DeepSeek was China's proudest moment.
A fraction of OpenAI's budget. A fraction of the staff. A better model. Everyone assumed better algorithms. That is not what happened. DeepSeek created thousands of accounts and mirrored OpenAI's database. Then it gets worse. Chinese
Reasoning from scratch, round number 6!
An introduction (and implementation) of Reinforcement Learning with Verifiable Rewards (RLVR) and Group Relative Policy Optimization (GRPO). 00:00 Introduction 01:54 What makes a reasoning model different? 04:25 Reasoning traces and model
Six AI models ran live stock trades side by side.
DeepSeek-v3.1 walked out at +16.46%, leading the pack. Same universe. Same tickers. NVDA, AAPL, AMD, AVGO. Different decisions on every candle. Five models fought for second place. One model read the sector rotation first. Most
"Free" model, with an asterisk.
DeepSeek V4.1 Flash is free, but only inside Cline. Hit the raw API and it's a 403. NVIDIA's copy of V4 Flash has been dead since 7 Aug. Direct DeepSeek works, but costs money. I tried every route so you don't have to.
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