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Microsoft Launches Scout AI Assistant For Microsoft 365

Microsoft has introduced Scout, a new AI assistant built on the OpenClaw framework and designed to operate across the Microsoft 365 ecosystem. Interest in OpenClaw grew across the industry earlier this year after the autonomous AI agent demonstrated its ability to perform tasks with minimal human intervention.

Origins and Evolution

OpenClaw attracted significant attention in early 2026, sparking discussions across the technology sector about the opportunities and risks associated with autonomous AI agents. Although interest in the project cooled after OpenAI acquired its founder, many of its underlying concepts continue to influence AI development. Microsoft’s Scout combines elements of OpenClaw’s autonomous capabilities with enterprise-focused security, compliance and personalization features.

A Persistent, Personalized Assistant

Scout is designed to maintain a persistent identity and adapt to user preferences over time. According to Scout Vice President Omar Shahine, users can build memories, workflows and skills that remain associated with the assistant across different tasks and interactions. “We all have our interesting quirks in how we work, and people are codifying those patterns into memories and skills that persist in their agent,” Shahine said. Microsoft says the system is intended to help users automate recurring tasks while adapting to individual work habits.

Seamless Integration Within the Microsoft Ecosystem

Scout operates across cloud, desktop and web environments and connects with workplace tools including calendars, email and task management systems. Built-in features include calendar management and meeting preparation, while users can also create customized workflows and skills. Currently available through Microsoft’s Frontier program, Scout requires a GitHub Copilot subscription.

Emphasis on Security and Compliance

Microsoft has placed a strong emphasis on governance and oversight within Scout’s design. A policy conformance system monitors actions against predefined rules and generates audit records throughout the process. According to Microsoft, these controls are designed to provide greater visibility into AI-driven actions and support compliance requirements within enterprise environments.

Complementing A Broader AI Strategy

Scout was introduced alongside several other AI announcements at Microsoft’s annual Build developer conference. Alongside Scout, Microsoft unveiled updates to Copilot, Project Solara and a new reasoning-focused AI model as part of its broader AI strategy.

Scout’s introduction reflects Microsoft’s continued investment in AI agents designed to automate tasks while operating within established security and compliance frameworks.

Ex-Spotify Engineers Raise $10 Million To Bring AI Personalisation To E-Commerce

Three former Spotify engineers have raised $10 million in seed funding for Malachyte, a startup that aims to bring AI-powered personalisation to online retail.

The company was founded by Sidd Motwani, Ian Anderson and Shivaditya Sinha, who previously helped build Spotify’s recommendation technology. Their goal is to apply a similar approach to e-commerce by predicting what shoppers want in real time rather than relying on purchase history or demographic profiles.

Beyond Traditional Recommendations

Malachyte’s platform analyses browsing behaviour as customers interact with an online store, using signals such as searches, clicks, scrolling and items added to a cart to continuously refine recommendations.

According to Chief Executive Sidd Motwani, the system begins building a customer profile from the moment a page loads and becomes more accurate as the shopping session progresses. That allows retailers to personalise product rankings even for first-time visitors without requiring an account or previous purchases.

The company also considers contextual factors, such as the device being used or how a customer arrived at the website, to better understand purchasing intent.

Expansion Plans

Founded in 2024, Malachyte tested its technology with more than 20 enterprise customers across retail, travel and grocery before focusing on e-commerce.

The platform launched with Fun.com in late 2025 and has been available to Shopify merchants since June through a native integration, while larger retailers can access it via an API.

The $10 million seed round was co-led by Bessemer Venture Partners and Gradient, with participation from Harpoon Ventures. The funding will be used to expand the company’s commercial operations, strengthen product development and accelerate growth.

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