今日已更新 257 条资讯 | 累计 40702 条内容
关于我们

标签:#vs

找到 248 篇相关文章

AI 资讯

I Got Tired of AI Agents Breaking My System Contracts, So I Built Something to Stop It

Okay, story time. If you've worked on a full stack app where the backend is Java/Spring Boot and the frontend is React, you know the drill. Someone changes something on one side of a contract and nobody tells the other side. Weeks later you're playing detective across five files trying to figure out who calls what. And it's not just REST endpoints. It's the scheduled job that quietly writes to the same table your API touches. It's the service that calls another service, which calls another service. It's the Kafka event your controller publishes that some completely unrelated listener is consuming three modules away. All of that is "the contract" too, it's just invisible unless you go looking for it. Now add AI coding agents into that picture. They're great at writing code in the file they're looking at. They're not great at knowing that the component they're editing calls an endpoint, which hits a controller, which calls a service, which calls a repository, which is also written to by a scheduled job at 2am, which also fires an event three other services are listening for. Agents see one file at a time. So they'll happily rename a field or change a return shape on one side and leave everything downstream of it completely unaware anything changed. I got burned by this enough times that I decided to build the map myself. That's how Contour happened, and then, once I realized AI agents needed to query that map directly instead of just reading it off my screen, Contour MCP happened right after. Let's get into it. The actual problem Working across a UI, a REST API, a service layer, a repository layer, a database, plus schedulers and events sitting on top of all of it, two things go wrong constantly. Agents (and honestly, humans too) edit one side of a flow without knowing the other side exists. People burn real time reconstructing a call chain by hand, jumping through five or six files just to make a change that should be simple. Both come from the same root cause. Nobod

2026-08-07 原文 →
AI 资讯

Minimalist LaTeX + VSCode Setup (macOS)

LaTeX is a document preparation system for high-quality typesetting, perfect for academic papers and technical docs. Many people turn to Overleaf as their go-to online editor for LaTeX, but it comes with its own frustrations. If you are tired of Overleaf being costly and always hitting the compile timed out error, this guide is for you! The full MacTeX install weighs in at a massive ~6.4GB, most of which you'll never actually use. Setting up a minimalist LaTeX environment on macOS using BasicTeX and VSCode is a much better alternative that makes your setup ~8 times smaller. It saves storage and makes it much easier to collaborate with your teammates using GitHub as a combo. Install LaTeX via Homebrew We'll use Homebrew to keep things manageable. If you don't have it, grab it at brew.sh . 1. Install LaTeX BasicTeX is the "lean" version of MacTeX. It's only ~140MB initially. brew install --cask basictex 2. Refresh your path and verify Make the TeX binaries available in your current terminal session: eval " $( /usr/libexec/path_helper ) " The default LaTeX compiler pdflatex should be available now. Verify it's working: which pdflatex pdflatex --version 3. Update tlmgr and packages tlmgr is the TeX Live Manager. To update tlmgr and all packages, run the following commands: sudo tlmgr update --self sudo tlmgr update --all 4. Install latexmk (build manager) latexmk is the "build manager" that handles multiple runs of the compiler (necessary for bibliographies and tables of contents). sudo tlmgr install latexmk Verify latexmk version: which latexmk latexmk --version 5. Install essential package collections BasicTeX is too bare-bones for real projects. Since we went minimalist, we need to grab only the packages we actually use. These three collections will cover 90% of your needs while keeping storage down. sudo tlmgr install collection-latexrecommended sudo tlmgr install collection-fontsrecommended sudo tlmgr install collection-latexextra Note: If a build fails due to a mi

2026-08-05 原文 →