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Groq's Chip, Uber's Code Agents, and Inference Exploits — August 25, 2026
NVIDIA's Groq three LPX inference chip enters full production at 3,400 tokens per second on long-context workloads. Uber's agents now write more than 70% of pull requests after 18 months of platform work. Same week, the inference engine running those agents has a CVE on it. We go through what the chip changes for agentic latency, how Uber built an MCP gateway and 40-million-entry context graph to make it work, the parser vulnerability that lets a model execute arbitrary code on its host machine, and CUDA expanding to RISC-V.
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