Back to blogI Went from €2,000 to €750,000 in Crypto… Then Blew It All. Here’s Why That Forced Me to Build Freqedge

I Went from €2,000 to €750,000 in Crypto… Then Blew It All. Here’s Why That Forced Me to Build Freqedge

Gustavo S. Thiele|·4 min read

Six years ago I started reading about trading the way some people start a new religion. I consumed everything: books, courses, hundreds of podcasts... I treated it like a second degree. After about a year of pure study I opened my first account. I tried Forex. Then SP500 mini futures. Eventually I landed in crypto and never left.

Like almost everyone who stays long enough, I blew up. Several times. Small accounts, bigger accounts, it didn’t matter. The market has a way of teaching the same lesson until you finally listen.

Then 2024 arrived.

In July I had €2,000. By October the account was just over €20,000. The edge felt real. I went all-in on crypto. I started with 5:1 leverage and slowly increased it. By December 2024 I was sitting on roughly €120,000 in realized gains and a total equity of about €750,000.

That number does something to your brain. I stopped seeing risk the way I used to. Every red flag that would have been obvious at €20k became noise at €750k. When the market started turning in early 2025 I did the classic thing: instead of taking profits and reducing size, I increased leverage, eventually to 20:1 and added to the position. In March/April 2025 the account went to zero.

I still have the screenshot of the peak. Looking at it now feels strange. Not because of the money. Because of how clearly I can see every decision that led there, and how completely I ignored them at the time. The weeks after the wipe were the hardest. Not the financial loss, that was already gone. It was the sudden collapse of confidence. I had spent years building what I thought was solid judgment, and in the moment it mattered most that judgment failed. For several months I simply could not trade. The insecurity was too strong. Every idea looked like the start of the next blow-up.

Somewhere in that quiet period the only conclusion that made sense crystallized: Next time, the system has to be stronger than my emotions. Next time, I want to rely on automated, quantitative trading…not on how I feel on a given day.

I started researching quant frameworks in earnest. I tested several. Eventually I landed on Freqtrade. I installed it, started writing strategies, and immediately ran into the real work: endless backtests, constant Python changes, debugging, lost versions of strategies, broken configs. It was slow, messy, and painful.

So I began building tools for myself. First a better way to visualize and analyze backtest results. Then proper version control for strategies and configs. Then cleaner configuration management so I didn’t keep breaking things when I iterated. Those tools changed the speed of the loop. What used to take days of manual work started taking hours. I could test, diagnose, and refine roughly 10× faster. Eventually the strategy was ready for live testing.

And the next wall appeared: how do you actually run a 24/7 trading bot reliably? My laptop? A random VPS I barely knew how to secure? A dedicated server I had no experience managing? I looked at the existing solutions. None of them felt right for someone who wanted to move fast, keep private keys off the machine when possible, and still have a clean environment for continuous experimentation.

So I took the tools I had already built, moved them onto a properly configured VPS, kept adding the missing pieces, and refined the workflow until the whole thing became something I actually wanted to use every day.

That something is Freqedge.

Zero-knowledge VPS provisioning. Direct exchange connection. Fast strategy testing and live deployment. An AI Quant Agent that can narrate backtest results, help debug, and assist with strategy creation. Everything I wished had existed when I was still doing it the hard way.

I didn’t build Freqedge because the market is easy. I built it because the market is hard, and discretionary judgment under size is one of the most expensive illusions a trader can hold. If you’ve felt the exact sequence: the long climb, the peak that changes how you see risk, the wipe that forces you to question everything, and the decision that next time the process has to be systematic, then you already understand why this exists. The system I wish I had in 2024 and early 2025 is now live. You can find it at freqedge.io.

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