【AI手法完成】AIが作ったゴールド攻略法。その売買ルールと検証結果を公開 — Transcript
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- 0:00Hello. It's Reimu.
- 0:01>> And Marisa.
- 0:02>> Today, we’re using only Gold and a
- 0:05moving average with a 35-40%win rate and
- 0:07a 1: 3 risk-reward ratio. When
- 0:10backtested on past charts, we found a
- 0:11strategy that creates an upward profit
- 0:13curve like this.
- 0:15>> It's a beautiful upward slope.
- 0:17>> Since all the rules are numerical,
- 0:19anyone who uses it will enter and exit
- 0:21at the exact same spots.
- 0:23>> Anyone can do it, and it gets these
- 0:25results? Looks like we’ve finally found
- 0:27the Holy Grail.
- 0:29I’d love to say that, but I need to be
- 0:31honest with you first.
- 0:32>> What is it?
- 0:33>> Actually, I’ve never entered a trade
- 0:35using this strategy even once.
- 0:37>> Wait, not even once?
- 0:39>> And it’s not even a strategy I came up
- 0:41with; it was created by an AI.
- 0:44>> That’s a sudden confession.
- 0:46Then what was that graph from earlier?
- 0:48>> That’s the result of backtesting past
- 0:50charts using the rules the AI found. So
- 0:52, you haven’t actually made any money
- 0:54with this yourself, have you?
- 0:56>> Ugh, you almost tricked me!
- 0:58When I introduced a strategy before, I
- 1:00backtested my own idea with AI, but this
- 1:02time, I let the AI handle everything,
- 1:04even finding the strategy.
- 1:07And this is the graph that it came up
- 1:08with.
- 1:10>> AI can do things like that?
- 1:12>> Yes, that’s exactly what makes it both
- 1:14convenient and a bit scary.
- 1:16So, this video is a strategy
- 1:18introduction, but also a warning to
- 1:20everyone.
- 1:21>> I see.
- 1:22>> I’ll explain that part in detail later.
- 1:25First, I’ll explain the rules with an
- 1:27image, then we’ll look at the actual
- 1:29charts. Please watch until the end.
- 1:31>> A must-see until the end.
- 1:33Let’s get right into it.
- 1:36In short, the strategy is to buy Gold on
- 1:38the 1-hour chart during an uptrend,
- 1:40waiting for a dip to the 20 EMA and
- 1:42confirming it's starting to rise again.
- 1:45The stop-loss is just below the low of
- 1:46the dip. The take-profit is three times
- 1:48the stop-loss range. We only buy; we
- 1:50don’t use shorts.
- 1:51>> It's quite simple.
- 1:53From here, we’ll look at the specific
- 1:55rules using a diagram. There are three
- 1:57steps. The first is trend confirmation.
- 2:00The second is the entry. The third is
- 2:01stop-loss and take-profit.
- 2:03>> I'm counting on you.
- 2:04>> First, step one.
- 2:06We confirm if it's a good market to buy
- 2:08. There are four conditions. On the 1-
- 2:10hour chart, the 20 EMA must be above the
- 2:13200 EMA. The closing price must be above
- 2:15the 200 EMA. The 200 EMA must be higher
- 2:18than it was 20 bars ago.
- 2:20Also, on the completed 4-hour chart, the
- 2:2220 EMA must be above the 200 EMA and the
- 2:25close above the 200 EMA. 1
- 2:27>> So it's limited to when both the 1-hour
- 2:29and 4-hour charts are pointing up?
- 2:31>> Exactly, to avoid going against the
- 2:33major trend. If even one condition is
- 2:35missing, we do nothing with this
- 2:37strategy. Next, step two: where to buy.
- 2:40Even in an uptrend, prices don't rise in
- 2:42a straight line; they often dip toward
- 2:44the 20 EMA.
- 2:46This strategy targets those pullbacks
- 2:47instead of jumping in while it's rising
- 2:49.
- 2:50The condition is that the low has
- 2:52reached the 20 EMA within the last 12
- 2:54bars.
- 2:55And that no candle closed below the 200
- 2:57EMA during those 12 bars.
- 2:5920
- 3:00>> So it's a pullback that hit the EMA but
- 3:02didn't break the 200 EMA?
- 3:04>> That's right.
- 3:05But we don't buy just because it dipped
- 3:07. It must close as a bullish candle
- 3:09above the 20 EMA, breaking above the
- 3:11previous candle's high.
