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Markus EiseleAnthropic's Claude 3.7 Sonnet is the new king 👑 of code generation (but only with help), and DeepSeek R1 disappoints <a href="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/" rel="nofollow noopener noreferrer" translate="no" target="_blank">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/</a> <a href="https://mastodon.online/tags/Java" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Java</a> <a href="https://mastodon.online/tags/CodeGen" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#CodeGen</a> <a href="https://mastodon.online/tags/genai" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#genai</a> <a href="https://mastodon.online/tags/llm" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#llm</a>

David GrajalSomebody 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. <a href="https://www.reddit.com/r/LocalLLaMA/comments/1jwhp26/deepcoder_14b_vs_qwen25_coder_32b_vs_qwq_32b/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://www.reddit.com/r/LocalLLaMA/comments/1jwhp26/deepcoder_14b_vs_qwen25_coder_32b_vs_qwq_32b/</a><a href="https://mastodon.social/tags/qwen" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#qwen</a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ai</a> <a href="https://mastodon.social/tags/codegen" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#codegen</a>

HabrАвто-генерация типизированных API контроллеров на клиенте из SwaggerЗачастую 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.<a href="https://habr.com/ru/articles/893150/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://habr.com/ru/articles/893150/</a><a href="https://zhub.link/tags/swagger" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#swagger</a> <a href="https://zhub.link/tags/swaggertypescriptapi" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#swaggertypescriptapi</a> <a href="https://zhub.link/tags/openapi" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#openapi</a> <a href="https://zhub.link/tags/codegen" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#codegen</a> <a href="https://zhub.link/tags/typescript" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#typescript</a> <a href="https://zhub.link/tags/api" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#api</a> <a href="https://zhub.link/tags/apicodegeneration" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#apicodegeneration</a> <a href="https://zhub.link/tags/%D0%B0%D0%B2%D1%82%D0%BE%D0%BC%D0%B0%D1%82%D0%B8%D0%B7%D0%B0%D1%86%D0%B8%D1%8F" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#автоматизация</a> <a href="https://zhub.link/tags/clientapi" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#clientapi</a> <a href="https://zhub.link/tags/%D0%BA%D0%BB%D0%B8%D0%B5%D0%BD%D1%82" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#клиент</a>

jasaltSwitched UI to <a href="https://fosstodon.org/tags/Python" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Python</a> <a href="https://fosstodon.org/tags/Textual" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Textual</a> and reached <a href="https://fosstodon.org/tags/LLM" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#LLM</a> <a href="https://fosstodon.org/tags/codegen" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#codegen</a> 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 <a href="https://codeberg.org/jasalt/espeak-variator" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://codeberg.org/jasalt/espeak-variator</a>

Christian TietzeComparing Use of AI vs Learning to Code Has Nothing to Do With Knowledge <a href="https://christiantietze.de/posts/2025/02/using-ai-vs-learning-to-code-is-diminishing-knowledge-by-degrees/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://christiantietze.de/posts/2025/02/using-ai-vs-learning-to-code-is-diminishing-knowledge-by-degrees/</a>In its extreme form, LLM usage has nothing to do with gaining knowledge at all.So speed-vs-knowledge comparisons are actually wrong.<a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ai</a> <a href="https://mastodon.social/tags/llm" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#llm</a> <a href="https://mastodon.social/tags/codegen" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#codegen</a>

Rui CarmoAh, the fun of doing spec-driven development with infinite interns:<a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ai</a> <a href="https://mastodon.social/tags/llm" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#llm</a> <a href="https://mastodon.social/tags/codegen" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#codegen</a> <a href="https://mastodon.social/tags/programming" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#programming</a> <a href="https://mastodon.social/tags/javascript" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#javascript</a> <a href="https://mastodon.social/tags/homepage" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#homepage</a> <a href="https://github.com/rcarmo/onepage-by-spec" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://github.com/rcarmo/onepage-by-spec</a>

Bruno AmaralMy LLM codegen workflow atm A detailed walkthrough of my current workflow for using LLms to build software, from brainstorming through planning and execution. <a href="https://harper.blog/2025/02/16/my-llm-codegen-workflow-atm/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://harper.blog/2025/02/16/my-llm-codegen-workflow-atm/</a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ai</a> <a href="https://mastodon.social/tags/code" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#code</a> <a href="https://mastodon.social/tags/codegen" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#codegen</a> <a href="https://mastodon.social/tags/genai" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#genai</a> <a href="https://mastodon.social/tags/github" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#github</a> <a href="https://mastodon.social/tags/p" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#p</a>-bksy

