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Copilot, Agent Skills and Spreadsheets: TLDR AI's Weekly Roundup
Microsoft launched Copilot Readiness Packages in Microsoft 365, providing administrators with guided assessments and secure deployment presets, and added automatic issue detection and Copilot-driven suggestions in the Teams admin center. Anthropic launched reusable Agent Skills for Claude for Enterprise, which can encode processes such as brand tone, email formatting, and Jira task creation; the standard is open, and there is no additional charge beyond a normal Claude subscription. OpenAI released GPT-5.2 for professional and enterprise use, focusing on long context, structured outputs, and multi-step projects, offering three variants.
Microsoft launched Copilot Readiness Packages in Microsoft 365, providing administrators with guided assessments and secure deployment presets, and added automatic issue detection and Copilot-driven suggestions in the Teams admin center. Anthropic launched reusable Agent Skills for Claude for Enterprise, which can encode processes such as brand tone, email formatting, and Jira task creation; the standard is open, and there is no additional charge beyond a normal Claude subscription. OpenAI relea
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Copilot Gets Rolled Out, Gemini Wants Your Calendar
Microsoft Copilot Business launched globally on December 1, offering meeting notes, document drafting, and productivity tools such as Outlook to small and medium-sized businesses at a lower price. Google's Gemini, meanwhile, provides AI summaries for Docs, Sheets, and Slides, and supports audio overviews of PDFs in Drive. OpenAI CEO Sam Altman put ChatGPT into "code red" status, pushing the team to accelerate improvements.
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Aim Labs discloses the complete attack chain of the M365 Copilot zero-click vulnerability EchoLeak
Aim Labs disclosed the zero-click vulnerability EchoLeak in Microsoft 365 Copilot: an attacker only needs to send a single email to the victim to exfiltrate sensitive data in the Copilot context without the user's awareness. The attack chain consists of three vulnerabilities, which in sequence bypass the XPIA prompt injection classifier, the sanitization of external links and images, and, with the help of SharePoint and Teams URLs, bypass CSP restrictions. Aim Labs calls the core technique LLM Scope Violation and believes that similar design flaws may also exist in other RAG-based chatbots and AI agents, and states that Microsoft has confirmed that no customers were affected.
Aim Labs disclosed the zero-click vulnerability EchoLeak in Microsoft 365 Copilot: an attacker only needs to send a single email to the victim to exfiltrate sensitive data in the Copilot context without the user's awareness. The attack chain consists of three vulnerabilities, which in sequence bypass the XPIA prompt injection classifier, the sanitization of external links and images, and, with the help of SharePoint and Teams URLs, bypass CSP restrictions. Aim Labs calls the core technique LLM S
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Microsoft Research builds a synthetic enterprise data evaluation platform
Microsoft Research built the Industry Evaluation Data Generation Platform to evaluate Microsoft Copilot. The platform generates fully synthetic enterprise environments based on public data such as O*NET, job postings, and SEC filings, avoiding the use of any customer data. These simulated tenants contain realistic organizational structures, meeting and email histories, can cover issues missed by general benchmarks, and have formed Copilot's first standardized evaluation baseline.
Microsoft Research built the Industry Evaluation Data Generation Platform to evaluate Microsoft Copilot. The platform generates fully synthetic enterprise environments based on public data such as O NET, job postings, and SEC filings, avoiding the use of any customer data. These simulated tenants contain realistic organizational structures, meeting and email histories, can cover issues missed by general benchmarks, and have formed Copilot's first standardized evaluation baseline.
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Microsoft Research builds a synthetic enterprise data evaluation platform
Microsoft Research built the Industry Evaluation Data Generation Platform to evaluate Microsoft Copilot. The platform generates fully synthetic enterprise environments based on public data such as O*NET, job postings, and SEC filings, avoiding the use of any customer data. These simulated tenants contain realistic organizational structures, meeting and email histories, can cover issues missed by general benchmarks, and have formed Copilot's first standardized evaluation baseline.
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View story:Microsoft Research builds a synthetic enterprise data evaluation platform
Microsoft opens Copilot agent harness public preview through Foundry
On October 30, 2026, Microsoft opened the public beta of the GitHub Copilot agent harness through the Foundry Agent Service in Microsoft Foundry. The harness provides built-in sandboxing, reusable skills, MCP integration, and sub-agent support; the same harness already supports Copilot Code, Copilot Studio, GitHub Copilot, CLI, and VS Code. When creating a prompt agent, this harness must be selected and cannot be changed afterward; CPU, memory, and idle duration are controlled by Microsoft, and bring-your-own-model is not supported. The service is free until December 1, 2026, after which it is billed at $0.0994 per vCPU-hour and $0.0118 per GiB-hour, with model inference and some tools billed separately.
