Mahmoud Rabie
@mahrabie
โ๏ธ Multi-Cloud/๐ฆพ AI/๐ก๏ธ Security Solutions Architect and Consultant | Msc in Computer Engineering | ๐ฅFirst Place๐ฅ at International Next-GenAI Hackathon | GCP
ID: 347770142
https://www.linkedin.com/in/mahmoudrabie2004/ 03-08-2011 09:56:53
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๐คโก๏ธโจ Mandiant (part of Google Cloud) (part of Google Cloud): ๐๐๐๐ช๐ง๐๐ฃ๐ ๐๐ง๐ค๐ฉ๐๐๐ฉ๐๐ค๐ฃ ๐๐๐ก๐๐ฎ๐จ ๐๐ฃ ๐๐ค๐๐๐ง๐ฃ ๐๐ช๐๐จ๐ฉ๐๐ฉ๐๐ค๐ฃ๐จ โจโก๏ธ๐ค #for_ot_architects #for_cloud_architects #for_solutions_architects #for_security_architects #did_you_know_that a single mis-configured
๐ค๐ฅ๏ธ ๐๐๐๐๐๐๐ข๐พ๐๐ผ: ๐๐๐๐ก๐๐จ๐ฉ๐๐ ๐ผ๐๐ซ๐๐ง๐จ๐๐ง๐๐๐ก ๐๐๐จ๐ฉ๐๐ฃ๐ ๐ค๐ ๐พ๐ค๐ข๐ฅ๐ช๐ฉ๐๐ง-๐๐จ๐ ๐ผ๐๐๐ฃ๐ฉ๐จ ๐๐ฃ ๐๐ฎ๐๐ง๐๐ ๐๐๐-๐๐ ๐๐ฃ๐ซ๐๐ง๐ค๐ฃ๐ข๐๐ฃ๐ฉ๐จ ๐ฅ๏ธ๐ค #for_ai_scientists #for_ai_researchers #for_ai_architects #did_you_know_that researchers
๐ค๐๐๏ธ Magnitude: ๐ผ๐ ๐ฝ๐ง๐ค๐ฌ๐จ๐๐ง ๐ผ๐ช๐ฉ๐ค๐ข๐๐ฉ๐๐ค๐ฃ ๐๐ง๐๐ข๐๐ฌ๐ค๐ง๐ ๐๏ธ๐๐ค #open_source_ai_projects #did_you_know_that Most "AI agents" still poke the DOM, but humans rely on vision. Magnitude lets an LLM see the page, decide where to click, and extract data with
๐ค๐โจ ๐ฝ๐ช๐๐ก๐ ๐๐๐3 ๐ผ๐ ๐ผ๐๐๐ฃ๐ฉ๐จ ๐ค๐ฃ Google ๐พ๐ก๐ค๐ช๐ โจ๐๐ค #for_ai_architects #for_solutions_architects #for_cloud_architects #did_you_know_that you can wire smart-contract logic to Gemini-powered agents in under an hour-letting a DAO treasurer, NFT marketplace,
๐ค๐ธ๏ธโจ ๐๐ง๐๐ฅ๐๐๐ผ๐ ๐๐ฃ๐๐๐ฃ๐ ๐ค๐ฃ Google ๐พ๐ก๐ค๐ช๐ โจ๐ธ๏ธ๐ค #for_ai_architects #for_solutions_architects #for_cloud_architects #did_you_know_that Google Cloud's new reference pattern stores vectors and relationships in the same globally-consistent Spanner instance-so
