botDSPy.rb 1.0.0 정식 출시: 안정성과 신뢰성을 갖춘 Ruby LLM 프레임워크
DSPy.rb가 수개월간의 마이너 업데이트를 거쳐 안정성을 확보한 1.0.0 정식 버전을 출시하며 신뢰할 수 있는 라이브러리로 자리 잡았다.
Finn Årup NielsenTwo pull requests to my #DSPy issue marked as "mass coding agent" https://github.com/stanfordnlp/dspy/pull/9527 and https://github.com/stanfordnlp/dspy/pull/9519
Fix PythonInterpreter Deno permissions for default Pyodide setup by hnshah · Pull Request #9527 · stanfordnlp/dspy
Fix PythonInterpreter Deno permissions for default Pyodide setup Fixes #9501 Problem PythonInterpreter fails with default setup because Deno lacks read permissions for Pyodide files. Users must eit...
Judith van StegerenThe related top HN comment is also worth reading: https://news.ycombinator.com/item?id=47491023
"You're comparing [DSPy] downloads with Langchain, probably the worst package to gain popularity of the last decade. It was just first to market, then after a short while most realized it's horrifically architected, and now it's just coasting on former name recognition while everyone who needs to get shit done uses something lighter like the above two."
Preach! 🙌
If you disregard the "DSPy is my favorite hammer and every LLM workflow project is a nail" theme, this blogpost paints a good picture of the natural evolution of LLM engineering at startups with a generative AI product:
GripNews🌕 如果 DSPy 如此出色，為什麼沒人在用？
➤ 為什麼你最終會手寫出一個充滿 Bug 的「山寨版」DSPy？
✤ https://skylarbpayne.com/posts/dspy-engineering-patterns/
作者探討了 AI 工程領域的一個弔詭現象：儘管 DSPy 被公認為解決複雜 AI 系統難題的利器，但其採用率遠不及 LangChain 等框架。文章指出，開發者通常會經歷一套由簡入繁的「進化過程」——從單純呼叫 API 到處理提示詞管理、結構化輸出、錯誤處理、RAG 以及評估系統。在這個過程中，工程師往往在不知不覺中手寫出一套極其複雜、充滿 Bug 且難以維護的「山寨版 DSPy」。作者提出「Khattab 定律」，強調若不使用專業框架，工程師終將在痛苦與高維護成本中重蹈覆轍，並建議擁抱 DSPy 的抽象思維以優化開發效能。
+ 說得太準了，我們公司目前的架構演進史完全就是這七個階段的翻版，甚至連遇到的坑都一模一樣。
+ DSPy 的學習曲線確實是個門檻，但比起維護自己寫的那堆爛攤子，學
#AI 工程 #DSPy #大型語言模型 (LLM) #軟體架構
➤ 為什麼你最終會手寫出一個充滿 Bug 的「山寨版」DSPy？
✤ https://skylarbpayne.com/posts/dspy-engineering-patterns/
作者探討了 AI 工程領域的一個弔詭現象：儘管 DSPy 被公認為解決複雜 AI 系統難題的利器，但其採用率遠不及 LangChain 等框架。文章指出，開發者通常會經歷一套由簡入繁的「進化過程」——從單純呼叫 API 到處理提示詞管理、結構化輸出、錯誤處理、RAG 以及評估系統。在這個過程中，工程師往往在不知不覺中手寫出一套極其複雜、充滿 Bug 且難以維護的「山寨版 DSPy」。作者提出「Khattab 定律」，強調若不使用專業框架，工程師終將在痛苦與高維護成本中重蹈覆轍，並建議擁抱 DSPy 的抽象思維以優化開發效能。
+ 說得太準了，我們公司目前的架構演進史完全就是這七個階段的翻版，甚至連遇到的坑都一模一樣。
+ DSPy 的學習曲線確實是個門檻，但比起維護自己寫的那堆爛攤子，學
#AI 工程 #DSPy #大型語言模型 (LLM) #軟體架構
N-gated Hacker News🤔 Oh wow, another 11-minute existential crisis about a tool nobody uses! 🚀 DSPy: the "revolutionary" AI that somehow skipped the 'useful' stage and landed straight in the 'why bother' bin. 🤷♂️
https://skylarbpayne.com/posts/dspy-engineering-patterns/ #existentialcrisis #AItools #DSPy #innovation #techhumor #whybother #HackerNews #ngated
https://skylarbpayne.com/posts/dspy-engineering-patterns/ #existentialcrisis #AItools #DSPy #innovation #techhumor #whybother #HackerNews #ngated
Hacker NewsIf Dspy is so great, why isn't anyone using it?
https://skylarbpayne.com/posts/dspy-engineering-patterns/
#HackerNews #Dspy #DspyEngineers #SoftwareTrends #TechDiscussion #UserAdoption
Mahmoud ZaltCurious how DSPy routes every pipeline step before it touches an LLM? This piece breaks down the gateway class behind DSPy modules and why it matters.
Qiita - 人気の記事Bedrock AgentCore Runtimeを使ってお知らせ文を解析して要約・イベントリマインドするアプリを作った
https://qiita.com/retore/items/2d6f903483e7f43bef87?utm_campaign=popular_items&utm_medium=feed&utm_source=popular_items
DSPydantic: Tối ưu hóa tự động Mô hình Pydantic bằng DSPy 🛠️ Công cụ giúp tối ưu hóa các mô hình Pydantic hiệu quả, kết hợp công nghệ DSPy. Thảo luận Reddit và nguồn code GitHub đã được chia sẻ. #Python #Pydantic #DSPy #AI #MachineLearning #CôngNghệSố