Markus EiseleMy LLM codegen workflow atm <a href="https://harper.blog/2025/02/16/my-llm-codegen-workflow-atm/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://harper.blog/2025/02/16/my-llm-codegen-workflow-atm/</a> <a href="https://mastodon.online/tags/software" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#software</a> <a href="https://mastodon.online/tags/llm" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#llm</a> <a href="https://mastodon.online/tags/aiml" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#aiml</a> <a href="https://mastodon.online/tags/codegen" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#codegen</a> <a href="https://mastodon.online/tags/developers" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#developers</a>

mattesilverGenerating <a href="https://fosstodon.org/tags/python" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#python</a> code: <a href="https://fosstodon.org/tags/jinja" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#jinja</a> or libcst?<a href="https://fosstodon.org/tags/codeGen" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#codeGen</a> <a href="https://fosstodon.org/tags/codeGenerator" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#codeGenerator</a> <a href="https://fosstodon.org/tags/jinja2" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#jinja2</a>

Tamir BaharWrote a short post about an "invisible" code generation pattern I like in Go.<a href="https://tamir.dev/posts/invisible-codegen-go/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://tamir.dev/posts/invisible-codegen-go/</a><a href="https://mastodon.social/tags/go" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#go</a> <a href="https://mastodon.social/tags/golang" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#golang</a> <a href="https://mastodon.social/tags/codegen" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#codegen</a>

HabrFunctional options in GoВарианты 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.<a href="https://habr.com/ru/articles/859676/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://habr.com/ru/articles/859676/</a><a href="https://zhub.link/tags/go" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#go</a> <a href="https://zhub.link/tags/codegeneration" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#codegeneration</a> <a href="https://zhub.link/tags/codegen" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#codegen</a> <a href="https://zhub.link/tags/functionaloptions" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#functionaloptions</a> <a href="https://zhub.link/tags/optionsgen" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#optionsgen</a>

HabrПишем простенький DI для Android приложенияСейчас практически любой проект имеет в своём составе как минимум одну библиотеку или решение для разруливания зависимостей, но далеко не каждый разработчик действительно понимает как устроены эти самые решения. Поэтому в этой статье я хотел бы прояснить некоторые базовые моменты, на которых построены такие известные библиотеки как Dagger, Hilt и Koin, а также показать на практическом примере как можно написать свое DI решение.<a href="https://habr.com/ru/articles/843258/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://habr.com/ru/articles/843258/</a><a href="https://zhub.link/tags/android" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#android</a> <a href="https://zhub.link/tags/kotlin" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#kotlin</a> <a href="https://zhub.link/tags/dependency_injection" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#dependency_injection</a> <a href="https://zhub.link/tags/di" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#di</a> <a href="https://zhub.link/tags/dagger" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#dagger</a> <a href="https://zhub.link/tags/hilt" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#hilt</a> <a href="https://zhub.link/tags/koin" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#koin</a> <a href="https://zhub.link/tags/android_development" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#android_development</a> <a href="https://zhub.link/tags/codegen" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#codegen</a>

chriskappWe have just updated our PSX website <a href="https://phpsx.org/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://phpsx.org/</a> with more examples and better documentation, if you are looking for a way to build type-safe APIs in PHP feel free to check it out <a href="https://phpc.social/tags/PHP" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#PHP</a> <a href="https://phpc.social/tags/API" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#API</a> <a href="https://phpc.social/tags/codegen" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#codegen</a> <a href="https://phpc.social/tags/SDK" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#SDK</a>

obrhoffIs anyone using Apple’s OpenAPI code generation in an iOS app? I did some testing and compared it with other OpenAPI code generators for Swift, and honestly, it doesn’t feel quite right for an iOS app.It’s very (very) powerful and solves issues like server-side generation and while the generated code is correct, it’s not very pleasant to work with. For example, compare <a href="https://mastodon.social/@a_grebenyuk" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@a_grebenyuk</a>’s CreateAPI with Apple’s generated code, and you’ll see the difference.<a href="https://chaos.social/tags/apple" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#apple</a> <a href="https://chaos.social/tags/swift" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#swift</a> <a href="https://chaos.social/tags/iosdev" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#iosdev</a> <a href="https://chaos.social/tags/openapi" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#openapi</a> <a href="https://chaos.social/tags/codegen" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#codegen</a>

Karsten SchmidtJust released a new version of the polyglot data structure & bindings generator for hybrid <a href="https://mastodon.thi.ng/tags/WebAssembly" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#WebAssembly</a>, <a href="https://mastodon.thi.ng/tags/Zig" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Zig</a> & <a href="https://mastodon.thi.ng/tags/TypeScript" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#TypeScript</a> apps/interop. Now also supporting externally defined types for which only stubs for alignment & sizing are required, but which otherwise are opaque and can be used as any other type defs in this toolchain (e.g. embedded in structs/unions or as pointers, slices, arrays etc.)<a href="https://thi.ng/wasm-api-bindgen" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://thi.ng/wasm-api-bindgen</a><a href="https://mastodon.thi.ng/tags/ReleaseWednesday" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ReleaseWednesday</a> <a href="https://mastodon.thi.ng/tags/WASM" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#WASM</a> <a href="https://mastodon.thi.ng/tags/Ziglang" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Ziglang</a> <a href="https://mastodon.thi.ng/tags/CodeGen" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#CodeGen</a> <a href="https://mastodon.thi.ng/tags/Bindings" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#Bindings</a>