On October 30, 2026, Microsoft opened the public beta of the GitHub Copilot agent harness through the Foundry Agent Service in Microsoft Foundry. The harness provides built-in sandboxing, reusable skills, MCP integration, and sub-agent support; the same harness already supports Copilot Code, Copilot Studio, GitHub Copilot, CLI, and VS Code. When creating a prompt agent, this harness must be selected and cannot be changed afterward; CPU, memory, and idle duration are controlled by Microsoft, and
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Microsoft opens Copilot agent harness public preview through Foundry
On October 30, 2026, Microsoft opened the public beta of the GitHub Copilot agent harness through the Foundry Agent Service in Microsoft Foundry. The harness provides built-in sandboxing, reusable skills, MCP integration, and sub-agent support; the same harness already supports Copilot Code, Copilot Studio, GitHub Copilot, CLI, and VS Code. When creating a prompt agent, this harness must be selected and cannot be changed afterward; CPU, memory, and idle duration are controlled by Microsoft, and bring-your-own-model is not supported. The service is free until December 1, 2026, after which it is billed at $0.0994 per vCPU-hour and $0.0118 per GiB-hour, with model inference and some tools billed separately.
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View story:Microsoft opens Copilot agent harness public preview through Foundry
Microsoft ends Copilot support on smart TVs
Microsoft has decided to end support for all Copilot features on TVs. A pop-up notification on LG TVs states that the feature is "scheduled to be discontinued in 2026," with the exact date depending on Microsoft's timeline. LG and Samsung announced at CES 2025 that their new smart TVs would integrate Copilot, allowing users to talk to it, ask about on-screen content, or get movie and TV recommendations. Previously, LG drew user complaints after a webOS update added a non-removable Copilot shortcut, and later allowed it to be deleted.
Microsoft has decided to end support for all Copilot features on TVs. A pop-up notification on LG TVs states that the feature is "scheduled to be discontinued in 2026," with the exact date depending on Microsoft's timeline. LG and Samsung announced at CES 2025 that their new smart TVs would integrate Copilot, allowing users to talk to it, ask about on-screen content, or get movie and TV recommendations. Previously, LG drew user complaints after a webOS update added a non-removable Copilot shortc
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Microsoft offers voluntary severance packages to up to 60,000 employees
On October 26, 2026, Microsoft offered voluntary severance packages to employees at level 70 and below across teams in the United States, Canada, India, and the United Kingdom, covering up to approximately 60,000 people, or about 27% of its global workforce; employees must decide by early December, and those who accept will leave the company by the end of the year. The Verge AI reported that this scale far exceeds the retirement plan offered to about 9,000 people earlier this year; as of June 30, Microsoft had approximately 223,000 employees, a decrease of 5,000 from the previous year. On October 29, Microsoft announced its financial results for the first quarter of fiscal year 2027, with Azure revenue up 48% year over year; the company said demand for AI infrastructure has exceeded available capacity; a few days before the earnings release, Microsoft offered voluntary departure packages to approximately 60,000 employees.
On October 26, 2026, Microsoft offered voluntary severance packages to employees at level 70 and below across teams in the United States, Canada, India, and the United Kingdom, covering up to approximately 60,000 people, or about 27% of its global workforce; employees must decide by early December, and those who accept will leave the company by the end of the year. The Verge AI reported that this scale far exceeds the retirement plan offered to about 9,000 people earlier this year; as of June 30
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Microsoft announced Azure revenue grew 48% year-over-year
On October 26, 2026, Microsoft offered voluntary severance packages to employees at level 70 and below across teams in the United States, Canada, India, and the United Kingdom, covering up to approximately 60,000 people, or about 27% of its global workforce; employees must decide by early December, and those who accept will leave the company by the end of the year. The Verge AI reported that this scale far exceeds the retirement plan offered to about 9,000 people earlier this year; as of June 30, Microsoft had approximately 223,000 employees, a decrease of 5,000 from the previous year. On October 29, Microsoft announced its financial results for the first quarter of fiscal year 2027, with Azure revenue up 48% year over year; the company said demand for AI infrastructure has exceeded available capacity; a few days before the earnings release, Microsoft offered voluntary departure packages to approximately 60,000 employees.
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View story:Microsoft offers voluntary severance packages to up to 60,000 employees
Microsoft releases preview of image editing model MAI Image 2.7
On October 27, 2026, Microsoft AI released the image editing model MAI Image 2.7, launching it in preview form. The Microsoft AI Blog said that the model ranks 3rd on Arena Edit and 2nd on the Artificial Analysis image editing leaderboard, making Microsoft AI the 2nd-ranked lab; the company also said that it outperforms 2.6 on all 10 use cases and 7 categories of editing actions evaluated by Artificial Analysis, and leads the next-best model by 24 Elo on scenes and styles. A subsequent IT Home report said that the model ranks 2nd on the AA-Image-Editing v2.1 leaderboard with 1193 Elo, second only to OpenAI's GPT Image 2.5 Sunburst (max). Users can currently try it on Arena, Artificial Analysis, and the MAI Playground, with text-to-image functionality coming soon; Microsoft has not yet announced a public API, pricing, or an official commercial launch date, and the model weights have not been released.
On October 27, 2026, Microsoft AI released the image editing model MAI Image 2.7, launching it in preview form. The Microsoft AI Blog said that the model ranks 3rd on Arena Edit and 2nd on the Artificial Analysis image editing leaderboard, making Microsoft AI the 2nd-ranked lab; the company also said that it outperforms 2.6 on all 10 use cases and 7 categories of editing actions evaluated by Artificial Analysis, and leads the next-best model by 24 Elo on scenes and styles. A subsequent IT Home r
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