react

"The problem is that every time a review is performed, the Agent starts from a completely blank slate. A real-life reviewer has context, such as 'I made the same comment on this file last week' or 'This project prioritizes internal coding standards over PEP8.' This time, to solve that problem, we implement a two-layer structure: short-term memory (conversation history) and long-term memory (JSON file)."

"Excel, spreadsheets, CSV, or any data you have can be used simply by copying and pasting."

"The difference [between a chatbot and an agent] stems not from the 'smartness of the LLM,' but from the four mechanisms built around the LLM: Memory, Tool, Function Calling, and Skill. The LLM alone is strictly a 'mind that generates words,' and the agent is an integrated system that connects 'memory,' 'limbs,' and a 'business manual' to that mind."

""フレームワークに任せてしまうと「なぜ動いているのか」がわからないまま使い続けることになる。""

"Claude and Gemini only render what is visible on screen. ChatGPT loads every single message into the browser at once."

"Particularly in 2026, when using powerful AI agents like Google Antigravity as pair programmers, the 'physical proximity of code' becomes the key to helping the AI's contextual understanding and explosively increasing development efficiency."

"「献立を決める」という日常的な作業にゲーム的な要素を導入することで、毎日アプリを開く動機付けを実現させている。"

"I continued debugging with Claude Code + Codex, swung and missed three times, and finally reached the true cause on the fourth attempt. The true cause was an event loop self-deadlock in Spring Framework ReactorClientHttpRequest."

"Dify is an open-source platform that allows you to build AI applications utilizing LLMs even without programming knowledge, acting as a sort of "AI App Development OS" that integrates RAG, agents, workflows, and LLMOps."

"TanStack AI is an SDK provided by the TanStack team for building AI applications that supports type inference via TypeScript + Zod, is framework-agnostic, and can be used with React, SolidJS, vanilla JS, etc."

"LLM Agent design can look complex at first glance, but the structures used in practice converge into a few types."

"The BrowserLiveView component addresses this challenge by providing a real-time video feed of the agent’s browsing session directly within your React application."

"In 2026, v0 has evolved from a mere UI generator into a full development environment, now supporting Git integration, DB integration, and one-click deployment."

"Choosing the right pattern for a given task is what makes agent behavior predictable, debuggable, and composable as requirements grow."

"Idaho National Laboratory Director John Wagner called it 'the most aggressive nuclear energy deployment schedule in U.S. history': quadrupling nuclear capacity from approximately 100 gigawatts to 400 gigawatts by 2050."

"ReAct (2022, Yao et al.'s paper) is an architecture that makes the LLM 'think before acting' repeatedly."

"The core of Spec-Driven Development is writing specifications before the code, layering specifications (project → feature → task), and not doing anything not written in the specifications."

"The most technically honest takeaway from this leak is: the competitive moat in AI coding tools is not the model. It is the harness."

"I wanted to create a system that could naturally converse with an avatar, so I implemented it. I didn't want it to be just a conversation, so I wanted to add various functions to the AI, so I'm using an AI agent."

"The author implemented startup guidance and visualization of nested execution to solve these two problems."

"The point is not to put the Copilot SDK on the renderer. The SDK, session management, and permission processing are gathered in the Electron's main process."

"The author says: "I've returned to my old way of creating things!" (translated)"

"It felt less like a 'AI that returns answers' and more like a 'presence that works with you.'"

"The article highlights that the difficulty in getting Generative AI to create UIs isn't writing HTML or CSS, but rather, preserving the semantic structure of the UI."

"I made a 'Peace Chain' web app to connect and chain small acts of kindness."

"The development cycle with Claude Code involved the following cycle: User reports a problem or makes a feature request -> Claude Code reads the code and identifies the cause -> Correction implementation + build confirmation -> git commit + push + Vercel deployment -> User confirmation -> To the next problem."

"ElevenLabs (イレブンラボ) is a world-leading voice AI platform that can generate extremely natural and emotionally rich voices!"

"In the second stage, it was expanded to 4-key JOIN: date + age + annual income + job type. Although the match rate increased to 96.2%, a many-to-many problem occurred."

"Cursor (AI-powered IDE) was used to create a React-based bug tracking web app and implement a structure for public release on internal GitLab Pages, with data shared on a SharePoint list."

"Agentic Vision (エージェント的視覚)とは、モデルが視覚情報をトリガーに「ReAct（Reasoning + Acting）」ループを回すアーキテクチャです。"