AI-Powered Stock Forecasting Algorithm | I Know First |XLF Archives - AI-Powered Stock Forecasting Algorithm

The Overweight Decision: How AI Forecasts Change the Timing of Sector and Megacap Positioning

August 2, 2026

The Overweight Decision cover chart showing an I Know First signal turning down while the price keeps rising

Summary

With information technology near a third of the S&P 500, sector and megacap positioning now drives more tracking error than the several hundred stock bets beneath it.
Three states govern a weight: signal rising against a flat price means overweight, both advancing means hold, and a fading signal against new highs means cut back.
Financials ran strong in the signal for two months before gaining 13.48%. Technology lost 55% of its signal in four sessions ahead of an 11.30% decline.
Alphabet, Microsoft and Apple all reported inside nine days in late July, settling three open positions the algorithm had taken months earlier.

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Algorithmic Articles

Out of Chips, Into Software: Reading The 2026 Sector Rotation

July 19, 2026

I Know First SOXX Price vs 1-year Signal chart showing the semiconductor rollover

Summary

Micron posted the best quarter in its history on June 24 and the stock is down more than 28% since; the I Know First 1-year signal peaked at 1,045 on June 4, three weeks before the print, and now reads below 100.
The algorithm turned on memory, not semiconductors: Nvidia carries the highest 1-year signal in the universe at 1,577 while Micron sits at 88 and Western Digital at negative 137, and Korea's signal went negative as Taiwan's held positive.
Software and cybersecurity caught the bid, with IGV now leading the sector table and the 14-day signal reading SOXX outright negative while CrowdStrike and Palo Alto lead the individual names.
The major banks confirmed the rotation from the sell side, as equities revenue roughly doubled across the group while fixed income went nowhere.

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Algorithmic Articles

ETF To Buy Based on Genetic Algorithms: Returns up to 9.0% in 7 Days

June 18, 2026

Package Name: ETFs Forecast
Recommended Positions: Long
Forecast Length: 7 Days (6/10/26 - 6/17/26)
I Know First Average: 1.47%

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ETF's Forecast

ETF Forecast Based on Machine Learning: Returns up to 19.94% in 1 Month

February 12, 2026

Package Name: ETFs Forecast
Recommended Positions: Long
Forecast Length: 1 Month (1/11/26 - 2/11/26)
I Know First Average: 2.9%

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ETF's Forecast

ETF Sectors Forecast Based on Genetic Algorithms: Returns up to 12.41% in 3 Months

January 27, 2026

Package Name: ETF Sectors Forecast
Recommended Positions: Long
Forecast Length: 3 Months (10/26/25 - 1/26/26)
I Know First Average: 3.4%