“The article focuses on how the author collaborated with Gemini 3.0 Pro during the development process.”

“The article focuses on how to receive LLM output in a specific format.”

“N/A - The provided article only contains a title and source.”

“AI that cannot correctly retain project specifications and context...”

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

“The article mentions utilizing Gemini 2.5 Flash's '1 million token' context window.”

“AI agents have become tools that are "naturally used".”

“The article's core message is about avoiding the 'death' of AI projects in production due to unexplainable and undocumented code.”

“The author, driven by the desire to solve a personal need, is compelled by the impulse, familiar to every engineer, of creating a solution.”

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

“He warns of the risk of engineers losing the ability to understand the mechanisms of the code they write themselves.”

“「仕様書なんて要らないのでは?」と考えるエンジニアも多いことでしょう。”

“”

“Integrating AI into code review workflows allows engineering leaders to detect systemic risks that often evade human detection at scale.”

“私のメインの仕事は「クライアントと連絡をすること」です。ほとんどの時間をブラウザ/チャットツール/メーラー/Excelを見て過ごしています。”

“N/A (Article lacks direct quotes)”

“The management of 'what to feed the AI (context)' is as serious as the 'memory management' of the past, and it is an area where the skills of engineers are tested.”

“"Vibe駆動開発はクソである。"”

“I am really scared I think swe is done”

“[Claude Code] has the potential to transform all of tech. I also think we’re going to see a real split in the tech industry (and everywhere code is written) between people who are outcome-driven and are excited to get to the part where they can test their work with users faster, and people who are process-driven and get their meaning from the engineering itself and are upset about having that taken away.”

“The system design prioritizes security and stability, while also focusing on high performance, and achieves these goals through a carefully designed architecture and the integration of multiple middleware components.”

“MATUS has spotted 31 unknown bugs in the Linux kernel. All of them have been confirmed by the kernel developers, and 11 have been assigned CVEs.”

“Full-stack libraries and compilers are the most defect-prone categories due to circuit, gate, and transpilation-related issues, while simulators are mainly affected by measurement and noise modeling errors.”

“AI agents apply performance optimizations across diverse layers of the software stack and that the type of optimization significantly affects pull request acceptance rates and review times.”

“Preguss enables highly automated RTE-freeness verification for real-world programs with over a thousand LoC, with a reduction of 80.6%~88.9% human verification effort.”

“Practitioners report a shift in development bottlenecks toward code review and concerns regarding code quality, maintainability, security vulnerabilities, ethical issues, erosion of foundational problem-solving skills, and insufficient preparation of entry-level engineers.”

“The paper introduces the Context-Adaptive Behavior (CAB) Framework, which reveals how behavioral expectations shift along two empirically-derived axes: the Time Horizon and the Type of Work.”

“BOAD outperforms single-agent and manually designed multi-agent systems. On SWE-bench-Live, featuring more recent and out-of-distribution issues, our 36B system ranks second on the leaderboard at the time of evaluation, surpassing larger models such as GPT-4 and Claude.”

“”

“My manager mentioned that it would be beneficial to learn how to write production code and be able to deploy models, and these are skills I might be able to get with a CS masters.”

“GLiSE is a prompt-driven tool that turns a research topic prompt into platform-specific queries, gathers results from common software-engineering web sources (GitHub, Stack Overflow) and Google Search, and uses embedding-based semantic classifiers to filter and rank results according to their relevance.”

“Adding more AI to a late or poorly defined project makes it confusing faster.”

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

“I built a 'World Tour' browser game using ONLY Gemini 3.0 Pro & CLI. No manual coding. No Backend.”

“code is no longer the bottleneck. Execution and direction are.”

“(Assuming a quote about feeling behind) "I feel like I'm constantly playing catch-up in this AI race."”

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

“GraphLocator achieves more accurate localization with average improvements of +19.49% in function-level recall and +11.89% in precision.”

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

“SWE-Compressor reaches a 57.6% solved rate and significantly outperforms ReAct-based agents and static compression baselines, while maintaining stable and scalable long-horizon reasoning under a bounded context budget.”

“SWE-RM substantially improves SWE agents on both TTS and RL performance. For example, it increases the accuracy of Qwen3-Coder-Flash from 51.6% to 62.0%, and Qwen3-Coder-Max from 67.0% to 74.6% on SWE-Bench Verified using TTS, achieving new state-of-the-art performance among open-source models.”

“I think it's been said many times, but I decided to write an article about it again because it's something I want to say over and over again. Please don't use APIs directly as MCP servers.”

“The paper focuses on repository-level type inference for Python code.”

“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。”

“"My goal is to replace all C and C++ code written at Microsoft with Rust by 2030, combining AI and algorithms."”

“AI is not a "silver bullet" for software development; it needs to be combined with software engineering.”

“"もっといい「当たり前」をつくる" (Creating a better "normal")”

“”

“Further analysis would be needed to provide a specific quote from the article. However, the core focus is on the impact of AI on survey data.”

“The article discusses the framework's scalability for generating software engineering benchmarks.”