AI

From CUDA to MLX: How K-Search Brings Decades of Kernel Expertise to Apple Silicon

Figure 1: CUDA-to-MLX optimization translation map. CUDA optimization knowledge can be translated into architecture-native MLX strategies rather than copied instruction-for-instruction. We face a new epoch in computing. Hardware is changing rapidly — not just faster GPUs, but a growing range of chips from different vendors, each with its own architecture and often tailored to specific

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How AgentCore Gateway supports the MCP 2026-07-28 spec

Today, the Model Context Protocol (MCP) published its 2026-07-28 specification, the largest and most significant revision of the protocol since its launch. With this release MCP becomes a stateless protocol that scales on ordinary HTTP infrastructure. Alongside the transport changes, this new version introduces a governed extensions system, strengthens authorization by aligning more closely with

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Market surveillance agent with LangGraph and Strands on AgentCore

As artificial intelligence applications evolve from simple chatbots to sophisticated autonomous systems, organizations face new challenges in orchestrating complex multi-agent workflows that can handle real-world production scenarios. Traditional single-agent approaches often fall short when dealing with intricate business processes that require specialized expertise, dynamic decision-making, and robust error recovery mechanisms. The financial services industry exemplifies

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