Blog

Jan 07, 2026

AIOps for Data Centers: Using LLMs to Manage AI Infrastructure

Google DeepMind's autonomous cooling AI reduced data center cooling energy consumption by 40%, translating to a 15% decrease in overall Power Usage Effectiveness (PUE). Every five minutes, the

Jan 07, 2026

Load Balancing for AI Inference: Distributing Requests Across 1000+ GPUs

Load balancing determines whether AI inference systems achieve 95% GPU utilization or waste 40% of compute capacity through inefficient request distribution. When OpenAI serves 100 million ChatGPT

Jan 06, 2026

Disaggregated Computing for AI: Composable Infrastructure Architecture

CXL memory pooling achieves 3.8x speedup compared to 200G RDMA and 6.5x speedup compared to 100G RDMA when sharing memory across GPU servers running large language model inference. The

Jan 05, 2026

Feature Stores and MLOps Databases: Infrastructure for Production ML

Uber's Michelangelo feature store processing 10 trillion feature computations daily, Airbnb's Zipline serving features with sub-10ms latency to millions of models, and DoorDash's Fabricator reducing

Jan 03, 2026

World Models Race 2026: How LeCun, DeepMind, and World Labs Are Redefining the Path to AGI

Yann LeCun raises €500M for AMI Labs while DeepMind's Genie 3 simulates real-time 3D worlds. The 2026 race to build AI that understands physics may eclipse LLMs.

Jan 02, 2026

AI Workload Right-Sizing: Matching GPU Resources to Model Requirements

Transform GPU resource allocation from guesswork into engineering discipline with right-sizing frameworks.

Dec 29, 2025

Gemini 3 Flash: Google's Speed Champion Matches GPT-5.2 at 6x Lower Cost

Google's Gemini 3 Flash delivers 90.4% GPQA Diamond and 78% SWE-bench at $0.50/M tokens. What the fastest frontier model means for AI infrastructure.

Dec 18, 2025

Open Source AI Models Close the Gap: DeepSeek, Qwen3, and Llama 4 Now Match GPT-5

The performance gap between open and closed AI models has collapsed to 0.3%. Here's what that means for enterprise AI infrastructure.

Dec 12, 2025

NVIDIA Physical AI at NeurIPS: Alpamayo-R1 and the Cosmos Ecosystem

NVIDIA releases Alpamayo-R1, first open reasoning VLA for autonomous driving. Cosmos platform expands with LidarGen, ProtoMotions3. Figure AI, 1X adopting.

Dec 12, 2025

Inference-Time Scaling: The New Training Frontier for AI Reasoning

Test-time compute emerges as the next AI scaling frontier. ThreadWeaver achieves 1.5x speedup. P1 wins physics olympiad gold. DeepSeek-R1 matches o1 at 70% lower cost. Infrastructure implications.

Dec 10, 2025

NVIDIA NeurIPS 2025: Alpamayo-R1 and Physical AI Push Reshape Autonomous Systems

NVIDIA's open-source physical AI models create new infrastructure requirements for autonomous systems.

Dec 02, 2025

DeepSeek-V3.2: How Open Source AI Matched GPT-5 and Gemini 3 Performance at 10× Lower Cost

DeepSeek-V3.2 matches GPT-5 on mathematical reasoning at 10× lower cost. Open source, MIT licensed, with architectural innovations enabling frontier AI economics.