1
Designing tools an LLM won't misuse
别再甩锅给模型了，工具Schema设计才是Agent翻车的重灾区。
Originally published on Loop & Retry — field notes on building LLM agents that survive production. Most agent bugs I've chased weren't in the mode…
2
The API promised industry keywords. Modern sites kept returning [].
Postman 帮你优雅测试API，一键校验响应结构与Schema，避免数据解析错位问题，调试效率拉满。
This is a submission for DEV's Summer Bug Smash: Smash Stories powered by Sentry . The quietest kind of production bug The endpoint was healthy. Payme…
3
Keep It Real: A Schema-Level Deferral Channel for Concise LLM Dialogue [pdf]
大模型对话总是冗长？Schema级延迟通道带来更简洁的LLM交互新思路。
Article URL: https://raw.githubusercontent.com/noamt/kir/cfdc97de467de8d84d60f073773c0dcfd9975849/paper/arxiv/main.pdf Comments URL: https://news.ycom…
4
Closed-Loop Validation-Repair for Healthcare Interoperability: A Multi-Model Study of Schema Compliance in Clinical LLMs
提出闭环验证修复框架，研究临床LLM在医疗数据互操作性中的模式合规表现。
arXiv:2607.24371v1 Announce Type: new Abstract: Healthcare interoperability requires AI systems to produce structured outputs conforming to standardiz…
5
Why Your Unit Tests Aren't Enough (And How to Break Your Own API)
Schemathesis 自动生成 API 测试用例，精准发现单元测试遗漏的 4xx/5xx 错误，并直接集成 FastAPI 等框架
Stop testing the happy path. Learn how to use property-based testing and Schemathesis to automate chaos and break your API before your users do The Pr…
6
When JSON Is Not Enough: Semantic Reliability of Schema-Constrained LLM Ordering Agents
当JSON不够用时，这项研究揭示了LLM排序代理在模式约束下的语义可靠性问题，值得关注。
arXiv:2607.18261v1 Announce Type: new Abstract: LLM agents are increasingly used as transaction compilers: a user states an intent in natural language…
7
Show HN: A schema you change by talking to it, without the model writing SQL
对话式修改数据库schema，LLM通过工具调用而非写SQL，动态重绘UI的CRM开源项目
Wanted to try something new, decided to create a mutable crm, which re renders the UI after you apply a change. The llm only modifies the db via tool …
8
Learn Schema Validation With a Tiny GitHub Issue Fields Project
用GitHub新出的Issue Fields功能，手把手教你做一个schema验证的实战小项目，适合想学结构校验的开发者。
GitHub announced on July 2, 2026 that Issue fields are generally available, including integration with GitHub's MCP server. Primary source: GitHub Cha…
9
Show HN: Revector – Alembic-style schema migrations for Qdrant
Qdrant用户福音：类Alembic的声明式YAML迁移，一条命令搞定向量库schema版本管理
Hey HN! I'm Diego. I've been extensively using Qdrant for hybrid search, but there's no standard way to track and manage schema migrations. I've used …
10
Glama clones your repo. Smithery proxies your HTTP. mcp.so wants a markdown line.
自动克隆仓库并梳理 MCP 服务，支持 HTTP 端点代理和工具 Schema 注册，让开发者快速接入并复用 AI 工具，省时省力。
I spent yesterday afternoon trying to list one MCP server on three catalogs: Glama, Smithery, and mcp.so. I assumed they would be variations of the sa…
11
Show HN: dbconform – stateless schema drift repair, no migration history
无需迁移历史，直接对比声明式Schema与数据库，自动生成修复SQL，终结混乱的数据库状态管理。
No Alembic. No migration files. No history table. dbconform compares your declared schema against your live database and generates the SQL to close th…
12
Your Website Ranks #1 on Google. ChatGPT Has Never Heard of You
网站Google排第一，ChatGPT却查无此人？揭秘AI搜索与SEO的诡异断层
Google ranked your site #1. Traffic is good. Life is fine. Then someone opens ChatGPT and asks for a recommendation in your niche. Your name does not …