Bridging the gap between frontier AI architecture and investment decision-making. Our research deconstructs model design, GPU economics, and inference infrastructure across the US-China AI landscape, turning engineering breakthroughs into actionable intelligence for capital allocators.
A quantitative toolkit distilled from 15 reports of architectural analysis. Five modules: KV compression ratio, Roofline shift, bit-width leverage, Q-KV asymmetry, and hardware concurrency. They translate micro-architectural decisions into macro-economic outcomes. Includes an interactive Roofline calculator that maps any model × hardware combination to its memory-bound or compute-bound regime in real time.
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From DeepSeek's $30M training cost disruption to the MoE/MLA architectural revolution, from the US-China export control chess game to the AI inference pricing war. This series tracks the 18-month inflection that reshaped large model economics, open-source strategy, and hardware sovereignty. 15+ reports and analytical models spanning LLM model architecture, GPU infrastructure, agent ecosystems, and embodied AI, each dissecting the technical decisions that create (or destroy) investment alpha.
An interactive deep-dive into DeepSeek V4-Pro's 1.6T/49B MoE architecture, Multi-Latent Attention (MLA) dimension explosion, CSA/HCA hybrid compression, and quantitative performance modeling across H100/H200/H800/B200 hardware. Includes live calculator and SVG architecture blueprint.
Alibaba's Qwen family has become the de facto standard foundation for AI development in Asia, Southeast Asia, and increasingly, the global South. With over 200,000 HuggingFace derivatives and approxim...
The discovery of 16 million API exchanges between Chinese AI companies and US frontier models has triggered a firestorm of policy debate, venture capital hand-wringing, and diplomatic posturing. But t...
Two distinct architectural philosophies have emerged in 2025-2026 to address the fundamental constraint facing non-US AI developers: silicon scarcity. DeepSeek's Manifold-Constrained Hyper Connections...
DeepSeek's V3.2 release represents a fundamental inflection point in the sparse attention frontier. By combining Dynamic Sparse Attention (DSA) with a novel scalable reinforcement learning framework, ...
Moonshot AI's Kimi K2 represents a critical inflection point in AI systems design: the deliberate embrace of hardware constraints as architectural directives. Rather than designing models for theoreti...
Alibaba's Qwen ecosystem has emerged as one of the most strategically ambitious open-source AI initiatives globally, positioning itself as an alternative to proprietary foundation models dominated by ...
China's strategic pivot from Nvidia to domestic GPUs (Huawei Ascend, Cambricon, Ali T-head) is technically feasible but not frictionless. The transition is neither a binary replacement nor a multi-yea...
The AI inference market is in the midst of a silent profitability crisis that will reshape the competitive landscape within 12-24 months. Detailed server economics reveal that operating commodity 120B...
The humanoid robotics market has bifurcated into two technically incompatible visions, and this divergence will likely determine which regions dominate embodied AI through 2035. The Western approach—e...
DeepSeek's R2 represents a fundamental shift in large language model architecture and a strategic repositioning around hardware sovereignty. The model marks the company's evolution from specialized re...
The Model Context Protocol (MCP), developed by Anthropic as an open standard for connecting AI agents to tools and data sources, has rapidly emerged as a critical infrastructure layer in the AI stack....
The AI pricing war initiated by DeepSeek and accelerated by Chinese cloud providers represents a structural disruption to the AI infrastructure market that will reshape competitive dynamics and applic...
DeepSeek represents the most significant disruption to AI economics in the post-transformer era. By developing the 671B-parameter V3 model for approximately $5M in training costs and achieving competi...
Baidu stands at an inflection point in its transformation from a search-dominated business to an integrated AI infrastructure and application provider. With Q3 2024 revenues of $4.78B, the company fac...
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