Astera contends that with a big enough switch, PCIe is a viable alternative to interconnects like NVLink, in the scale-up fabrics used to make dozens or more GPUs behave more like a single large one without needing to redesign their accelerators.
Last year changed the way many of us thought about software. It certainly changed the way I did. I spent much of 2025 building, probing, and questioning how to build software, and in many more ways what I want to do.
"Any exposure of source code or system-level logic is significant, because it shows how controls are implemented. In AI systems, that layer is especially critical. The orchestration, prompts, and workflows effectively define how the system operates. If those are exposed, it can make it easier to identify weaknesses or manipulate outcomes."
In the realm of autonomous systems, the A2A + MCP Dual Protocol Server redefines real-time communication by fusing Agent-to-Agent interaction with Model Context Protocol, allowing for seamless operational integration.
Cultural sensitivity is a mark of overall competence, especially in design, as we navigate complexity in an AI-driven era where understanding diverse languages is crucial.