A new study on the efficacy of AI assistive tools for experienced oss developers on sophisticated tasks on code bases with which they were familiar slowed them down even while they thought it was speeding them up:

https://x.com/METR_Evals/status/1943360399220388093

#ai #codegen

Traits vs inheritance. Enums for massive arrays. Killing macro bloat. Smashing compile times. Turning nightmare queries into type-safe magic. If you’ve ever touched a legacy API, this talk’s for you.

➡️ https://eurorust.eu/talks/how-to-fit-an-elephant/?utm_source=mastodon&utm_medium=social&utm_campaign=25-07-08-speaker-kiril-karaatanasnov

#RustLang #LegacyCode #Codegen

🧵 2/3

LLM Codegen go Brrr – Parallelization with Git Worktrees and Tmux

https://www.skeptrune.com/posts/git-worktrees-agents-and-tmux/

#HackerNews #LLM #Codegen #Tmux #Git #Worktrees #Parallelization

Нативная мощь: Flutter SDK на C++ ядре. Часть 2

На связи тимлид

https://habr.com/ru/companies/2gis/articles/898808/

#flutter #dart #кодогенератор #с++ #crossplatform #mobile_sdk #codegeneration #codegen

Нативная мощь: Flutter SDK на C++ ядре. Часть 1

Меня зовут Александр Максимовский, и я тимлид команды

https://habr.com/ru/companies/2gis/articles/898804/

#Flutter #dart #c++ #ffi #crossplatform #mobile_sdk #codegeneration #codegen

Remarkable how easy it is to inspect different levels of #codegen in #JuliaLang - from intermediate representations, through #LLVM IR, to native, e.g.:
```
julia> @code_llvm 1+2
; Function Signature: +(Int64, Int64)
; @ int.jl:87 within `+`
define i64 @"julia_+_735"(i64 signext %"x::Int64", i64 signext %"y::Int64") #0 {
top:
%0 = add i64 %"y::Int64", %"x::Int64"
ret i64 %0
}
```

But there is no `@code_source` macro (should return, e.g., `1 + 2`) 😊

(Most 👍 in repo): https://github.com/JuliaLang/julia/issues/2625#issuecomment-498840808

🤖 AI
🔴 OpenAI Eyes $3B Windsurf Deal After Cursor Talks Fail

🔸 Cursor maker Anysphere rejected OpenAI's earlier buyout offers.
🔸 Cursor’s ARR: $200M vs. Windsurf’s $40M.
🔸 OpenAI now in talks to acquire Windsurf for $3B.
🔸 Move signals urgency to dominate AI code generation space.

#OpenAI #Windsurf #Cursor #AI #Codex #CodeGen

Anthropic's Claude 3.7 Sonnet is the new king 👑 of code generation (but only with help), and DeepSeek R1 disappoints https://symflower.com/en/company/blog/2025/dev-quality-eval-v1.0-anthropic-s-claude-3.7-sonnet-is-the-king-with-help-and-deepseek-r1-disappoints/
#Java #CodeGen #genai #llm

Somebody reviewed Deepcoder 14B vs Qwen2.5-coder-32B. Qwen2.5-coder 32B seems to be still ahead, over 6 months after release. I have high expectations for Qwen3-coder, we will see.
https://www.reddit.com/r/LocalLLaMA/comments/1jwhp26/deepcoder_14b_vs_qwen25_coder_32b_vs_qwq_32b/

#qwen #ai #codegen

Авто-генерация типизированных API контроллеров на клиенте из Swagger

Зачастую нам приходится описывать API-запросы или переписывать уже имеющиеся ввиду изменения каких-то DTO (Data Transfer Object) или параметров у запросов. Это вполне естественно для разработки, но часто оказывается скучным и однотипным процессом, не требующим размышлений или особых навыков. В этой статье я рассказываю, как автоматизировать всю эту историю.

https://habr.com/ru/articles/893150/

#swagger #swaggertypescriptapi #openapi #codegen #typescript #api #apicodegeneration #автоматизация #clientapi #клиент

Switched UI to #Python #Textual and reached #LLM #codegen limits. Did some fixes to layout by hand to make it work on 80x24 and left notes for achieving more advanced UI features possibly later https://codeberg.org/jasalt/espeak-variator

Comparing Use of AI vs Learning to Code Has Nothing to Do With Knowledge https://christiantietze.de/posts/2025/02/using-ai-vs-learning-to-code-is-diminishing-knowledge-by-degrees/

In its extreme form, LLM usage has nothing to do with gaining knowledge at all.

So speed-vs-knowledge comparisons are actually wrong.

#ai #llm #codegen

Ah, the fun of doing spec-driven development with infinite interns:

#ai #llm #codegen #programming #javascript #homepage

https://github.com/rcarmo/onepage-by-spec

My LLM codegen workflow atm
A detailed walkthrough of my current workflow for using LLms to build software, from brainstorming through planning and execution.
https://harper.blog/2025/02/16/my-llm-codegen-workflow-atm/
#ai #code #codegen #genai #github #p-bksy

My LLM codegen workflow atm https://harper.blog/2025/02/16/my-llm-codegen-workflow-atm/
#software #llm #aiml #codegen #developers

Generating #python code: #jinja or libcst?

#codeGen #codeGenerator #jinja2

Wrote a short post about an "invisible" code generation pattern I like in Go.

https://tamir.dev/posts/invisible-codegen-go/

#go #golang #codegen

Functional options in Go

Варианты работы с конструкторами в Go, паттерн функциональных опций и генератор кода, который делает API предсказуемым и позволяет сосредоточиться на разработке, а не на шаблонном коде.

https://habr.com/ru/articles/859676/

#go #codegeneration #codegen #functionaloptions #optionsgen

Supermaven Joins Cursor

https://www.cursor.com/blog/supermaven #ai #codegen

The different results of each tool underline the potential for further development, especially in terms of consistent results and practical application. There are some tools that have the potential to increase the efficiency of code reviews and the creation of documentation. Which #AI tools really make a difference? Find out in Steve Poole´s aricle: https://javapro.io/2024/10/23/are-ai-coding-tools-worth-it-part-2/

#ChatGpt #Codegen #Codeium #Jetbrains #JUnit #API #DevOps #Productivity