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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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Rohan Paul proposes that robot memory demand will exceed everything else on Earth
On October 27, 2026, Musk responded on X to Counterpoint Research's forecast regarding DRAM demand for humanoid robots, calling the analysis "absurd" and stating that robot memory demand will exceed that of every other application on Earth. Counterpoint projects that DRAM per humanoid robot will rise from the current 19GB to 39GB by 2030, with total demand growing from about 8,300TB in 2026 to about 172,000TB in 2030, an increase of roughly 20 times; one analyst estimates that at an annual output of 10 million Optimus units and 72GB per unit, about 720PB of LPDDR would be needed per year. Musk also stated that the robots use low-power DRAM rather than HBM. At present, this judgment remains Musk's personal statement, with no subsequent developments.
On October 27, 2026, Musk responded on X to Counterpoint Research's forecast regarding DRAM demand for humanoid robots, calling the analysis "absurd" and stating that robot memory demand will exceed that of every other application on Earth. Counterpoint projects that DRAM per humanoid robot will rise from the current 19GB to 39GB by 2030, with total demand growing from about 8,300TB in 2026 to about 172,000TB in 2030, an increase of roughly 20 times; one analyst estimates that at an annual outpu
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Rohan Paul proposes that robot memory demand will exceed everything else on Earth
On October 27, 2026, Musk responded on X to Counterpoint Research's forecast regarding DRAM demand for humanoid robots, calling the analysis "absurd" and stating that robot memory demand will exceed that of every other application on Earth. Counterpoint projects that DRAM per humanoid robot will rise from the current 19GB to 39GB by 2030, with total demand growing from about 8,300TB in 2026 to about 172,000TB in 2030, an increase of roughly 20 times; one analyst estimates that at an annual output of 10 million Optimus units and 72GB per unit, about 720PB of LPDDR would be needed per year. Musk also stated that the robots use low-power DRAM rather than HBM. At present, this judgment remains Musk's personal statement, with no subsequent developments.
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View story:Rohan Paul proposes that robot memory demand will exceed everything else on Earth
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