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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 benchmarkingLLM evaluationSQL
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
Dec 24, 2025 · Databases

Why Relying Solely on Large Language Models for Database Migration Is Risky – Insights from SQLShift

The article explains the hidden challenges of database migration, demonstrates that large language models alone cannot reliably handle dialect differences, and describes how the SQLShift tool combines domain‑specific fine‑tuning, multi‑stage verification, and human‑AI collaboration to make migration safer and more predictable.

AIDBADatabase Migration
0 likes · 9 min read
Why Relying Solely on Large Language Models for Database Migration Is Risky – Insights from SQLShift
Aikesheng Open Source Community
Aikesheng Open Source Community
Nov 21, 2025 · Artificial Intelligence

Gemini 3 Pro Leads SQL Benchmarks with Deep Understanding, High‑Quality Optimization, and Balanced Dialect Conversion

The SCALE evaluation shows Gemini 3 Pro topping the SQL benchmark leaderboard, achieving No.1 in SQL understanding, No.2 in optimization, and No.6 in dialect conversion, while highlighting its strengths in execution accuracy, syntax error detection, and areas needing improvement such as execution‑plan prediction and large‑SQL handling.

AI model evaluationGemini-3-ProSCALE Framework
0 likes · 12 min read
Gemini 3 Pro Leads SQL Benchmarks with Deep Understanding, High‑Quality Optimization, and Balanced Dialect Conversion