Insights on GPU infrastructure, AI, and data centers.
InfiniBand switch sales surged in Q2 2025 as NVIDIA's Blackwell Ultra platform fueled demand for 800Gbps networking.¹ The InfiniBand market, valued at $25.74 billion in 2025, projects growth to
Building scalable time-series data infrastructure for AI model training on IoT and sensor data.
OpenAI's ChatGPT API generating $2 billion annually through sophisticated rate limiting, Anthropic's Claude API preventing abuse while maintaining 99.99% availability for paying customers, and
Manually configuring a 100-GPU cluster requires 2,400 individual commands, takes 3 weeks, and produces different results every time someone attempts it.¹ XCube Labs demonstrated that the same
Character.ai doubled inference throughput and halved cost per token by migrating to DigitalOcean's AMD-powered platform. The billion-query-per-day deployment validates AMD as a viable alternative for ...
Anthropic's production cluster suffered a 14-hour outage costing $3.2 million in lost compute time because their colocation provider's 24-hour SLA meant waiting until the next business day to replace
Stanford and NVIDIA's TTT-E2E method achieves 35x faster inference than full attention at 2M context while matching accuracy. The approach treats long-context modeling as continual learning, compressi...
NVIDIA CEO Jensen Huang delivered a stark message at the Center for Strategic and International Studies in December 2025: the United States faces a three-year timeline to build AI data centers, while
Uber's Michelangelo platform serving 10,000 engineers with one-click GPU provisioning, OpenAI's API managing 100 billion tokens daily, and NVIDIA's Base Command Platform democratizing supercomputing
Spotify cut ML costs from $8.2M to $2.4M using AWS Spot. Get 70-91% GPU discounts with 2-minute warnings. Complete interruption handling playbook.
Gaudi 3 delivers 1,835 TFLOPS at $15K vs H100's $30K. Complete deployment guide with performance benchmarks, migration strategies, and TCO analysis.
Lloyd's of London's new $500 million AI infrastructure insurance market, Munich Re's specialized GPU coverage protecting against supply chain disruptions, and AIG's cyber-physical policies for data
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