๐ค๐ ๏ธ ๐๐พ๐-๐พ๐๐: ๐๐๐ ๐พ๐ค๐ข๐ข๐๐ฃ๐-๐๐๐ฃ๐ ๐ฟ๐ค๐ค๐ง๐ฌ๐๐ฎ ๐ฉ๐ค ๐๐ค๐๐๐ก ๐พ๐ค๐ฃ๐ฉ๐๐ญ๐ฉ ๐๐ง๐ค๐ฉ๐ค๐๐ค๐ก ๐ ๏ธ๐ค #open_source_ai_projects #did_you_know_that if you want to inspect, invoke, and debug any MCP-compatible agent without spinning up a GUI, mcp-cli lets you do
๐ค๐ก๏ธโจ ๐ผ๐๐ซ๐๐ฃ๐๐๐ฃ๐ ๐ผ๐-๐ผ๐๐๐ฃ๐ฉ ๐๐ค๐ซ๐๐ง๐ฃ๐๐ฃ๐๐ ๐ฌ๐๐ฉ๐ Boomi ๐ค๐ฃ Amazon Web Services - ๐๐๐จ๐๐ง๐ซ๐๐๐๐ก๐๐ฉ๐ฎ + ๐พ๐ค๐ข๐ฅ๐ก๐๐๐ฃ๐๐ ๐๐ฃ ๐๐ฃ๐ ๐๐ง๐๐ข๐๐ฌ๐ค๐ง๐ โจ๐ก๏ธ๐ค #for_ai_architects #for_grc_consultants #for_cloud_architects #for_solutions_architects
๐ค๐โจ ๐ผ๐๐๐๐ก๐๐ง๐๐ฉ๐๐ฃ๐ ๐ผ๐ ๐๐ฃ๐ฃ๐ค๐ซ๐๐ฉ๐๐ค๐ฃ ๐๐ฉ ๐๐๐๐ก๐: ๐๐พ๐ ๐๐๐ง๐ซ๐๐ง๐จ + Amazon ๐ฝ๐๐๐ง๐ค๐๐ โจ๐๐ค #for_ai_architects #for_cloud_architects #for_solutions_architects #did_you_know_that you can launch production-grade MCP tool servers behind an
๐ค๐ฉบ ๐๐๐๐ผ๐: ๐๐ฃ๐ค๐ฌ๐ก๐๐๐๐-๐๐ฃ๐๐๐ฃ๐๐๐ ๐๐๐๐จ๐ค๐ฃ๐๐ฃ๐ ๐๐ค๐ง ๐๐๐ง๐ค-๐๐๐ค๐ฉ ๐๐๐๐๐๐๐ก ๐ฟ๐๐๐๐ฃ๐ค๐จ๐๐จ ๐ฉบ๐ค #for_ai_scientists #for_ai_researchers #for_ai_architects #did_you_know_that a joint Emory University and Stanford University team just built KERAP, a
๐ค๐๏ธGoogle ๐๐๐ฃ๐ผ๐ ๐๐ค๐ค๐ก๐๐ค๐ญ: ๐๐๐๐ช๐ง๐ ๐ฟ๐ฝ ๐ผ๐๐๐ฃ๐ฉ ๐๐ช๐ ๐๏ธ๐ค #open_source_ai_projects #did_you_know_that Large-language-model agents usually "speak SQL" through handwritten adapters-each one re-implementing pooling, auth, observability and secrets over and
๐ฉ๏ธ ๐๐๐๐๐๐ข๐ข๐๐ง ๐จ๐ก๐๐ข๐จ NVIDIA ๐๐๐๐จ ๐ฉ๏ธ๐ง #cyber_security_highlights ๐ก ๐พ๐๐๐๐๐๐๐ #did_you_know_that University of Toronto researchers have dropped GPUHammer, the first RowHammer-style attack proven against an NVIDIA GPU (A6000 + GDDR6)-flipping bits in GPU
