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16/09/2026

en. It is technically serious, it is maintained, and it is given away.

Read that again. Free. Excellent. Peer-reviewed. Documented so anyone can learn from it.

So why would anyone pay for automated trading software when this exists? That question is the whole point, and there are only two ways to answer it under pressure.

One is to disparage the free tool β€” call it unserious, warn that open source is unsafe. That answer is a confession. It says the seller believes the value is the code, and is frightened someone gave better code away.

The other is to praise it honestly and mean it. Which is easier than it sounds, once you look at the arithmetic: if great free maintained code were what made people money, this project's release would have been the most profitable event in retail trading history. Everyone could have it tonight, for nothing. And yet most people who automate still lose. The framework does not owe anyone a strategy, a risk plan, or the discipline to stop trading a system that is quietly dying. It hands you the race car. It does not hand you the driver.

That is the most respectful thing you can say about a tool: it is so good that it exposes the truth cleanly. The edge was never in the software. It sits one layer up β€” in the strategy, the risk design, and the discipline the trader brings.

One thing we will state plainly so nobody is misled: we do not run on freqtrade, and this is not an endorsement to switch. It trades cryptocurrency on exchanges; our automation runs on MetaTrader 5 through brokers. Different venues, different instruments, different operating reality. It is a reference point in an argument, not a detour for our customers.

We respect the code, the nine years, and the decision to publish rather than hoard. And we respect even more the lesson it proves: free code is abundant now. Free discipline never has been.

Full essay on the site β€” link in bio.

😎

01/09/2026

You don't need to know how a chip is made to trust it works. Transparency β‰  trust: one is the option to understand, the other is the outcome of verified, consistent behaviour. A trader needs the mechanism to behave β€” not to become the mechanic.

29/08/2026

A stock index. An ounce of gold. A barrel of oil. A crypto coin.

11 very different markets. 11 different personalities.

Our study applies one method to all of them and lets each show its own behaviour.

One framework. Many markets. Each treated as itself.

Research only. Not financial advice.

28/08/2026

Every weekend, same routine:

Pull the week's data.
Re-run the behaviour scores.
Check each market's state.
Write down what changed β€” and what didn't.

Nearly 20 months of this. Same steps, every week.

Consistency in process before anything else.

28/08/2026

Loss β†’ frustration β†’ desperation β†’ revenge trade β†’ bigger loss.

That's the sequence that wipes out trading accounts. Not a market crash, not a black swan β€” one bad trade, then another, then another, each trying to undo the damage of the last.

The money isn't lost to bad analysis. It's lost to a psychological loop that's been documented thousands of times:
β€’ The first loss stung
β€’ The second triggered anger
β€’ By the third, charts weren't even being read β€” buttons were being hit, trying to make the pain stop

The market doesn't care how a trader feels. It doesn't owe anyone a win.

The three mistakes:
1. Trading without risk limits β€” no maximum loss per session, no circuit breaker that says "stop and walk away"
2. Letting emotions drive decisions β€” fear, greed, frustration aren't character flaws; acting on them is
3. No automated guardrails β€” nothing sat between the feelings and the account except willpower

And willpower is not a strategy.

The defence isn't "try harder to stay calm." It's removing the hands from the controls. A Trading Bot (EA) operates on rules, not feelings: when conditions are met it acts, when they're not it waits. It doesn't know anyone is down on the session.

Emotions can't be eliminated from trading. But they can be removed from execution🧐

27/08/2026

We don't slice the study into 11 equal pieces.

Each market's weight follows its behaviour score. Orderly markets earn more room. Erratic markets get less.

Same 11 markets. Different sizes. Decided by structure, not by hunch.

Weekly research update. Not live tradingπŸ€“

26/08/2026

Perfection is impossible. That is the point.

Roger Federer won almost 80% of his matches β€” and only about 54% of his points. Djokovic, Nadal, Sampras, Agassi, Roddick: the same narrow band, 53% to 55%. A slight edge, repeated, is the difference between a world champion and irrelevance. Not perfection. Not brilliance on every point.

Markets behave the same way:
β€’ Since 1928 the S&P 500 has returned 441x (excluding dividends) β€” while trading up from the prior day only 52.4% of the time
β€’ A 10.5% annual return is a 4-basis-point edge per trading day, compounded

The market does not need to be right every day. It compounds a slight edge over a long period.

A trade is a point. Some are won, some are lost, most are ordinary. Perfectionism is not a standard β€” it is a delay mechanism. It makes you wait for a setup that never arrives.

That is what rules-based automation makes durable: play the point, then play the next point the same way. No perfect-forever. Just the same response to the same conditions.

Perfection is impossible. Discipline is the mechanism...

25/08/2026

This week, 2 of our 11 study markets are on PAUSE.

PAUSE means the system has stepped aside. No exposure. No opinion.

When conditions don't fit the rules, the correct position is no position.

Doing nothing is also a decision.

Research. Build. Deploy.

25/08/2026

Every EA seller shows you results.

We show you what we don't do.

25/08/2026

Most bots ask: should I enter? Ours also asks: should I be trading at all?

A bot is only as good as the conditions it's running into. Trade the same strategy into a market that no longer suits it, and the strategy bleeds β€” not because it broke, but because the market state left.

So we built a governance layer for the portfolio. It's not a stop-loss and it's not a signal β€” it sits a level above:
β€’ It watches live trade behaviour for drift β€” persistent deterioration against a strategy's own baseline
β€’ It carries the authority to pause an instrument when the market turns hostile
β€’ It works on reason codes, not opinion β€” what changed, with what confidence, not a hunch

The honest part is the boring part: most of the time it says no. The software applies the rules, reads the conditions, and waits when they're not there. That is not a bug. It is the design.

We're building this in public. Curious how far it goes.

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YTK #06-01, 8 Jalan Lembah Kallang
Singapore
339564

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