matrix1010's recent timeline updates
matrix1010's repos on GitHub
Python · 430 watchers
theine
high performance in-memory cache
Go · 371 watchers
theine-go
high performance in-memory cache
Go · 93 watchers
tablepilot
AI-native platform for tabular data generation via CLI, WebUI or app.
Python · 46 watchers
cacheme
Asyncio cache framework for Python
TypeScript · 34 watchers
forgery
Build, remix, and re-style characters with AI
Go · 25 watchers
cacheme-go
🚀 Schema based, typed Redis caching/memoize framework for Go
Rust · 12 watchers
theine-core
theine-py Rust core
Go · 10 watchers
piper
🛠 Viper wrapper with config inheritance and key generation
Python · 8 watchers
django-admin-select-search
Add a select box to django admin search.
Go · 8 watchers
go-cache-benchmark-plus
Go · 6 watchers
carrier
🛠 A test fixtures replacement for Go, support struct and ent, inspired by factory_bot/factory_boy
Go · 4 watchers
theine-nvm
Python · 3 watchers
pharos
Managing Kubernetes resources in Python(Django ORM style)
Python · 1 watchers
bounded-zipf
Bounded Zipf generator ported from Go
1 watchers
cacheme-benchmark
cacheme benchmarks
Go · 0 watchers
awesome-go
A curated list of awesome Go frameworks, libraries and software
0 watchers
bimg
Go package for fast high-level image processing powered by libvips C library
Go · 0 watchers
csghub-server
csghub-server is the backend server for CSGHub which helps user to manage datasets, modes, and also run Model Inference, Finetune and Application Spaces.
Python · 0 watchers
django
The Web framework for perfectionists with deadlines.
Python · 0 watchers
django-admin-tree
Simple tree structure in django admin, using jQuery Nestable
Python · 0 watchers
django-parler
Easily translate "cheese omelet" into "omelette au fromage".
Python · 0 watchers
django-redis
Full featured redis cache backend for Django.
Python · 0 watchers
django-rest-framework
Web APIs for Django.
Emacs Lisp · 0 watchers
dotfiles
Go · 0 watchers
echo-ent-cacheme-example
Go · 0 watchers
ent
An entity framework for Go
Dart · 0 watchers
excel
Excel Library for Flutter and Dart - https://pub.dev/packages/excel
Python · 0 watchers
factory_boy
A test fixtures replacement for Python
Go · 0 watchers
go-txdb
Immutable transaction isolated sql driver for golang
Go · 0 watchers
google-cloud-go
Google Cloud Client Libraries for Go.
Ruby · 0 watchers
homebrew-tablepilot
Dart · 0 watchers
jiffy
Jiffy is a Flutter (Android, IOS and Web) date time package for parsing, manipulating, querying and formatting dates
Python · 0 watchers
leetcode
leetcode with simple doc
Mathematica · 0 watchers
mathematica-beam-analysis-package
An example mathematica beam analysis program, including linear and rotor dynamic analysis
Go · 0 watchers
opentelemetry-go-contrib
Collection of extensions for OpenTelemetry-Go.
TypeScript · 0 watchers
pi-mono
AI agent toolkit: coding agent CLI, unified LLM API, TUI & web UI libraries, Slack bot, vLLM pods
0 watchers
pykube
Python client library for Kubernetes
JavaScript · 0 watchers
small-webgl-test
A small webgl test project
Python · 0 watchers
spark-elasticsearch-recommender-basic
Basic steps for a simple spark-elasticsearch als recipe recommender
0 watchers
Yiling-J
matrix1010

matrix1010

V2EX member #264857, joined on 2017-11-04 12:46:24 +08:00
Today's activity rank 6380
matrix1010's recent replies
@strawberrydafu 现在类别是写死的服装/姿势/表情, 而且只有服装能提取。下一步我准备把类别变成完全可以自定义的,你可以自己添加类别,然后提取/生成的时候都可以选这些自定义类别
我在公司同时做 3 个比较复杂的项目,差不多 95%以上的代码都是 Jules 生成的。有几个小经验:

- 架构层面必须我来告诉 agent ,不能让他自己发挥,比如选什么数据库/orm ,代码怎么分层,怎么写单元测试
- 不要使用冷门语言/框架
- 后端有单元测试
- 详细的 agents.md
- 完善的提交检查,让 agent 在提交代码前把 lint/test 什么的都跑一遍,通过再提交
- 使用 plan 模式(Jules 叫 Interactive Plan),交互让 agent 根据你的原始计划生成详细且明确的新计划

最近折腾的一个小开源项目也是这样的思路 https://github.com/Yiling-J/forgery 。可以参考一下
@andrew2558 Google AI Studio 设计的,虽然都是 Gemini ,但 Google AI Studio 里的 Gemini 似乎品味比 Jules 好一些
Sep 5, 2025
Replied to a topic by young1 程序员 大模型吐 JSON
Aug 26, 2025
Replied to a topic by kongkongye 奇思妙想 想法 -> 原型 是否可行?
你把 v0 放里面不太合适。1. v0 生成的本来就是原型,没有后端 2. 你可以让 v0 生成完 UI 后再生成文档
我的建议是强力推行,并且同时开始推行 AI 编写代码(agent 模式,claude code, codex 或者 jules 这些)。同时持续对比有单元测试情况下和没有单元测试情况下 ai 生成代码的质量。最终达成以下目标:op 成为 ai coding 和单元测试专家且工资翻倍,公司开发人员减少 2/3 ,降低公司成本以及减少开发沟通内耗
收归测试人手其实只是借口,推行单元测试的最终目的是干掉开发。AI 代码的质量非常依赖单元测试,如果系统都没办法进行单元测试,那肯定也没法让 AI 同时编写代码和测试,并确保测试通过
@matrix1010 33 分钟开始,research 部分
@LeslieLeung 模型层面应该也需要针对 json shema 训练的,可以看看这个 openai dev day 的视频
?si=0Oy7D2fmnMoWUXQc&t=1986 。豆包确实支持,但不知道是只 decoding 层面约束还是模型也做了针对性训练
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