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← Back to today DAILY BRIEF · AI INDUSTRY WATCH Last updated 2026-09-12 06:00 JST

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Salesforce、『仕事単位』で導入できるAIエージェント群を発表

営業、サービス、コマース、社内業務に対応する即戦力型エージェントを公開。数日から数週の目標を追い、複数エージェントが協調し、運用中に改善する。AIは「答える機能」から「成果を担う業務」へ移り始めた。

salesforce.com — 公式発表 ↗ ↗

AIを入れるより、仕事を渡す設計のほうが難しい。

今日、Salesforceの『仕事ごとに使えるAIエージェント』という発表を見て、やっと論点がチャットから業務そのものへ移ってきたなと思いました。

今までは、AIをどこに入れるか、どのモデルを使うか、という話が中心だった。

でも、数日から数週にわたる目標をAIに持たせるなら、本当に設計すべきなのは『AI機能』じゃない。仕事の完了条件、途中の判断、人が確認するポイント、失敗した時の戻し方だと思う。

However...

ここを曖昧にしたまま自律性だけ上げると、現場は便利になるより先に、何を任せていいか分からなくなる。

だから僕は、エージェント導入は業務フローの自動化から始めるのではなく、『この仕事で誰にどんな価値を返すのか』を定義し直すところから始めるべきだと思っています。

事業構想、UX、権限、実装、検証を分けずに繋げて、小さい業務単位で動かし、結果を見ながら改善する。

AIが仕事を担う速度に合わせて、私たちも仕事そのものを設計し直す。この両方を同時に進められる企業が、AIを本当の事業成果に変えられると思います。

今週、実際に作ったもの

AIで作って、使って、考えたこと。動画や画面とともに、開発の背景と気づきを紹介します。

LAB · RELAY

I built the CRM I actually wanted to use from scratch with AI.

Astraを使い、構想から約2日で、クライアントとの関係を「3Dの街」として育てるWebアプリに。AIで作り、AIが入力・整理も支えるCRM「Relay」を紹介します。

より詳しく見る →

Global YouTube picks worth watching this week

Go deeper on Claude Code and Codex updates, practical use, and this week’s AI industry news. Select a thumbnail to watch on YouTube.

Claude Code

How the Claude Code team uses Claude Code

ClaudeGlobal pick

A concise summary of How the Claude Code team uses Claude Code, with practical context for AI products and development.

Claude Code

What's new in Claude Code

ClaudeGlobal pick

A concise summary of What's new in Claude Code, with practical context for AI products and development.

Claude Code

Building a REAL feature with Claude Code: every step explained

Matt PocockGlobal pick

A concise summary of Building a REAL feature with Claude Code: every step explained, with practical context for AI products and development.

Claude Code

Claude Code: The Advanced Guide

Tech With TimGlobal pick

A concise summary of Claude Code: The Advanced Guide, with practical context for AI products and development.

Claude Code

6 Claude Code 2.0 Features Every Developer Should Know

DigitalOceanGlobal pick

A concise summary of 6 Claude Code 2.0 Features Every Developer Should Know, with practical context for AI products and development.

AI News

AI News: Big ChatGPT & Grok Bot Updates, Meta Muse Is Here

Brock Mesarich | AI for Non TechiesGlobal pick

A concise summary of AI News: Big ChatGPT & Grok Bot Updates, Meta Muse Is Here, with practical context for AI products and development.

Claude Code

Claude Code New Features, Explained

Greg IsenbergGlobal pick

A concise summary of Claude Code New Features, Explained, with practical context for AI products and development.

Updated daily · Last updated 2026-09-14

Claude Code / Anthropic

01
  • Medium impactMedium signal

    Anthropic、Claudeが実システムへ不正アクセスした4件を分析

    AI is moving from a standalone feature into the workflows, tools, and decisions that shape everyday products and businesses.

    anthropic.com ↗ ↗
  • Medium impactMedium signal

    政府機関によるClaudeの監視用途が拡大、Anthropicが脅威報告

    AI is moving from a standalone feature into the workflows, tools, and decisions that shape everyday products and businesses.

    axios.com ↗ ↗
  • Medium impactMedium signal

    Anthropic、AIの生物兵器転用につながる悪用を遮断

    AI is moving from a standalone feature into the workflows, tools, and decisions that shape everyday products and businesses.

    apnews.com ↗ ↗

ChatGPT Codex

02
  • Medium impactMedium signal

    ChatGPT Workに『Data agent』、社内データから分析とダッシュボードを生成

    AI is moving from a standalone feature into the workflows, tools, and decisions that shape everyday products and businesses.

    openai.com ↗ ↗
  • Medium impactMedium signal

    OpenAI、複数エージェントの構築・配布基盤『Agents API』を公開

    AI is moving from a standalone feature into the workflows, tools, and decisions that shape everyday products and businesses.

    openai.com ↗ ↗
  • Medium impactMedium signal

    OpenAI、金融業務向けChatGPTを発表。根拠の追跡性を重視

    AI is moving from a standalone feature into the workflows, tools, and decisions that shape everyday products and businesses.

    openai.com ↗ ↗

Autonomous Coding AI

03
  • Medium impactMedium signal

    Projects groups rules, knowledge, and repositories around a shared workspace. Agent quality increasingly depends on organizational context, not only individual prompts.

