Ying Li

Java/Spring Boot dev, 15 yrs. I build Shopify order workflows for made-to-order brands and add AI (LLM, RAG, MCP) to existing backends. Remote.

[Ying Li @yingli_dev]

Selling made-to-order products on Shopify?

Orders can't ship until customers approve the product, and spreadsheets break down fast.

I built a system for that: Shopify sync, factory assignment, photo approval by email, logistics shipping.

15 yrs Java/Spring. DM me.

[Ying Li @yingli_dev]

@RiftboundCard thx 😘

[Ying Li @yingli_dev]

Selling made-to-order products on Shopify?

Orders can't ship until customers approve the product, and spreadsheets break down fast.

I built a system for that: Shopify sync, factory assignment, photo approval by email, logistics shipping.

15 yrs Java/Spring. DM me.

[Ying Li @yingli_dev]

Text2SQL 省的是写 SQL，省不掉定义指标。 定义清楚指标 → 模型是意图翻译器 → 框架是 SQL 编译器。
🔗 完整实现已开源： https://t.co/b1FXWR3zdt

#Text2SQL #AIAgent

[Ying Li @yingli_dev]

大家都说 Text2SQL 是企业问数的未来。 我踩完所有坑，得出相反结论： 纯 Text2SQL 不应该进生产。 以下是四个死穴。

[Ying Li @yingli_dev]

我们的路线：指标即配置 + SQL 编译器 模型只做意图理解 → 输出 metric + dimension + filter（全是枚举值） 框架从 YAML 取 SQL 片段 → 确定性编译 同一问题永远同一条 SQL，数字可复现、可对账。

[Ying Li @yingli_dev]

@Ariwerks i'm interested