MXDBAPS A.I CyberSecurity Scoring
24/04/2026
Access Monitoring Plan
Access Monitoring Plan
No incidents recorded for MIT xPRO | Designing and Building AI Products and Services in 2026.
No incidents recorded for MIT xPRO | Designing and Building AI Products and Services in 2026.
No incidents recorded for MIT xPRO | Designing and Building AI Products and Services in 2026.
With more than 34,000 students and 7,000 faculty and staff, North Carolina State University is a comprehensive university known for its leadership in education and research, and globally recognized for its science, technology, engineering and mathematics leadership. NC State students, faculty and staff are focused. As one of the leading land-grant institutions in the nation, NC State is committed to playing an active and vital role in improving the quality of life for the citizens of North Carolina, the nation and the world.
Recognized as one of the top 15 research universities worldwide, our culture of collaboration sparks discoveries that advance society and drive economic impact. Everything we do is dedicated to ensuring our students have the opportunity to become changemakers, equipped with the multidisciplinary tools needed to accelerate answers to our world’s most pressing issues.
LSU is the flagship institution of Louisiana and is one of only 30 universities nationwide holding land-grant, sea-grant and space-grant status. Since 1860, LSU has served its region, the nation, and the world through extensive, multipurpose programs encompassing instruction, research, and public service. The university brings in more than $150 million annually in outside research grants and contracts, a significant factor for the Louisiana economy.
Established in 1222, the University of Padova is one of Europe’s oldest and most prestigious seats of learning. Here is where Galileo Galilei taught and Elena Lucrezia Cornaro Piscopia became the first woman in the world to receive a university degree. Traditionally a free-thinking and trailblazing centre of education and research, the University Padova keeps faith with his historical motto Universa Universis Patavina Libertas: Liberty of Padova, universally and for all. Its excellence in the area of research is acknowledged by the National Agency for University Evaluation (Anvur 2017), which placed Padova at the first place of the national rankings for major universities. The University of Padova firmly believes in international collaborations as fundamental growth opportunities, as can be testified by the always increasing number of graduate and post-graduate student exchange programs promoted every year. Valuing the importance of quality and innovation, the University of Padova updates constantly its courses in order to meet the ever-changing needs of the labour market. Its potential students can choose among/between 8 schools, 32 departments, 173 degree courses and a wide range of post-graduate training options. Social Policy https://bit.ly/PSunipd
For more than 250 years, Columbia has been a leader in higher education in the nation and around the world. At the core of our wide range of academic inquiry is the commitment to attract and engage the best minds in pursuit of greater human understanding, pioneering new discoveries and service to society.
The University of Rochester is a private research university located in Rochester, New York. Our campuses are home to more than 6,500 undergraduates and nearly 5,500 graduate students who come from across the United States and around the world to pursue their academic goals. We offer bachelor's, master's, and doctoral degrees through our seven schools and various interdisciplinary programs. Our Yellowjackets compete in NCAA Division III for athletics. With its affiliated UR Medicine health system, we are the largest employer in the Greater Rochester area.
Galileo Global Education, world leader in independent higher education with 210,000 students, 61 schools and 106 campuses in 18 countries, placed employability and innovation at the heart of its strategy for 15 years. Galileo Global Education's mission is to enable everyone, regardless of their starting point, to unleash their potential and boost their long term employability. Our vision: to move the lines of the world of Education through innovation, and the hybridization of disciplines, pedagogies, schools and geographies. The Group's schools, specialized in particular in the fields of digital, business, design, digital communication, health, arts and culture, share the same vision of higher education: the importance of interdisciplinarity, supervision of students, high quality training, international culture and professional integration.
Harvard University is devoted to excellence in teaching, learning, and research, and to developing leaders in many disciplines who make a difference globally. Founded in 1636, Harvard is the oldest institution of higher learning in the United States. The official flagship Harvard social media channels are maintained by Harvard Public Affairs and Communications and aim to provide access to the people, places, events, news and research at our Institution. We ask that all visitors to Harvard’s digital spaces be civil to one another and to the site editors. Personal attacks, profanity, commercial solicitations, spam, misinformation or other inappropriate contributions are grounds for comment removal. We ask that you stay on topic when contributing to a discussion and refrain from duplicate posts. Hateful or discriminatory comments regarding race, ethnicity, religion, gender, disability, sexual orientation, or political beliefs will not be tolerated. The page administrators reserve the right to delete inappropriate or abusive comments and to permanently ban or block users from the Harvard social media accounts.
