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Aikesheng Open Source Community

The Aikesheng Open Source Community provides stable, enterprise‑grade MySQL open‑source tools and services, releases a premium open‑source component each year (1024), and continuously operates and maintains them.

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Latest from Aikesheng Open Source Community

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Aikesheng Open Source Community
Aikesheng Open Source Community
May 11, 2026 · Artificial Intelligence

SCALE April 2026 Large‑Model SQL Capability Ranking Unveiled

The SCALE April 2026 report adds four new models—DeepSeek‑V4‑Pro, DeepSeek‑V4‑Flash, GPT‑5.5 and Claude Opus 4.7—to its SQL capability leaderboard, evaluates them across SQL understanding, optimization and dialect conversion, and highlights each model’s strengths, weaknesses, and recommended deployment scenarios.

AI BenchmarkDialect ConversionSQL
0 likes · 17 min read
SCALE April 2026 Large‑Model SQL Capability Ranking Unveiled
Aikesheng Open Source Community
Aikesheng Open Source Community
Mar 9, 2026 · Artificial Intelligence

Why Traditional AI Benchmarks Fail and How SCALE Redefines SQL LLM Evaluation

The article examines the shortcomings of conventional AI evaluation methods, introduces the concept of an "unknown" risk in production settings, and presents SCALE—a continuously updated, high‑fidelity benchmark that stresses large‑model SQL capabilities with real‑world incident data and mixed objective‑subjective scoring.

AI evaluationModel selectionSQL benchmark
0 likes · 11 min read
Why Traditional AI Benchmarks Fail and How SCALE Redefines SQL LLM Evaluation
Aikesheng Open Source Community
Aikesheng Open Source Community
Mar 2, 2026 · Artificial Intelligence

Why Traditional AI Benchmarks Fail and How SCALE Redefines SQL Model Evaluation

The article argues that conventional AI evaluation metrics miss critical unknown risks, outlines three key challenges in AI model selection for database tasks, introduces the SCALE benchmark with real‑world incident data, and explains its mixed evaluation framework that combines objective, subjective, and performance‑driven assessments to guide tech leaders toward reliable SQL‑focused AI solutions.

AI evaluationModel selectionSCALE benchmark
0 likes · 10 min read
Why Traditional AI Benchmarks Fail and How SCALE Redefines SQL Model Evaluation
Aikesheng Open Source Community
Aikesheng Open Source Community
Feb 26, 2026 · Databases

Essential MySQL Replication Best Practices to Keep Your Replicas Stable

This guide presents practical, DBA‑tested MySQL replication best practices—including GTID, row‑based replication, mandatory primary keys, schema consistency, binlog tuning, read‑only protection, dedicated replication users, latency monitoring, parallel workers, and SSL encryption—to ensure reliable, predictable replica behavior.

Database AdministrationGTIDPerformance
0 likes · 9 min read
Essential MySQL Replication Best Practices to Keep Your Replicas Stable
Aikesheng Open Source Community
Aikesheng Open Source Community
Feb 9, 2026 · Databases

What the Latest SCALE Benchmark Shows About SQL Optimization in GLM‑4.7 and Seed‑OSS‑36B

The January 2026 SCALE benchmark adds an index‑suggestion metric and evaluates two new LLMs—智谱 GLM‑4.7 and 字节跳动 Seed‑OSS‑36B—revealing strengths in dialect conversion, moderate SQL understanding, and notable gaps in complex execution‑plan analysis and practical index recommendations.

AI benchmarkingDatabase OptimizationDialect Conversion
0 likes · 15 min read
What the Latest SCALE Benchmark Shows About SQL Optimization in GLM‑4.7 and Seed‑OSS‑36B
Aikesheng Open Source Community
Aikesheng Open Source Community
Feb 6, 2026 · Databases

Rebuilding a MySQL Replica Fast with MyDumper and MyLoader

This guide explains how to use MyDumper for logical backups and MyLoader for fast, parallel replica reconstruction, covering backup parameters, metadata configuration, replication setup, handling faulty replicas, and final restoration steps to ensure data consistency and minimal downtime.

MyLoaderlogical backupmydumper
0 likes · 11 min read
Rebuilding a MySQL Replica Fast with MyDumper and MyLoader