🌼 I'M 반명주 • semi-hiatus 🌼

hmmm....

[⌭ ROSS @rossark0]

now i can vibe animate any character for my apps

/rossark-motion-skill + pluy (internal tool)

[小弟调调 @jaywcjlove]

Codealong - 在同一窗口中运行和管理多个编程智能体的桌面应用

👉 https://t.co/vkyetvJDan

[Rohit Ghumare @ghumare64]

It's very easy, learn here: https://t.co/ijvIr4xky3

[⌭ ROSS @rossark0]

New skill: /rossark-motion-skill

Turn any SVG into a professional 60 fps animation.

@rive_app is overkill. i just want my apps to feel alive.

[Akshay 🚀 @akshay_pachaar]

I just built my own coding harness, just like Claude Code. (100% open-source)

A harness is the code wrapped around an LLM. The model only decides the next step, and the harness handles everything else, planning, tools, memory, and safety.

In simple words model acts as the brain and the harness provides the hands.

A coding harness is that same wrapper pointed at a codebase. It turns a plain text generator into something that reads files, edits code, runs tests, and fixes real bugs.

Here's everything that went into mine:

- the core agent loop
- file tools that double as external memory
- planning for long-running tasks
- subagents that work in their own context
- sandboxed execution in a throwaway VM
- human-in-the-loop approval
- persistent memory and checkpointing

The whole thing is built on CrewAI, a 100% open-source framework.

I also wrote an article on this. It covers everything that goes into building a coding harness, the agent loop, planning, subagents, sandboxing, memory, and checkpointing, built step by step.

The article is quoted below.

[Phil Pitus @pitus_]

Generative UI #2 - Merge conflicts 🚫 ✨

[AIGCLINK @aigclink]

谷歌最新开源了一个Agent执行系统自动优化工具：Harness²，让Agent在执行任务过程中自动改进自己的工作系统

不训练模型、不修改权重

目的是给大模型套的System Prompt、工具、记忆、Skills、子Agent、脚本、插件、编排机制等Harness，减少开发反复尝试、修改、测试的过程

Harness² 要把这种人工调试，变成Agent自己可以反复执行的优化过程

两层递归优化机制：
任务级递归：面对一个新任务，Agent不直接固定使用原来的Harness，通过Propose–Probe–Compose循环进行优化

Propose，提出多个Harness修改方案
Probe，让不同配置实际执行同一个任务，观察行为差异
Compose，对比执行轨迹，综合有效改进，生成更适合当前任务的 Harness

Harness级递归：任务完成后，不只保存结果，还会保留采用的Harness及有执行证据支持的改进经验，用于指导后续任务中的Harness优化

支持并行和顺序递归，兼容OpenCode、Codex执行器，可以优化System Prompt、Guardrails、Memory、Tool Guidance、Subagents、Skills、Scripts、Plugins八类组件

#Harness2 #Harness自优化

[小弟调调 @jaywcjlove]

OpenScreen - 桌面录屏工具

可制作精致的产品演示和操作指南

👉 https://t.co/uPB2VPvSUj

[锦成 @WindFrostx]

卧槽卧槽，太强了！
花叔这个skill真的牛逼！！！

我一句提示词都没写，
就用花叔这个skill给我的旅游营销工作台做出了这种质量的宣传片

太夸张了，真的一句提示词都没写，全程只按回车。

后续改改模板，好好写写提示词，工作台的宣传片直接就能出了，这个太牛逼了我去！

[벤（詐欺高手金世正） @__2van]

金炫廷：我真的覺得金世正nim根本是人品的王者的一點就是，早上去美容院的時候她已經在那裡了，我是沒戴隱形眼鏡，看不清楚處於很想睡的狀態這樣待著，本來要坐下弄頭髮，結果有人在旁邊戳了我幾下，喔？看了一下，世正nim非常有禮貌，帶著開朗的笑容主動跟我打了招呼，，能這麼成功是有原因的🙂‍↕️

[Faiz Intifada @faizintifada_]

OpenDesign Motion udah rilis, open source

Alternatif open source buat Claude Motion. Bikin motion video pakai agent dan model apa aja, gak wajib Opus 5.5.

Video launch ini juga dibikin full di OpenDesign.

https://t.co/Jip2xdyNXP

Bakal lo pakai buat bikin konten apa? 👇🏻

[Ayhan KORKMAZ @ayhankorkmaz_]

#Claude Code ile yeni projem üzerine çalışıyorum. Opus 5.5 çalışıyorum. Skia ile 2D tasarımları yapıyoruz. Oyun akışı ve bölüm tasarımları Claude ilenortak yapıyoruz.

Oyunu #iOS için tasarlıyorum. Bakalım nasıl olacak. İlk ön görüler iyi olacak gibi. Yine ilerledikçe paylaşırım.

[Lorenzo Cabra @cabralorenzo]

give Claude better taste in UI

https://t.co/csJz2YLBAa

[K2S @k2sbhai]

get a .tech domain for FREE for 1 year 😳

how to claim it:

- visit https://t.co/Vsi8XVJRkX
- find a domain and add it to your cart
- apply code: hacktoberfestd0b8o5
- disable privacy protection and finish checkout

> free for the first year. claim it before the offer expires

[Hurricane @hurricodes]

THIS IS F**KING GOLD

475 VIDEO DEMOS BUILT WITH CLAUDE OPUS 5.5 IN ONE GITHUB REPO

Motion graphics, explainers, 3D scenes, and even games, all made with HTML, Canvas, SVG, and Three.js.

The crazy part? Every demo comes with its original prompt and source post, so you can pick any one and try recreating it yourself.

475 examples to learn from and experiment with.

Repo in the comments 👇🏻

[Android Tools 4U @AndroidTools3]

We've been keeping something under wraps.

A new project. A different experience. And a lot more than meets the eye.

OneUI 9.5 Widgets.

A few people will get to experience it first.

Should we open the doors? 👀

[kua @kuuuuuuuuuua]

Pimorio のバージョン2.1.0をリリースしました！！🎥

今回は、みんなで1台のビデオカメラです。

みんなの視点で2秒ずつ撮った動画が、次の朝7:00に1本の vlog になって届きます。

自分では1回も編集してないのに、ちゃんと思い出のvlog になるんです！

App Store のリンクはリプに👇

#個人開発

[K2 | App @k2_build]

carplay widget apps are straight up money printers

another one just hit $500K/mo

[carpe @ftcarpe]

17 skills para redes sociales en claude!

100% GRATIS y open source.

✓ aprende tu voz con 3-5 textos tuyos
✓ 6 hooks por post
✓ 24-40 ideas de contenido de golpe
✓ carruseles, infografías y miniaturas de youtube
✓ guiones de reels

te dejo el link de la repo por aquí 🙇🏻‍♂️
→ https://t.co/8QCzeLYlgv

[🌼 I'M 반명주 • semi-hiatus 🌼 @meanchu99]

@AndroidTools3 Beta 1