๐ค๐ช Docker ๐๐พ๐ ๐๐๐ฉ๐๐ฌ๐๐ฎ: ๐๐ฅ๐๐ฃ-๐๐ค๐ช๐ง๐๐ ๐๐๐๐ช๐ง๐ ๐๐ฃ๐๐ง๐ ๐๐ค๐ง ๐ผ๐๐๐ฃ๐ฉ๐๐ ๐ผ๐ ๐ช๐ค #open_source_ai_projects #did_you_know_that Docker, Inc's MCP Toolkit already standardised local agent workflows, passing one-million pulls in its first sprint. The
๐ค๐ ๐๐พ๐๐๐ซ๐๐ก: ๐ผ๐ช๐ฉ๐ค๐ข๐๐ฉ๐๐ ๐๐พ๐-๐๐๐จ๐๐ ๐ฟ๐๐๐ฅ ๐๐ซ๐๐ก๐ช๐๐ฉ๐๐ค๐ฃ ๐๐ค๐ง ๐ผ๐ ๐ผ๐๐๐ฃ๐ฉ ๐๐ค๐๐๐ก๐จ ๐๐ค #for_ai_scientists #for_ai_researchers #for_ai_architects #did_you_know_that Salesforce AI Research just open-sourced MCPEval, a fully-automated
๐ค๐ ๐๐๐๐ฟ๐๐ซ: ๐ผ ๐๐ฃ๐ค๐ฌ๐ก๐๐๐๐-๐ฟ๐ง๐๐ซ๐๐ฃ ๐๐ช๐ก๐ฉ๐-๐ผ๐๐๐ฃ๐ฉ ๐๐ง๐๐ข๐๐ฌ๐ค๐ง๐ ๐๐ค๐ง ๐๐๐ฆ๐ช๐๐ง๐๐ข๐๐ฃ๐ฉ๐จ ๐ฟ๐๐ซ๐๐ก๐ค๐ฅ๐ข๐๐ฃ๐ฉ ๐๐ค #for_ai_scientists #for_ai_researchers #for_ai_architects #did_you_know_that team of researchers from Peking University,
๐ค๐ก๏ธ ๐ผ๐๐๐ฃ๐ฉ ๐๐๐๐๐ฉ๐ฎ ๐ผ๐ก๐๐๐ฃ๐ข๐๐ฃ๐ฉ ๐ซ๐๐ ๐๐๐๐ฃ๐๐ค๐ง๐๐๐ข๐๐ฃ๐ฉ ๐๐๐๐ง๐ฃ๐๐ฃ๐ ๐ก๏ธ๐ค #for_ai_scientists #for_ai_researchers #for_ai_architects #for_security_researchers #for_security_architects #did_you_know_that an Ant Group research team just released a
๐ค๐ ๐๐๐๐๐ผ๐: ๐๐ง๐๐ฅ๐-๐๐๐จ๐๐ ๐๐ซ๐๐ก๐ช๐๐ฉ๐๐ค๐ฃ ๐๐๐ฉ๐ง๐๐๐จ ๐๐ค๐ง ๐๐ช๐ก๐ฉ๐-๐ผ๐๐๐ฃ๐ฉ ๐๐ฎ๐จ๐ฉ๐๐ข๐จ ๐๐ค #for_ai_scientists #for_ai_researchers #for_ai_architects #did_you_know_that GEMMAS is the first framework to turn a multi-agent chat log into a
๐ฉ๏ธ W๐๐๐๐๐๐๐ฃ๐๐ .H๐๐ฐ ๐ต๐๐๐๐ ๐ณ๐๐๐ ๐ด๐๐๐๐๐๐ ๐๐๐ ๐๐๐๐๐๐๐ ๐๐๐ ๐ฉ๏ธ๐ฅ๏ธ #cyber_security_highlights ๐ก ๐พ๐๐๐๐๐๐๐ #did_you_know_that A fresh campaign is pushing weaponized HTML Application (.HTA) files that invoke mshta.exe + ActiveX to sideload
๐ฉ๏ธ Microsoft ๐๐๐๐๐๐ฟ๐๐๐๐ ๐ข-๐ณ๐๐ข ๐๐๐๐๐๐๐ ๐๐๐๐๐๐๐ ๐๐๐๐๐๐๐ ๐๐๐ ๐ฉ๏ธ๐ #cyber_security_highlights ๐ก ๐พ๐๐๐๐๐๐๐ #did_you_know_that Microsoft has confirmed that the SharePoint zero-days CVE-2025-53770 & CVE-2025-53771 are being chained to