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Making private MCP servers reachable without making them public | OpenAI Developers
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Huawei Pushes Token-Based Billing at MWC Shanghai 2026: Shifting Carrier Monetization from Bytes to AI Inference Value
At MWC Shanghai 2026, Huawei urged carriers to shift from byte-based to token-based billing for AI workloads, showcasing a 372% token throughput improvement in long-sequence inference via its AI Inference Acceleration Solution. It also highlighted the Upper-6 GHz band as critical for AI wearables requiring 20 Mbps uplink, aiming to reposition 5G-A networks as AI compute delivery infrastructure.
Qualcomm HBC Gen 1 Stacks LPDDR to 133 TB/s, Challenging HBM Dominance
Qualcomm announces HBC Gen 1, a 3D-stacked LPDDR memory with integrated compute die, achieving 133 TB/s bandwidth and 6x energy efficiency over HBM. Aimed at replacing HBM in AI accelerators, shipping with AI250 in mid-2027, but supply chain and feasibility remain uncertain.
Anthropic Alleges Largest AI Distillation Attack by Alibaba-Linked Operators, Exposing API Security Gaps
Anthropic alerted U.S. senators that Alibaba-linked operators conducted the largest known distillation attack, generating 28.8 million model exchanges via 25,000 fraudulent accounts to harvest Claude's frontier capabilities. The incident exposes a critical vulnerability in AI API security, forcing a rethinking of inference endpoint protection and usage monitoring.
Huawei Unveils AI-Centric Network with Token Monetization, UCM Caching Breaks Long-Context Barriers
At MWC Shanghai 2026, Huawei unveiled an AI-native network architecture integrating service, network, and compute, shifting from traffic-centric to intelligence-centric operations. The Unified Cache Manager (UCM) extends KV cache to petabyte-scale external storage, achieving 372% token throughput gains on GLM-5.1 at 128K sequence lengths. Token monetization frameworks and agentic operations enable carriers to charge for AI inference capacity and personalize services.
Google Cloud Multi-Agent Architecture Shifts Control from Human to Autonomous Verification
Google Cloud introduces agent-scale data management with multi-agent verification to reduce human oversight. Deploys six Gemini agents with Nokia for autonomous network operations. Amazon plans to commercialize Trainium chips, intensifying AI hardware competition against Google TPU and Nvidia GPU.
Anthropic Accuses Alibaba of Massive Distillation Attack on Claude AI Model
Anthropic accused Alibaba-linked operators of conducting 29 million exchanges via thousands of fraudulent accounts to distill Claude's capabilities, including long-context reasoning and decision-making. This highlights the vulnerability of AI model IP under API access, prompting a redefinition of model security boundaries.
Cisco Live US & InfoComm 2026 : la collaboration entre dans l’ère agentique
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China's LineShine Tops TOP500: CPU-Only 2.2 ExaFLOPS with ARMv9 and HBM Memory
LineShine supercomputer achieves 2.198 ExaFLOPS FP64 sustained using 13.79 million ARMv9 cores across 20,480 nodes, making it the first system to exceed 2 ExaFLOPS without GPUs. Each node has dual LX2 CPUs (304 cores) with 32GB HBM, demonstrating a CPU+HBM architecture breakthrough for HPC.
Micron-Anthropic Deal Locks AI Memory Demand, But Stock Price Already Priced In
Micron signed a long-term supply contract with Anthropic covering HBM, DRAM, and SSDs, with joint analysis of memory subsystems for AI workloads. Micron also participated in Anthropic's Series H. This aims to transform memory from a commodity to an AI infrastructure asset, but the stock has already run up, requiring proof of sustained scarcity premium.
NVIDIA Dominates TOP500 with Full-Stack Lock-in: Grace CPU, InfiniBand, and GPU Integration
NVIDIA powers 81% of TOP500 supercomputers, with Grace CPU adoption rising to 26 systems and Quantum InfiniBand connecting 376. The full-stack strategy (GPU+CPU+networking) shifts procurement from open components to single-vendor lock-in; top 8 Green500 systems use NVIDIA GPUs.
AMD MI430X GPU Delivers >200 TFLOPS Native FP64, Reshaping HPC-AI Convergence Baseline
AMD powers 4 of top 10 TOP500 supercomputers and previews MI430X GPU with >200 TFLOPS native FP64. This targets AI-for-science workloads, making double-precision compute a key metric for converged HPC-AI infrastructure, directly challenging NVIDIA and Intel.
NVIDIA's AI Agents and Digital Twins Reshape Telecom Network Control Plane
At DTW Ignite 2026, NVIDIA showcases its AI agent platform integrating NeMo synthetic data, NemoClaw secure runtime, OpenShell sandbox, and RTX PRO 6000-accelerated digital twins, aiming for autonomous telecom operations. Partners include SoftBank, Amdocs, NTT DATA, etc., moving from task automation to full autonomy.
AWS Lambda MicroVMs: Stateful Isolated Sandboxes via Firecracker Snapshots
AWS launches Lambda MicroVMs, leveraging Firecracker for VM-level isolation, near-instant launch/resume, and stateful execution. Users build images from Dockerfiles in S3, launch from pre-initialized snapshots, and suspend/resume automatically, enabling multi-tenant AI code sandboxes and interactive analytics.
Arm servers capture >45% data center revenue, x86 ecosystem under AI-driven assault
IDC reports Q1 2026 global server revenue hit a record $122.6B, with Arm-based servers capturing >45% share (x86 at 52%). Accelerated servers (GPU/ASIC/FPGA) generated >70% revenue. Nvidia's Grace CPU (NVL72) and hyperscaler custom Arm chips drive the shift; x86 still leads in unit volume but faces supply constraints.
ASML CEO Validates Musk's Terafab, Reshaping AI Chip Supply Chain
ASML's CEO publicly acknowledges tracking Elon Musk's planned terawatt-scale AI supercomputer Terafab, comparing it to Korean DRAM megaprojects. This signals that the sole EUV lithography supplier is allocating capacity, potentially transforming AI chip supply chain and vertical integration.
Nvidia Vera Rubin CPU: 10-Wide Core Redefines CPU for Agentic Computing
At GTC Taipei 2026, Nvidia unveiled the Vera Rubin CPU with a custom 10-wide fetch/decode/execute pipeline, claiming world-leading IPC and bandwidth. Designed for agentic computing, it complements Nvidia GPUs. Nvidia also announced a partnership with Microsoft to reinvent the PC as a Personal AI and committed to returning 50% of free cash flow to shareholders.
Micron-Anthropic Deal: Memory Co-Architecture Locks in AI Supply Chain
Micron and Anthropic sign a strategic agreement covering joint memory/storage architecture design, multi-year supply, Claude adoption, and investment. This ties frontier AI model demands directly to infrastructure design, aiming to optimize token economics and power efficiency, but essentially locks in supply and restructures the ecosystem.
Dell PowerEdge XE8812: Liquid-Cooled Density Trap with NVIDIA Vera Rubin NVL4
Dell launches PowerEdge XE8812 with NVIDIA Vera Rubin NVL4, delivering 144 GPUs per rack, 300kW+ power, and 100% direct liquid cooling. It offers a generational leap in memory and compute density for HPC and AI, but deeply locks users into Dell's PowerRack, iDRAC, and ORv3 ecosystem from chip to rack.
AWS Seizes Agent Control Plane with MCP Gateway and AgentCore
AWS launches managed web search for Bedrock AgentCore, autonomous agents in Amazon Quick, subagent MicroVM orchestration with LangChain, and MCP Gateway, shifting enterprise AI agents from prototypes to governed infrastructure with cloud-native control planes and execution isolation.