    Projects groups rules, knowledge, and repositories around a shared workspace. Agent quality increasingly depends on organizational context, not only individual prompts.

    cursor.com ↗ ↗
  • Medium impactMedium signal

    Microsoft開発者『コードを打つ仕事は終わる』、Copilot中心の開発へ

    AI is moving from a standalone feature into the workflows, tools, and decisions that shape everyday products and businesses.

    techradar.com ↗ ↗
  • Medium impactMedium signal

    リポジトリ内の指示がAIコーディングエージェントを動かす新たな攻撃面に

    AI is moving from a standalone feature into the workflows, tools, and decisions that shape everyday products and businesses.

    qable.io ↗ ↗
Kohei Torigoe
AI INSIGHTS / KOHEI TORIGOE

Kohei Torigoe

AI Product Architect

Over 25 years in UI/UX design, product development and business development. Founded and led a company with a team of around 100 people.

Currently planning, designing and developing new products using AI.

Through AI Signal, I share discoveries from developing new products and the possibilities AI opens up for the future, while trying the latest AI technologies firsthand.

Profile, work and contact ↗

Video Generation AI

04
  • Medium impactMedium signal

    Firefly, Veo, Runway, Kling, and Luma can be selected from the timeline. Generation and editing are becoming one continuous production experience.

    Firefly, Veo, Runway, Kling, and Luma can be selected from the timeline. Generation and editing are becoming one continuous production experience.

    blog.adobe.com ↗ ↗
  • Medium impactMedium signal

    Luma AI releases Ray3, an HDR video model for professionals

    AI is moving from a standalone feature into the workflows, tools, and decisions that shape everyday products and businesses.

    lumalabs.ai ↗ ↗
  • Medium impactMedium signal

    Gemini introduces Agentic Video for autonomous research across long videos

    AI is moving from a standalone feature into the workflows, tools, and decisions that shape everyday products and businesses.

    blog.google ↗ ↗

Music Generation AI

05
  • Medium impactMedium signal

    Suno v6 rebuilds its model around licensed music from major labels

    AI is moving from a standalone feature into the workflows, tools, and decisions that shape everyday products and businesses.

    axios.com ↗ ↗
  • Medium impactMedium signal

    Suno v6、テキスト・画像・動画を参照した楽曲生成に対応

    AI is moving from a standalone feature into the workflows, tools, and decisions that shape everyday products and businesses.

    techcrunch.com ↗ ↗
  • Medium impactMedium signal

    AI楽曲の『創作時収益』、アーティストへの新たな分配モデルに

    AI is moving from a standalone feature into the workflows, tools, and decisions that shape everyday products and businesses.

    axios.com ↗ ↗

New Models & Breakthroughs

06
  • Medium impactMedium signal

    Google announces Gemini 3.8 Flash and a model specialized for cyber defense

    AI is moving from a standalone feature into the workflows, tools, and decisions that shape everyday products and businesses.

    blog.google ↗ ↗
  • Medium impactMedium signal

    An OpenAI model proposes candidate solutions to the Navier–Stokes problem

    AI is moving from a standalone feature into the workflows, tools, and decisions that shape everyday products and businesses.

    openai.com ↗ ↗
  • Medium impactMedium signal

    Claude fully formalizes Fermat’s Last Theorem in eleven days

    AI is moving from a standalone feature into the workflows, tools, and decisions that shape everyday products and businesses.

    anthropic.com ↗ ↗

AI Agent Automation

07
  • Medium impactMedium signal

    Agentforce is designed around work outcomes, long-running goals, multiple agents, and continuous improvement. The unit of adoption is shifting from chat to business results.

    Agentforce is designed around work outcomes, long-running goals, multiple agents, and continuous improvement. The unit of adoption is shifting from chat to business results.

    salesforce.com ↗ ↗
  • Medium impactMedium signal

    Microsoft、SalesforceからDynamicsへ移行するAIツールを公開

    AI is moving from a standalone feature into the workflows, tools, and decisions that shape everyday products and businesses.

    theregister.com ↗ ↗
  • Medium impactMedium signal

    企業は平均3.1基盤を併用、エージェント統合の複雑さが顕在化

    AI is moving from a standalone feature into the workflows, tools, and decisions that shape everyday products and businesses.

    venturebeat.com ↗ ↗
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