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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
Sep 4, 2025 · Artificial Intelligence

How GPT‑5, DeepSeek‑V3.1 and SQLShift Stack Up in the August 2025 SQL LLM Benchmark

The August 2025 SCALE benchmark evaluates new AI models—including the GPT‑5 family, DeepSeek‑V3.1, and the SQLShift tool—across SQL understanding, optimization, and dialect conversion, revealing distinct strengths, weaknesses, and the growing advantage of specialized tools over generic large language models.

AIDeepSeekGPT-5
0 likes · 15 min read
How GPT‑5, DeepSeek‑V3.1 and SQLShift Stack Up in the August 2025 SQL LLM Benchmark