automation

"Vol.4 ではゼロから再設計し、6つの AI エージェントが役割分担しながら自律的に動くマルチエージェントオーケストレーションに生まれ変わった。"

"I find that building and validating Python packages that cover a core area of analytical work that I do and then exposing it to Claude as a skill... gets me 80% of the way of automating a major DS responsibility."

"By capturing data from the construction site photographed with a camera, the AI understands the site conditions and automates a portion of construction management tasks, including safety management, quality control, and process management."

"The sustainability disclosure standards required understanding a total of approximately 1300 pages of text, and expressing it in an accurate format."

"Headless services are quicker and more dependable for the personal AIs than having them click round a GUI with a bot-controlled mouse."

"What the AI revolution will certainly destroy is the illusion of a working society, one that has been maintained with great difficulty since the IT revolution of the 1980s."

"Tech industry lays off nearly 80,000 employees in the first quarter of 2026 — almost 50% of affected positions cut due to AI"

"This "maybe" gradually eats into profits. To solve this challenge, I single-handedly developed Genka, an integrated SaaS for cost calculation and food labeling."

"AIの下僕となったおじさんです。"

"Thinking of building a tool where you paste in a prospect’s name, company, and what you’re selling, and it generates a personalized cold email in seconds. Handles tone, subject line, CTA, the whole thing."

"In the AI-native era, if the preparation is sloppy, the AI will sprint at high speed in that sloppy state and reach a point of no return. This creates an asymmetry where poor preparation forces you to pay 2-3 times the effort in post-processing."

"「初回ヒアリングだけでも自動化できないか？」という発想から、このシステムが生まれました。"

"In the 'Consulting Your AI about Your Portfolio' series, we systematically organize the places where you get stuck, the parts that break, and the boundaries you must protect when moving into actual operation after passing through the shortest route."

"Instead of making the AI smarter, it's about building a cage around the AI. This means shifting from Human-in-the-Loop to Program-in-the-Loop."

"The essence of tasuki is 'not switching by hand.' If priority 1 is unavailable, it flows to 2; if 2 is out, it goes to 3, and when the upper tier's capacity recovers, it automatically returns to it."

"Over the past few weeks, I am truly feeling that our days are numbered because of AI."

"高频使用与信任崩塌同时发生，又恨又离不开AI，这种拧巴情绪，正在美国Z世代里蔓延。"

"Prompts should be verified by having the AI that uses them run a correction loop. This creates the same structure as TDD, where the AI using the prompt is the only one capable of providing the criteria for prompt evaluation."

"Saying it simply, it is a lite version of skills where just placing a shell script in the triggers directory allows you to add custom tools that the LLM can use."

"AI agents, especially the type that autonomously rewrite code (like Claude Code or Gemini / Codex, etc.), will always face 'losing context' and 'wasting tokens'."

"An agent harness is an 'execution platform that wraps around the outside of the Large Language Model (LLM) agent.' A 2026 survey paper reported five cases where performance improved up to 10x solely through harness configuration without changing the model."

"Claude Code Game Studios is an Open Source project that allows you to run a full-fledged game development studio entirely on your own using 49 specialized AI Agents and 72 workflow skills, essentially functioning as an 'AI studio simulator' with the exact same organizational structure as a real game studio."

"Claude Code is not just used as 'a single AI assistant', but can be used as all members of a team."

"Now they're talking about having one AI supervise the other AI to prevent this."

"Rather than 'reducing interruptions,' I thought about this from the direction of 'lowering the cost of returning.' If you simply type, 'What was the remaining work?', it will return the exact context of what you were doing, acting as your external memory."

"MCPはそこから一歩進んで、ツールを独立したサーバープロセスとして切り出す。MCPはツールをサーバーとして独立させることで、どのLLMからでも同じツールを呼べる標準化されたプロトコルを実現している。"

"原則: CLAUDE.mdは200行以内。詳細はエージェントファイルに分離する"

"The real aim of Kanzaki is the self-correction loop of the Agent: passing the 'kanzaki check' becomes the task completion condition for the Agent itself."

"In an accounting department invoice aggregation task, a process that previously took 8 hours a month was reduced to just 36 minutes, achieving a 92% reduction in workload."

"Salesforce announces Headless 360, an initiative that will give AI agents access to Salesforce's platform capabilities through APIs, MCP tools or CLI commands."