From RUnit to testthat with Coding Agent Support | Mirai Solutions GmbH

We present an interesting case study: we migrated the test suite of our R package ๐—ซ๐—Ÿ๐—–๐—ผ๐—ป๐—ป๐—ฒ๐—ฐ๐˜ from ๐—ฅ๐—จ๐—ป๐—ถ๐˜ to ๐˜๐—ฒ๐˜€๐˜๐˜๐—ต๐—ฎ๐˜ using ๐—”๐—œ-๐—ฝ๐—ผ๐˜„๐—ฒ๐—ฟ๐—ฒ๐—ฑ ๐—ฐ๐—ผ๐—ฑ๐—ถ๐—ป๐—ด ๐—ฎ๐—ด๐—ฒ๐—ป๐˜๐˜€s. We used ๐—š๐—ผ๐—ผ๐—ด๐—น๐—ฒ ๐—๐˜‚๐—น๐—ฒ๐˜€, an asynchronous coding agent, to handle the repetitive, multi-file refactoring work. The process wasn't just about automation, it required careful context preparation, environment setup, and iterative prompt engineering. Key ๐˜๐—ฎ๐—ธ๐—ฒ๐—ฎ๐˜„๐—ฎ๐˜†๐˜€:   โ€ข AI agents excel at tedious, semantics-aware tasks (like fixing ๐˜ฆ๐˜น๐˜ฑ๐˜ฆ๐˜ค๐˜ต_๐˜ฆ๐˜ฒ๐˜ถ๐˜ข๐˜ญ argument order across dozens of files)   โ€ข Managed VM environments reduce risks while maintaining utility   โ€ข Combining different AI tools (Jules + Aider) provided robust validation through "third-party" code review This results in a faithfully migrated test suite with equivalent coverage and behavior, achieved faster and with more confidence. Read about our process, challenges, and solutions in our news post. https://lnkd.in/d-QUGDJ4 #rstats #SoftwareDevelopment #AIEngineering #TestAutomation #OpenSource

GitHub Agent HQ: ClaudeยทGPTยทDevin์„ ํ•œ ๊ณณ์—์„œ ์‹คํ–‰ํ•˜๋Š” AI ์ฝ”๋”ฉ ํ†ตํ•ฉ

GitHub Agent HQ๊ฐ€ Claude, GPT, Devin ๋“ฑ ์ฃผ์š” AI ์ฝ”๋”ฉ ์—์ด์ „ํŠธ๋ฅผ ํ•˜๋‚˜์˜ ํ”Œ๋žซํผ์œผ๋กœ ํ†ตํ•ฉํ•ฉ๋‹ˆ๋‹ค. Mission Control๋กœ ์—ฌ๋Ÿฌ ์—์ด์ „ํŠธ๋ฅผ ๋™์‹œ์— ๊ด€๋ฆฌํ•˜๊ณ  ๊ฒฐ๊ณผ๋ฅผ ๋น„๊ตํ•˜๋Š” ์ƒˆ๋กœ์šด ๊ฐœ๋ฐœ ํ™˜๊ฒฝ์„ ๊ฒฝํ—˜ํ•˜์„ธ์š”.

https://aisparkup.com/posts/6080

Google Jules, ํ„ฐ๋ฏธ๋„๋กœ ๋“ค์–ด์˜ค๋‹ค: CLI์™€ API๋กœ ๋ฐ”๋€Œ๋Š” AI ์ฝ”๋”ฉ ์›Œํฌํ”Œ๋กœ์šฐ

Google์˜ AI ์ฝ”๋”ฉ ์—์ด์ „ํŠธ Jules๊ฐ€ CLI์™€ API๋ฅผ ๊ณต๊ฐœํ•˜๋ฉฐ ํ„ฐ๋ฏธ๋„ ๋„ค์ดํ‹ฐ๋ธŒ ํ†ตํ•ฉ์„ ์‹คํ˜„ํ–ˆ์Šต๋‹ˆ๋‹ค. Gemini CLI์™€์˜ ์ฐจ์ด์ , ์‹ค์ „ ํ™œ์šฉ๋ฒ•, Claude Code์™€์˜ ๋น„๊ต๊นŒ์ง€ ๊ฐœ๋ฐœ์ž๋ฅผ ์œ„ํ•œ ์‹ค์šฉ ๊ฐ€์ด๋“œ.

https://aisparkup.com/posts/5332

Googleโ€™s Jules enters developersโ€™ toolchains as AI coding agent competition heats up

https://fed.brid.gy/r/https://techcrunch.com/2025/10/02/googles-jules-enters-developers-toolchains-as-ai-coding-agent-competition-heats-up/

#GoogleJules is now officially generally available!

Powered by #Gemini 2.5 Pro, Jules is an asynchronous, agent-based coding assistant for developers who want to offload routine programming tasks.

From writing tests to building new features, fixing bugs, and generating audio changelogs - Jules handles it all.

๐Ÿ”— Learn more: https://bit.ly/3Jzr8VS

#AIagents #AI #InfoQ

This thing looks overwhelmingly powerful.

Pretty soon, we will not need to know how to code. Sure #CaffeineAI is in on it over at #ICP but #GoogleJules is as well.

It's an entire #AI IDE! #indiedev

https://www.youtube.com/watch?v=9ieOAUoCnfk

Google Jules 2.0 Is a Fully FREE AI Coderโ€ฆ And Itโ€™s Crazy Good!

YouTube