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。
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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 ↗ ↗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。
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。
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 →Go deeper on Claude Code and Codex updates, practical use, and this week’s AI industry news. Select a thumbnail to watch on YouTube.
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Updated daily · Last updated 2026-09-14
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 ↗ ↗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 ↗ ↗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 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 ↗ ↗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 ↗ ↗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 ↗ ↗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 ↗ ↗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 ↗ ↗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 ↗ ↗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 ↗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 ↗ ↗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 ↗ ↗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 ↗ ↗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 ↗ ↗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 ↗ ↗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 ↗ ↗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 ↗ ↗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 ↗ ↗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 ↗ ↗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 ↗ ↗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 ↗ ↗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 ↗ ↗Each edition preserves its TOP SIGNAL, 21 news items, and EDITOR’S SIGNAL.