- 3:13Once all three align, confirming it's
- 3:15rising, we buy at the open of the next
- 3:17candle.
- 3:18>> To avoid buying while it's falling and
- 3:19watching it drop further, right?
- 3:21>> Yes.
- 3:23And we only enter once per pullback.
- 3:25Step three: the stop-loss is slightly
- 3:27below the lowest price of the last 12
- 3:29bars. Specifically, 0.01%below that
- 3:32price.
- 3:34Since the pullback low is clear, we can
- 3:36keep the stop-loss range small.
- 3:38Take-profit is at three times the
- 3:40stop-loss range. For example, if the
- 3:42stop-loss distance is $ 10, take-profit
- 3:45is $ 30 above the entry.
- 3:46>> Determining the take-profit level
- 3:48mechanically by a multiplier is very
- 3:50AI-like.
- 3:50>> We don't move the stop to breakeven or
- 3:52extend profit targets mid-trade.
- 3:54The graph at the beginning was also
- 3:56based on following these rules.
- 3:58>> So, if the rules change, the results
- 4:00will change too?
- 4:01>> There are three cases where you should
- 4:03skip, even if the conditions are met.
- 4:05When the stop-loss range is smaller than
- 4:070.3 times the average 1-hour candle
- 4:09length.
- 4:10That’s because it’s too tight and you'll
- 4:12lose out to costs. Conversely, if it’s
- 4:14more than 3 times larger, it’s too wide
- 4:16, so skip that too. And finally, when
- 4:18you already have a position open.
- 4:20>> So there are times when you don't enter
- 4:21even if the conditions are met.
- 4:22>> That concludes the entry rules.
- 4:25Now, let's take a look at an actual
- 4:26chart.
- 4:27>> I'm counting on you.
- 4:29>> This is a 1-hour chart of Gold. First,
- 4:31step one. On the 1-hour chart, the 20
- 4:33EMA is above the 200 EMA, and the
- 4:35closing price is also above the 200 EMA
- 4:38. The 200 EMA has been rising for 20
- 4:40periods, and it also met the conditions
- 4:42on the confirmed 4-hour candle.
- 4:44>> So step one is a go. Next, step two.
- 4:48In the last 12 candles, the low dropped
- 4:50to the 20 EMA, and no candles closed
- 4:52below the 200 EMA during that time.
- 4:55While waiting here, a bullish candle
- 4:57closed above the 20 EMA, breaking the
- 4:59high of the previous candle. So, we go
- 5:01long at the open of the next candle.
- 5:04Where are the stop-loss and take-profit
- 5:06set?
- 5:06>> The stop-loss is set slightly below the
- 5:08lowest low of the last 12 candles, with
- 5:11a 1: 3 risk-reward ratio.
- 5:13>> After that, it climbed nicely for a win
- 5:15.
- 5:16>> If you check the conditions in order,
- 5:18anyone can enter at the same spot.
- 5:20Now, look at this one. This is another
- 5:22scene where the conditions are met for a
- 5:24long entry.
- 5:25>> Going up again this time.
- 5:26>> However, this one is a loss.
- 5:28It hit the stop-loss.
- 5:30>> So you can lose even when the conditions
- 5:32are met?
- 5:33Yes, this strategy has more losses, but
- 5:35recovers with occasional 3x profits.
- 5:38Here, we had three entry signals and
- 5:40lost on all of them. Three?
- 5:42>> A losing streak is rough.
- 5:44>> As I mentioned at the start, the win
- 5:46rate is 35 to 40%, so losing streaks are
- 5:48part of this method.
- 5:50But because the risk-reward ratio is
- 5:52high, the expected value becomes
- 5:54positive if you keep trading.
- 5:56>> So it's okay even if the win rate is
- 5:58under 40%. If the risk-reward ratio is 1
- 6:00to 3, mathematically, excluding costs
- 6:03like fees, a 25%win rate will let you
- 6:05break even. You can win with a win rate
- 6:08that low?
- 6:08>> This is a case where I lost immediately
- 6:10on the first entry, but then met the
- 6:12conditions for a second entry and won by
- 6:14going long.
- 6:15>> Re-entered after losing and made it back
- 6:17, I see.
- 6:19Since my trading rule is that once
- 6:21stopped out, the rationale is
- 6:22invalidated, I usually don't do
- 6:24consecutive entries like this, but
- 6:26automating the strategy requires doing
- 6:28these as well.
- 6:29>> That upward-sloping graph is also from
- 6:31when you took every entry based on the
- 6:33conditions.
