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AI Research & Deep Dives

In-depth analysis and breakdowns of frontier AI models, architectures, and the math powering the future of technology.

Understanding the bleeding edge of AI technology requires diving deep into the math, infrastructure, and algorithmic efficiency of the world's most advanced systems.

This category breaks down frontier AI models, translating complex technical architectures like MLA, MoE, and FP8 into accessible insights for operators and engineers alike.

Graph comparing DeepSeek's $5.6M training cost versus Llama 3's $90M+ cost

Jun 26, 2026·26 min read

How DeepSeek Built a Frontier AI for Just $5.6M (And How It Works)

DeepSeek trained a 671B-parameter model for around $5.6M while Meta spent $90M+ on Llama 3. This is the full, plain-English masterclass on the exact math, architecture, and engineering that made it possible — nothing left out.Read article →