Illya Gerasymchuk profile photo
Illya Gerasymchuk
Financial & Software Engineer

Threads / Articles

Long-form writing on macro, market structure, commodities, Bitcoin, crypto markets, machine learning, and AI systems.

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Portugal Real Estate: Credit, Not Immigration Drives The Prices Up
Started: 2026-04-30 Updated: 2026-04-30 1 thoughts
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If You Like Seatbelts, You'll Like ADDW
Started: 2026-04-30 Updated: 2026-04-30 1 thoughts
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Iran Won't Accept Bitcoin For Hormuz Tolls
Started: 2026-04-08 Updated: 2026-04-29 2 thoughts
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Are US Financial Policies Mirroring The 1720 Mississippi Bubble?
Started: 2026-04-24 Updated: 2026-04-24 1 thoughts
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So I guess Brent will go above $100/barrel once again over the next 24 hours ๐Ÿ˜…
Started: 2026-04-19 Updated: 2026-04-23 2 thoughts
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Bond Markets Signal An Escalation In Iran War
Started: 2026-04-16 Updated: 2026-04-23 3 thoughts
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Iran Is The Legal Owner Of Frozen Assets
Started: 2026-04-19 Updated: 2026-04-19 1 thoughts
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Bitcoin Can't Become A Reserve Asset Without Protocol Changes
Started: 2026-04-15 Updated: 2026-04-15 1 thoughts
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Iran Ceasefire Has Already Been Broken
Started: 2026-04-09 Updated: 2026-04-09 1 thoughts
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As I correctly explained, there would be no attacks on Iran today, contrary to what was heavily suggested by the U.S. administration
Started: 2026-04-08 Updated: 2026-04-08 1 thoughts
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The Iran attack deadline will be extended
Started: 2026-04-07 Updated: 2026-04-08 2 thoughts
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Don't Expect $60 Oil In 2026
Started: 2026-03-11 Updated: 2026-03-11 1 thoughts
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Crude Oil Prices Continue To Increase
Started: 2026-03-02 Updated: 2026-03-08 3 thoughts
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Crue Oil: United States Acts, Russia Benefits (Once Again)
Started: 2026-03-08 Updated: 2026-03-08 1 thoughts
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Using DuckDB To Train A Neural Network On 500GB Of Price Data
Started: 2026-03-05 Updated: 2026-03-05 1 thoughts
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Random Forest Cat: An ML Trading Factory
Started: 2026-03-04 Updated: 2026-03-04 1 thoughts
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Why High Oil Prices Are Bad For USD (HINT: China & Credit)
Started: 2026-03-02 Updated: 2026-03-02 1 thoughts
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Using Neural Networks To Find Imbalances In Limit Order Books
Started: 2026-02-27 Updated: 2026-02-27 1 thoughts
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Out of Sample Permutation Feature Importance For Random Forestโ€™s Feature Optimization
Started: 2026-02-20 Updated: 2026-02-24 4 thoughts
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Vibe-Coding Vulnerabilities With Claude Code
Started: 2026-02-18 Updated: 2026-02-18 1 thoughts
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Proxy Model From Polymarket's 15 Minute Bitcoin Price
Started: 2026-02-18 Updated: 2026-02-18 1 thoughts
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Primary Dealers Failures To Settle Implications For Risk Assets
Started: 2026-02-18 Updated: 2026-02-18 1 thoughts
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The random forest that guides my model factory needs refactoring
Started: 2026-02-16 Updated: 2026-02-16 1 thoughts
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China Banned Gold & Silver As Money In 1983
Started: 2026-02-16 Updated: 2026-02-16 1 thoughts
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Gold Outperformed Bitcoin In The Last 8 Years
Started: 2026-02-15 Updated: 2026-02-15 1 thoughts