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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.
ot 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.
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Entourage Completes Second Fundraising Round, Raising €100 Million
European early-stage venture capital firm Entourage has completed the fundraising for its second fund, with a size of €100 million. According to Tech.eu, the fund exceeded its initial target of €75 million and was capped after being oversubscribed within two weeks. The fund plans to invest in about 25 companies in Europe and other markets at the pre-seed and seed stages, with individual checks of €1 million to €5 million, expanding its focus from software to AI, enterprise software, robotics, physical AI and deep tech. Entourage was founded by Showpad co-founder Pieterjan Bouten and has previously made early investments in Aikido Security, Conveo and Lexroom.
European early-stage venture capital firm Entourage has completed the fundraising for its second fund, with a size of €100 million. According to Tech.eu, the fund exceeded its initial target of €75 million and was capped after being oversubscribed within two weeks. The fund plans to invest in about 25 companies in Europe and other markets at the pre-seed and seed stages, with individual checks of €1 million to €5 million, expanding its focus from software to AI, enterprise software, robotics, ph
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Entourage completes second fund raising, with a scale of 100 million euros
European early-stage venture capital firm Entourage has completed the fundraising for its second fund, with a size of €100 million. According to Tech.eu, the fund exceeded its initial target of €75 million and was capped after being oversubscribed within two weeks. The fund plans to invest in about 25 companies in Europe and other markets at the pre-seed and seed stages, with individual checks of €1 million to €5 million, expanding its focus from software to AI, enterprise software, robotics, physical AI and deep tech. Entourage was founded by Showpad co-founder Pieterjan Bouten and has previously made early investments in Aikido Security, Conveo and Lexroom.
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View story:Entourage Completes Second Fundraising Round, Raising €100 Million
Paris Smaragdis proposes to make machines hear better than humans
MIT professor Paris Smaragdis's research group proposes to give machines auditory capabilities surpassing those of humans, and to apply this goal to scenarios such as speech recognition, music understanding, and environmental monitoring. His research covers machine learning for sound source separation, intelligent devices that can augment human auditory environments, and tools that help people understand, manipulate, analyze, and create music. Smaragdis joined MIT in 2025 and holds appointments in the Music and Theater Arts program and the Department of Electrical Engineering and Computer Science. This direction is still at the research advancement stage, and no subsequent progress has been disclosed.
MIT professor Paris Smaragdis's research group proposes to give machines auditory capabilities surpassing those of humans, and to apply this goal to scenarios such as speech recognition, music understanding, and environmental monitoring. His research covers machine learning for sound source separation, intelligent devices that can augment human auditory environments, and tools that help people understand, manipulate, analyze, and create music. Smaragdis joined MIT in 2025 and holds appointments
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Paris Smaragdis proposes to make machines hear better than humans
MIT professor Paris Smaragdis's research group proposes to give machines auditory capabilities surpassing those of humans, and to apply this goal to scenarios such as speech recognition, music understanding, and environmental monitoring. His research covers machine learning for sound source separation, intelligent devices that can augment human auditory environments, and tools that help people understand, manipulate, analyze, and create music. Smaragdis joined MIT in 2025 and holds appointments in the Music and Theater Arts program and the Department of Electrical Engineering and Computer Science. This direction is still at the research advancement stage, and no subsequent progress has been disclosed.
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View story:Paris Smaragdis proposes to make machines hear better than humans
Dharmendra Raghuvanshi said Chai Point's monthly AWS bill fell 58.2%
Dharmendra Raghuvanshi of Chai Point said the company's monthly AWS bill dropped from $10,877 to $4,550, a 58.2% reduction. According to Analytics India Magazine, about 80% of the savings came from an Agentic Cost Audit performed by a senior engineer using Claude Code: the audit examined production and QA cloud accounts in read-only mode, identifying idle and orphaned resources, over-provisioning and misconfigurations, and ranked them by savings amount, implementation cost and risk. The remaining roughly 19% came from switching AWS reseller to Isaga for a 5% discount, and from Savings Plans reducing committed spending by about 15%. The report said the platform still supports more than 8,000 connected brewing devices across over 170 stores.
Dharmendra Raghuvanshi of Chai Point said the company's monthly AWS bill dropped from $10,877 to $4,550, a 58.2% reduction. According to Analytics India Magazine, about 80% of the savings came from an Agentic Cost Audit performed by a senior engineer using Claude Code: the audit examined production and QA cloud accounts in read-only mode, identifying idle and orphaned resources, over-provisioning and misconfigurations, and ranked them by savings amount, implementation cost and risk. The remainin
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heise online launches three-day hands-on RAG workshop
heise online's iX is launching a three-day online interactive workshop, "Implementing AI Correctly with Your Own Data: Evaluating and Applying RAG, Embeddings and Retrieval Architectures," which explains RAG architectures and technical foundations and covers both cloud and on-premise deployment. The course is taught by Gregor Biswanger, a Microsoft Azure AI MVP and GitHub Copilot collaborator, and covers prompt optimization, integrating the OpenAI and Azure OpenAI APIs, and developing and testing self-built AI agents. The workshop runs online daily from 09:00 to 17:00 and is aimed at developers who want to get started with RAG systems; it is suitable for both beginners and advanced participants. There are currently no subsequent developments.
heise online's iX is launching a three-day online interactive workshop, "Implementing AI Correctly with Your Own Data: Evaluating and Applying RAG, Embeddings and Retrieval Architectures," which explains RAG architectures and technical foundations and covers both cloud and on-premise deployment. The course is taught by Gregor Biswanger, a Microsoft Azure AI MVP and GitHub Copilot collaborator, and covers prompt optimization, integrating the OpenAI and Azure OpenAI APIs, and developing and testin
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heise launches RAG hands-on workshop
heise online's iX is launching a three-day online interactive workshop, "Implementing AI Correctly with Your Own Data: Evaluating and Applying RAG, Embeddings and Retrieval Architectures," which explains RAG architectures and technical foundations and covers both cloud and on-premise deployment. The course is taught by Gregor Biswanger, a Microsoft Azure AI MVP and GitHub Copilot collaborator, and covers prompt optimization, integrating the OpenAI and Azure OpenAI APIs, and developing and testing self-built AI agents. The workshop runs online daily from 09:00 to 17:00 and is aimed at developers who want to get started with RAG systems; it is suitable for both beginners and advanced participants. There are currently no subsequent developments.
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View story:heise online launches three-day hands-on RAG workshop
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