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AIDeepSeekLLMOpen SourceEngineering

DeepSeek Changed Everything: What Silicon Valley Won't Admit About Chinese AI

DeepSeek-R1 was trained for ~$6M. GPT-4 cost an estimated $100M+. DeepSeek matched or beat it on most benchmarks. The uncomfortable explanation is not geopolitics — it's that the compute moat was never the moat.

April 10, 2026

5 min read

AILLMStrategyOpen SourceEngineeringProduction

Why Your AI Strategy Should Be 'Small Models, Big Impact' in 2026

Most teams start their AI strategy at GPT-5 and optimize down when cost bites. That's backwards. Here is the framework for starting small and earning your way up.

April 10, 2026

6 min read

LLMFine-tuningOpen SourceAIEngineering

Stop Fine-Tuning GPT-5. A 7B Open-Source Model Will Beat It on Your Use Case

GPT-5 is trained to be good at everything, which makes it mediocre at your specific thing. Here's why a fine-tuned 7B beats it on narrow tasks at 1/50th the cost.

April 10, 2026

5 min read