Periphera @PeripheraTech
Interfaces people can use. Sensor links AI can act on. Help with Section 508 audits, design systems, front-end, UX research for government. SDVOSB. periphera.tech Texas Joined June 2026-
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Periphera retweeted
The founder of the hedge fund behind DeepSeek built an AI machine that wrecks human traders. Now that same principle is available to anyone +56.6% a year. $10 billion under management. Almost no people in the room Liang Wenfeng did to trading what DeepSeek did to AI. Replaced the smartest people with a machine that doesn't sleep When someone who's been winning this game for decades puts a machine in place of a team of PhDs, it's worth listening The edge was never brains. One cycle: idea, test it on history, kill it if it doesn't work, repeat. A thousand times a night, while you test one idea a week That cycle used to cost millions and only lived inside hedge funds. This year the price dropped to zero I took Time Series Momentum, the paper by Moskowitz, Ooi, and Pedersen, one of the most-cited in quant trading. Just told AI to reproduce it on real data from the last 6 years. 10 minutes of backtesting +1,537% on Bitcoin. Sharpe 1.02 Then I took Carry, the paper by Koijen, Moskowitz, Pedersen, and Vrugt, cited for decades. Flawless on paper. On current data, dead: Sharpe dropped from 0.61 to 0.11 That dead result was the most valuable one. It's what saved me real money The machine doesn't tell you what you want to hear. It tells you the truth. And now that truth costs nothing The same cycle Liang's hedge fund runs on now fits into a text box Describe a strategy in one sentence, see if it survives (free trial after signing up): join.horizon.trade/qwinsiiii The same test on momentum and carry trade, step by step, so you can run it on your own idea tonight, in the article below
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