HabrСтань мастером эффективности: открой для себя волшебный инструмент для массовой генерации кода и файловВ разработке ПО повторяющиеся задачи часто занимают много времени, особенно когда нужно массово генерировать кучу файлов с кодом. Чтобы повысить эффективность и уменьшить количество ошибок, TableConvert.com предлагает мощный инструмент — Magic Конвертер . В этой статье я расскажу о его крутых функциях и как его использовать, чтобы упростить рабочий процесс.<a href="https://habr.com/ru/articles/836898/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://habr.com/ru/articles/836898/</a><a href="https://zhub.link/tags/devtools" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#devtools</a> <a href="https://zhub.link/tags/efficiency" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#efficiency</a> <a href="https://zhub.link/tags/toolkit" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#toolkit</a> <a href="https://zhub.link/tags/codegen" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#codegen</a> <a href="https://zhub.link/tags/bulk" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#bulk</a>

Owain WilliamsSunshine again for this mornings <a href="https://umbracocommunity.social/tags/cgRunners" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#cgRunners</a> Thanks everyone who joined me. <a href="https://umbracocommunity.social/tags/codegen" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#codegen</a>

postmodernIf you had a command that generated a script which could automate <code>nmap</code> or <code>masscan</code>, and/or parse their output, and/or import their scan results into a database, what options or boilerplate code would you want such a code-gen command to have? <a href="https://infosec.exchange/tags/nmap" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#nmap</a> <a href="https://infosec.exchange/tags/masscan" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#masscan</a> <a href="https://infosec.exchange/tags/codegen" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#codegen</a>

synlogicThe backdoor's source code ?it was on GitHub in a commit visible in a public repothereforeOpenAI might have been training ChatGPT on it *already*or other folks training their own 'code gen' LLMs on it"But I can just blindly trust whatever code snippet that this LLM recommends! Right? Right?!"*cough*<a href="https://toot.io/tags/JiaT75" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#JiaT75</a> <a href="https://toot.io/tags/cve20243094" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#cve20243094</a> <a href="https://toot.io/tags/xz" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#xz</a> <a href="https://toot.io/tags/lzma" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#lzma</a> <a href="https://toot.io/tags/liblzma" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#liblzma</a> <a href="https://toot.io/tags/backdoor" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#backdoor</a> <a href="https://toot.io/tags/openssh" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#openssh</a><a href="https://toot.io/tags/ai" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ai</a> <a href="https://toot.io/tags/llm" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#llm</a> <a href="https://toot.io/tags/ChatGpT" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#ChatGpT</a> <a href="https://toot.io/tags/OpenAI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#OpenAI</a> <a href="https://toot.io/tags/CoPilot" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#CoPilot</a> <a href="https://toot.io/tags/GitHub" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#GitHub</a> <a href="https://toot.io/tags/codegen" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#codegen</a>

HabrКодогенерация токенов дизайн-системы для Android по Figma APIПо мере развития проекта в целом и дизайн-системы в частности дизайн-токенов становится очень много. Для примера, у нас уже около четырёхсот иконок, больше двухсот цветов и перспектива внедрения нескольких тем в приложении. Что ещё, если не автоматизация, позволит держать в консистентности всю эту систему? Рассказываю про наш тернистый путь к собственному генератору токенов дизайн-системы.<a href="https://habr.com/ru/companies/magnit/articles/803565/" rel="nofollow noopener noreferrer" translate="no" target="_blank">https://habr.com/ru/companies/magnit/articles/803565/</a><a href="https://zhub.link/tags/figma_api" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#figma_api</a> <a href="https://zhub.link/tags/figma_variables_api" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#figma_variables_api</a> <a href="https://zhub.link/tags/android_development" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#android_development</a> <a href="https://zhub.link/tags/gradleplugin" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#gradleplugin</a> <a href="https://zhub.link/tags/automatization" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#automatization</a> <a href="https://zhub.link/tags/design_tokens" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#design_tokens</a> <a href="https://zhub.link/tags/codegeneration" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#codegeneration</a> <a href="https://zhub.link/tags/codegen" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#codegen</a> <a href="https://zhub.link/tags/jetpack_compose" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#jetpack_compose</a> <a href="https://zhub.link/tags/magnit_tech" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#magnit_tech</a>

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