“Now there's a planner → checker → revise loop. Plans don't execute until they pass verification.”

“The author realized the problem wasn't with the AI, but with the assumption that writing rules would solve the problem.”

“The first coding question relates parsing data, data transformations, getting statistics about the data. The second (ML) coding involves ML concepts, LLMs, and debugging.”

“Chrome DevTools MCP is a Model Context Protocol (MCP) server that allows AI assistants to access the functionality of Chrome DevTools.”

“I switched to Codex 5.2 (High Thinking). It fixed all three bugs in one shot.”

“A quick guide to the best code sandboxes for AI agents, so your LLM can build, test, and debug safely without touching your production infrastructure.”

“Focusing on tools that reduce 'thinking noise'.”

“Details of the discussion are not included, therefore a specific quote cannot be produced.”

“I once paid $200 for ChatGPT Pro, but this real-world debugging story proves Codex 5.2 on the Plus plan does the job just fine.”

“The article's key takeaway is the warning about engineers potentially losing understanding of their own code's mechanics, generated by AI.”

“I am very much a 'hands-on' AI user. I use AI in my daily work for code, docs creation, and debug.”

““This, the bottleneck is completely 'human (myself)'.””

“調べてみたところ、~/.gemini/antigravity/browser_recordings以下に「会話ごとに作られたフォルダ」があり、その中に大量の画像ファイル（スクリーンショット）がありました。これが犯人でした。”

“Cursor などの AI Agent が使える IDE だけで、MagicPod の失敗テストについて 原因調査を行うシンプルな方法 を紹介します。”

“"Claude is genuinely impressive, but the gap between 'looks right' and 'actually right' is bigger than I expected."”

“ただ、AIが生成したコードを理解しなければ、その成果物に対し...”

“「AIエージェント元年」と呼ばれ、多くの企業がその導入に期待を寄せています。”

“生成AIで実装スピードは上がりました。(自分は入社時からAIを使っているので前時代のことはよくわかりませんが...)”

“カビゴン（Gemini 3 Pro）に「ひでんマシン」でコードを丸呑みさせて爆速デバッグする戦略”

“About 3/4 of the way down the json transcript https://pastebin.com/DnkLtq9g , you will find some code GPT 5.2 wrote and Gemini refined that is a far better way to get them the information they need to fix and improve the code.”

“NextToken is a dedicated AI agent that understands the context of machine learning projects, and helps you with the tedious parts of these workflows.”

“The author states, "This is my first time using Claude to write an entire app from scratch, and honestly I'm very impressed with Opus 4.5. It is excellent at planning, coding, debugging, and testing."”

“The goal isn’t to replace programmatic workflows, but to make exploratory analysis and debugging faster when working on retrieval or RAG systems.”

“DynaFix repairs 186 single-function bugs, a 10% improvement over state-of-the-art baselines, including 38 bugs previously unrepaired.”

“ROAD achieved a 5.6 percent increase in success rate and a 3.8 percent increase in search accuracy within just three automated iterations.”

“By working through the backward pass manually, we gain a deeper intuition for how each operation influences the final output.”

“最初にそのログを見たとき、私は「これはまさにインターンに教えていることと同じだ」と感じました。”

“"The struggle was the fun part. Figuring it out. That moment when it finally works after 4 hours of pain."”

“No visibility into why an LLM picked a tool”

“A simple dynamic Graph Neural Network (GNN) is representative enough to outperform LLMs in debugging tabular log.”

“"when it is trained on higher epochs it just makes pants, I am not getting how to make it give multiple things and not just pants."”

“Developing with your favorite character made it fun and increased productivity.”

“What types of failures do you encounter most often in your training workflows? What information do you currently collect to debug these? What's missing? What do you wish you could see when things break?”

“The problem is that output can feel like progress even when it’s not”

“The paper's strength lies in its systematic approach to fault detection and its potential to improve compiler reliability.”

“Debugging and refinement are often described as "rolling the dice."”

“本稿は ミライトデザイン Advent Calendar 2025 の25日目最終日の記事となります。”

“XTrace is a non-invasive dynamic tracing framework for Android applications in production.”

“AI Debugging: A New Era”

“The article focuses on agentic software issue resolution.”

“"TOKIUM AI 出張手配は、自然言語で出張内容を伝えるだけで、新幹線・ホテル・飛行機などの提案をAIエージェントが代行してくれるプロダクトです。"”

“The research paper is hosted on ArXiv.”

“The study focuses on bugs within modern distributed deep learning systems.”

“Langfuse を Docker Compose でローカル起動し、LangChain/OpenAI SDK を使った Python コードでトレースを OTLP (OpenTelemetry Protocol) 送信するまでをまとめた記事です。”

“The article's focus is on cross-version analysis and implications for memory forensics.”

“The paper likely discusses methods or metrics for assessing how easily an AI system can be observed and understood.”

“SpIDER utilizes spatially informed dense embedding retrieval.”

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“The article focuses on visualizing token importance.”