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Microsoft has introduced a new AI-driven vulnerability discovery system called MDASH, a multi-model agentic security platform designed to automate large-scale code auditing across Windows and other Microsoft software environments. The system combines more than 100 specialized AI agents that work together to scan, validate, debate, and prove vulnerabilities across complex codebases. By Robert Krzaczyński

Discover how to use VS Code to interact with GitHub and maintain your projects. The post GitHub for Beginners: Getting started with Git and GitHub in VS Code appeared first on The GitHub Blog .

🌟 Announcing the 2nd Workshop on Efficient Reasoning (ER) at @colm2026 — Oct 9! 📣 We welcome submissions! Submit your work here: https://openreview.net/group?id=colmweb.org/COLM/2026/Workshop/Efficient_Reasoning 🗓️ Deadline: July 12, 2026 (AoE) 🔗 Website: https://wdlctc.github.io/efficient-reasoning-2026/ 💬 Topics include (but aren't limited to): 🔹 Multimodal, spatial & embodied reasoning under efficiency constraints 🔹 Curating high-quality reasoning datasets under resource constraints 🔹 Algorithmic innovations for efficient training & RL fine-tuning 🔹 Fast inference: pruning, compression, progressive generation, KV-cache tricks 🔹 Benchmarks & theory on time-/space-complexity and faithfulness 🔹 Systems to deploy long-CoT or on-device reasoning in the wild 🔹 Safety & robustness of efficient reasoning pipelines 🔹 Real-time applications in healthcare, robotics, autonomy, and more 🤝 We invite perspectives from ML, systems, natural & social sciences, and industry practitioners to rethink reasoning under tight compute, memory, latency, and cost budgets. Hope to see you there! 🚀 submitted by /u/Mediocre-Ad5059 [link] [留言]

Google shipped the Prompt API in Chrome 148 on May 5, 2026. Mozilla objected. Apple's WebKit team...

Authorities in the Netherlands have arrested the co-owners of two related Internet hosting companies for operating IT infrastructure used by Russia to carry out cyberattacks, influence operations and disinformation campaigns inside the European Union. The two men were the focus of a 2025 KrebsOnSecurity story about how their hosting companies had assumed control over the technical infrastructure of Stark Industries Solutions, an Internet service provider sanctioned last year by the EU as a frequent staging ground for cyber mischief from Russia's intelligence agencies.

Hi! I missed securing a main conference ticket for ICML 2026, as my workshop paper got accepted two days ago. Do you believe that it is worth attending just workshops at such A*-tier conferences (with all the overseas travel costs etc.)? I was quite looking forward to attending both, including the talks, poster sessions and company booths. I come from an adjacent field and have therefore had quite a few conference experiences. Any insights into past experience are highly welcome. Thank you! submitted by /u/dreameroutloud [link] [留言]

Live AI teammate for every tough sales conversation Discussion | Link

A practitioner's guide to getting more value out of AI coding agents — drawn from a GitHub workshop on agent quality and token cost optimization.

Sergiu Petean discusses the strategic journey of evolving DevOps into platform engineering within heavily regulated enterprise environments. He explains how to maximize efficiency using dynamic reference architectures, align platform KPIs directly with board-level business goals, reduce cognitive load via custom team topologies, and maintain innovation sovereignty through open-source technology. By Sergiu Petean

Hello, I'm Maneshwar. I'm building git-lrc, a Micro AI code reviewer that runs on every commit. It is...

IAM, DLP, and API gateways are necessary parts of an organization's security stack. None of them...

AI roleplays that turn reps into top performers Discussion | Link

Two stories landed in the same news cycle. Microsoft cancelled most internal Claude Code licenses....

Local AI search to find SFX and music by describing it Discussion | Link

Over the past few years, my workflow as an engineer has changed a lot. I went from the occasional...

OpenAI partners with Grupo Folha and Grupo UOL to bring trusted Brazilian journalism to ChatGPT, expanding access to news with attribution and transparency.