Bridging Reverse Engineering and AI Agents: Deep Dive into the x64dbg MCP Server
Reverse engineering native binaries on Windows has traditionally been an intensely manual discipline, requiring reverse engineers to step through disassembly, inspect register states, analyze memory dumps, and reconstruct control flow graphs line by line. The release of the x64dbg-mcp-server project brings the Model Context Protocol (MCP) directly into the x64dbg debugger ecosystem. By exposing native […]
CISA Warns of In-the-Wild Exploits Targeting Critical MLflow SSRF Vulnerability
The Cybersecurity and Infrastructure Security Agency added a critical vulnerability in the open-source machine learning platform MLflow to its Known Exploited Vulnerabilities catalog after telemetry confirmed attackers are actively scanning and compromising exposed instances. The flaw, tracked as CVE-2026-64849, allows unauthenticated remote attackers to trigger server-side request forgery requests from vulnerable MLflow servers to internal […]
Protobuf Finally Has a Production-Grade LSP Server, and It Ships in the Buf CLI
Protocol Buffers just got the editor experience it always deserved. Buf has shipped a production-grade Language Server Protocol (LSP) server for Protobuf, built directly into the Buf CLI. That means go to definition, code completion, semantic syntax highlighting, and real-time diagnostics for .proto files, the kind of tooling that most languages have taken for granted […]
DeepSeek Harness: the plugin first framework for AI agents
DeepSeek’s open source agent framework, DeepSeek Harness, exploded onto GitHub this week and picked up close to 70,000 stars in a single day. The repo’s tagline is simple and a little audacious: “everything is a plugin.” That phrasing is doing a lot of work, and it’s worth unpacking what the project actually ships, because the […]
MCP Toolkit for Azure DocumentDB Now in Public Preview
AI agents get database access through Model Context Protocol Microsoft has released a public preview of the MCP toolkit for Azure DocumentDB, giving AI agents direct access to DocumentDB databases through the Model Context Protocol. The announcement came out of the Azure Update pipeline, with deeper details from the Ignite 2025 sessions where the broader […]
GitHub Copilot Modernization Now Generally Available
AI-powered legacy upgrades go GA GitHub Copilot modernization has reached general availability. The feature, initially previewed earlier this year, uses AI to help developers upgrade legacy codebases across .NET, Java, and C++ projects in Visual Studio and VS Code. Instead of manually working through migration guides, developers can describe the target framework or API to […]
Prepared Image Specification on AKS tackles the cold-start node problem
What is Prepared Image Specification? If you run AI training jobs, GPU inference, or large Windows workloads on AKS, you have probably noticed the startup lag. A new node joins the cluster, and then it spends minutes pulling container images before it can actually run anything. For autoscaling events, those minutes add up. Azure’s Prepared […]
AKS Application Routing with Gateway API hits GA, simplifies Kubernetes traffic management
What is Application Routing with Gateway API? Azure Kubernetes Service now supports the Kubernetes Gateway API natively for ingress traffic management, and it’s generally available. This isn’t just another ingress controller option. The Gateway API is a different approach to routing altogether, and the AKS implementation comes with Azure DNS and Key Vault TLS integration […]
Azure DocumentDB Migration Extension for VS Code Hits GA
The Azure DocumentDB Migration Extension for Visual Studio Code has reached general availability. If you are moving MongoDB workloads to Azure and spend most of your day in VS Code, this extension lets you stay there instead of jumping between terminal windows running mongodump and mongorestore commands. The extension lets you create, run, and manage […]
Agent mode for GitHub Copilot arrives in SQL Server Management Studio
SQL Server Management Studio just got a lot more useful if you rely on GitHub Copilot. The public preview of Agent mode for Copilot in SSMS means you can describe database tasks in plain English and let the AI figure out the steps. No more clicking through half a dozen dialog boxes to check wait […]
MCP Toolkit for Azure Cosmos DB reaches GA
Microsoft has released the general availability of the MCP Toolkit for Azure Cosmos DB, giving developers a standardized way to connect AI agents and copilots to operational database data. The toolkit implements the Model Context Protocol (MCP), Anthropic’s open standard for connecting LLMs to external tools and data sources. What MCP means for databases The […]
Microsoft Agent Framework GA Brings Multi-Agent Orchestration with Magentic
Microsoft reached general availability for multi-agent orchestration patterns in the Agent Framework this week, including the Magentic pattern that lets agents dynamically coordinate around complex tasks. The release consolidates routing, delegation, and swarm patterns into a single SDK, meaning developers no longer need to choose between AutoGen, Semantic Kernel, or a third-party framework to build […]