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.
Flow Launcher is a free, open source, keyboard-first fast launcher for Windows.
Press the default shortcut keys Alt + Space and enter a few letters to open applications, search for files, enter folders, check browser bookmarks, calculate, execute system commands, switch windows, call plug-ins, and even turn the search box into a small command center.
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