The University of Texas at Austin is one of the largest public universities in the United States. Founded in 1883, the University has grown from a single building, eight teachers, two departments and 221 students to a 350-acre main campus with 21,000 faculty and staff, 16 colleges and schools and more than 50,000 students.
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vLLM is an inference and serving engine for large language models (LLMs). Prior to 0.23.1rc0, the fix for CVE-2026-22778, which introduced a sanitize_message helper that strips object-repr memory addresses from error messages before they reach the client, is incomplete: several response paths echo str(exc) directly to clients without calling sanitize_message. The unsanitized sites include the Anthropic API router in vllm/entrypoints/anthropic/api_router.py (the POST /v1/messages and POST /v1/messages/count_tokens handlers), the Server-Sent Events streaming converter in vllm/entrypoints/anthropic/serving.py, and the realtime speech-to-text WebSocket in vllm/entrypoints/speech_to_text/realtime/connection.py. These paths catch the exception inside the route coroutine and construct the JSONResponse themselves, bypassing the sanitizing global FastAPI exception handler, and WebSocket frames do not traverse that handler chain at all. Using the same primitive as the parent issue, an unauthenticated attacker can send malformed image bytes through the Anthropic Messages API image content parts so that PIL.Image.open raises an UnidentifiedImageError whose message contains the BytesIO object repr, leaking the heap memory address verbatim in the error.message field of the response body. This vulnerability is fixed in 0.23.1rc0.
vLLM is an inference and serving engine for large language models (LLMs). Prior to 0.23.1rc0, ll temperature validation gates use comparison operators (<, >), which silently evaluate to False for NaN and for positive Infinity in Python's IEEE 754 float semantics. Both values pass every guard and propagate to GPU sampling kernels, where they produce undefined behavior or CUDA errors that can crash the inference worker. This vulnerability is fixed in 0.23.1rc0.
vLLM is an inference and serving engine for large language models (LLMs). Prior to 0.23.1rc0, vLLM's /v1/audio/transcriptions endpoint limits compressed upload size but not decoded PCM output. A 25MB OPUS file expands to ~14.9GB of float32 PCM at decode time. This vulnerability is fixed in 0.23.1rc0.
vLLM is an inference and serving engine for large language models (LLMs). Prior to 0.22.1, the vLLM Dockerfile is vulnerable to a dependency confusion attack through the flashinfer-jit-cache package. The package is installed from a custom index (flashinfer.ai/whl/) using --extra-index-url, but the package name was not registered on PyPI, and UV_INDEX_STRATEGY="unsafe-best-match" is set globally. An attacker who registers flashinfer-jit-cache on PyPI with version 0.6.11.post2 can execute arbitrary code as root during the Docker build and backdoor every resulting container image, enabling exfiltration of all user prompts, API credentials, and model data from production vLLM deployments This vulnerability is fixed in 0.22.1.
vLLM is an inference and serving engine for large language models (LLMs). From 0.5.5 until 0.23.1rc0, integer truncation of tensor dimensions in vLLM's GGUF dequantize kernels (csrc/quantization/gguf/gguf_kernel.cu) causes partial tensor processing. The output tensor is allocated at full size via torch::empty (uninitialized memory), but the dequantize CUDA kernel processes only a truncated number of elements. The unfilled portion of the output tensor retains whatever was previously in GPU memory. In multi-tenant inference deployments, this residual GPU memory may contain tensor data from other users' inference requests, constituting information disclosure. This vulnerability is fixed in 0.23.1rc0.
curl -i -X GET 'https://api.rankiteo.com/underwriter-getcompany-history?
linkedin_id=axa' -H 'apikey: YOUR_API_KEY_HERE'
Every week, Rankiteo analyzes billions of signals to give organizations a sharper, faster view of emerging risks. With deeper, more actionable intelligence at their fingertips, security teams can outpace threat actors, respond instantly to Zero-Day attacks, and dramatically shrink their risk exposure window.
Rankiteo is a unified scoring and risk platform that analyzes billions of signals weekly to help organizations gain faster, more actionable insights into emerging threats. Empowering teams to outpace adversaries and reduce exposure.