

Build an Enterprise RAG Vector Search System from Scratch with LangChain, Easysearch, and MiMo

This article walks through the complete end‑to‑end pipeline for building a production‑grade RAG system—including document chunking, embedding generation via MiMo, vector storage and kNN retrieval in Easysearch, hybrid search configuration, prompt engineering, answer generation, interactive chat, and a detailed list of common pitfalls and fixes.

EasysearchLangChainMiMo
0 likes · 17 min read
Build an Enterprise RAG Vector Search System from Scratch with LangChain, Easysearch, and MiMo
Mingyi World Elasticsearch
Mingyi World Elasticsearch
May 31, 2026 · Operations

How to Collect Easysearch Logs with Filebeat OSS: A Step‑by‑Step Guide

This guide walks through selecting Filebeat OSS 7.10.2, preparing Ubuntu 20.04, uploading and extracting the package, configuring filebeat.yml for Easysearch log paths, creating an index template, starting Filebeat, verifying data ingestion, and applying production‑grade recommendations such as systemd service setup and ILM policies.

EasysearchElasticsearchUbuntu
0 likes · 11 min read
How to Collect Easysearch Logs with Filebeat OSS: A Step‑by‑Step Guide
Mingyi World Elasticsearch
Mingyi World Elasticsearch
May 31, 2026 · Operations

Automating Easysearch Cluster Alerts and Root‑Cause Analysis with AIOps – Full Implementation Guide

This article walks through a practical AIOps solution that replaces brittle keyword rules for Easysearch Elasticsearch clusters with a three‑step pipeline—Filebeat log ingestion, Flask‑driven LLM analysis, and automated email alerts plus ES feedback—detailing configuration, code, pitfalls, and suitability.

AIOpsDeepSeekElasticsearch
0 likes · 12 min read
Automating Easysearch Cluster Alerts and Root‑Cause Analysis with AIOps – Full Implementation Guide
Mingyi World Elasticsearch
Mingyi World Elasticsearch
May 12, 2026 · Backend Development

From Zero to One: Building a Personalized E‑commerce Search with Easysearch

The article walks through constructing a fully personalized e‑commerce search system using Easysearch and Python Flask, detailing product modeling, behavior collection, profile building with time decay and LLM augmentation, and how to inject these signals into Elasticsearch DSL for real‑time, user‑specific ranking and recommendation.

EasysearchElasticsearchLLM
0 likes · 18 min read
From Zero to One: Building a Personalized E‑commerce Search with Easysearch
Mingyi World Elasticsearch
Mingyi World Elasticsearch
May 11, 2026 · Databases

When Search Meets Rust: A Deep Dive into INFINI Pizza, the Next‑Gen Real‑Time Search Engine

This article analytically examines INFINI Pizza, a Rust‑implemented distributed search database, detailing its design philosophy, hierarchical data model, rolling‑partition‑shard architecture, share‑nothing + io_uring I/O stack, true real‑time indexing, in‑place partial updates, AI‑native hybrid search capabilities, ecosystem components, and a point‑by‑point comparison with Elasticsearch.

AI-nativeDistributedParquet
0 likes · 20 min read
When Search Meets Rust: A Deep Dive into INFINI Pizza, the Next‑Gen Real‑Time Search Engine
Mingyi World Elasticsearch
Mingyi World Elasticsearch
Apr 19, 2026 · Industry Insights

ElasticStack 2026: Beyond New Versions, It’s Becoming an Agent Platform

In early 2026 ElasticStack transformed from a traditional search‑log‑visualization stack into an Agent platform, accelerating releases across three lines, elevating Elasticsearch to a context‑engineered infrastructure, unifying ES|QL as a platform‑wide interaction layer, and integrating Workflows, MCP, and vector enhancements to drive autonomous observability and security operations.

Agent PlatformElasticStackElasticsearch
0 likes · 20 min read
ElasticStack 2026: Beyond New Versions, It’s Becoming an Agent Platform
Mingyi World Elasticsearch
Mingyi World Elasticsearch
Apr 18, 2026 · Artificial Intelligence

How an Easysearch AI Assistant Beats RAG Without Using Retrieval‑Augmented Generation

The article details a step‑by‑step case study showing that a well‑engineered AI assistant—built with Flask, DeepSeek, structured prompts, strict output rules, and a lightweight SQLite session store—can achieve high answer quality, traceability and user experience comparable to RAG systems without the overhead of vector retrieval.

AI assistantEasysearchFlask
0 likes · 11 min read
How an Easysearch AI Assistant Beats RAG Without Using Retrieval‑Augmented Generation
Mingyi World Elasticsearch
Mingyi World Elasticsearch
Apr 7, 2026 · Backend Development

Connect Easysearch to Kibana in Two Simple Steps

This guide shows how to make Kibana OSS recognize INFINI Easysearch by enabling Elasticsearch API compatibility mode, masquerading the version as 7.10.2, configuring Kibana to point to Easysearch, handling SSL verification and special characters in passwords, and verifying the connection through Kibana Dev Tools.

ConfigurationEasysearchElasticsearch compatibility
0 likes · 7 min read
Connect Easysearch to Kibana in Two Simple Steps