- 6:34>> Exactly.
- 6:35If I were to review all the entries and
- 6:37tweak them, the win rate might improve
- 6:39significantly.
- 6:41But this time, I decided to release it
- 6:42with almost no adjustments from me.
- 6:45>> So, it's exactly as the AI created it?
- 6:48I'm thinking of reviewing it again to
- 6:50brush up on this strategy.
- 6:53I'd love for everyone to give it a try.
- 6:55I believe customizing it into your own
- 6:57strategy makes the edge last longer, and
- 6:59that experience can lead to discovering
- 7:01new edges.
- 7:02>> So instead of using what the AI made as
- 7:04is, you make it your own weapon.
- 7:06>> That's right.
- 7:08I think turning it into your own weapon
- 7:09is important for surviving in the market
- 7:11.
- 7:12Finally, let's look at the chart zoomed
- 7:14out.
- 7:15The marked spots are where the entry
- 7:16signals appeared.
- 7:18>> The signals are clustered in certain
- 7:19areas.
- 7:20>> Yes, they are concentrated during
- 7:22uptrends, and barely appear during
- 7:24downtrends or ranging periods.
- 7:26Now, I'll share three weaknesses of this
- 7:28strategy.
- 7:29First, it only buys, so it only
- 7:31functions during times when gold is in
- 7:33an uptrend. Trades happen about 2 to 9
- 7:36times a month, and there are periods
- 7:38like from late 2026 to July where there
- 7:40wasn't a single trade.
- 7:41>> Are there times when no signals appear
- 7:43for months? Second. Like that 3-loss
- 7:45streak earlier, losses can pile up; in
- 7:47the backtest, there were even 5 to 7
- 7:48consecutive losses. Seven.
- 7:50>> Losing streaks are hard on your
- 7:51mentality. Third. In a strong uptrend,
- 7:53you can win to some extent just by
- 7:55buying without waiting for pullbacks, so
- 7:57the extra edge of this method isn't
- 7:59significant. The benefit of waiting for
- 8:01pullbacks clearly appeared during
- 8:02periods of weak growth. Also, after
- 8:04finalizing the rules and double-checking
- 8:06the charts from January to October 2026
- 8:09, there were only 22 trades, and the
- 8:11profits were skewed toward a few large
- 8:13wins. So, with so few trades, it’s
- 8:15possible it was just a coincidence.
- 8:18>> We’ve looked at the actual charts, so
- 8:20finally, I'll tell you what Reimu thinks
- 8:21of this method.
- 8:23>> I’ve been waiting for this.
- 8:25>> Reimu hasn't used this method yet, but I
- 8:27don't mean to say that it's a bad one.
- 8:29In fact, I think it seems perfectly
- 8:31usable.
- 8:31>> So, are you going to start entering
- 8:33trades when a signal appears starting
- 8:35tomorrow?
- 8:35>> I won't just enter without thinking
- 8:37whenever a signal comes. I don't think
- 8:38I'd use it for what you'd call a "
- 8:40no-brainer" entry. There are two reasons
- 8:42for that.
- 8:43First, since many people can easily find
- 8:45similar methods using AI, I think if
- 8:47everyone uses the same approach, the
- 8:49edge—or the advantage—of the method will
- 8:52continue to disappear.
- 8:55I previously mentioned that a bot used
- 8:57by an acquaintance of mine would become
- 8:59useless within a month at the soonest,
- 9:01or a year at the latest, but if anyone
- 9:02can create methods, that speed might
- 9:04even accelerate.
- 9:07So that's why you mentioned earlier that
- 9:08it's important to make it your own
- 9:10unique method.
- 9:11Exactly.
- 9:13Second, just because a graph trends
- 9:15upward in a backtest doesn't guarantee
- 9:17the same results in the future; the
- 9:19graph at the beginning only shows past
- 9:21performance, so it's actually possible
- 9:22it could trend downward from next month
- 9:24on.
- 9:26>> I feel embarrassed for calling it the "
- 9:28holy grail" at the beginning.
- 9:30>> So, if Reimu were to use this method, I
- 9:32would only enter when the signal aligns
- 9:34with other factors, like higher
- 9:36timeframe analysis, horizontal lines, or
- 9:38chart patterns.
- 9:40If you all decide to use it, I would
- 9:42recommend that kind of approach.
- 9:44>> Come to think of it, seasonally, it's
- 9:46almost time for the Gold Anomaly. That's
- 9:48right. Since this method pairs well with
- 9:51uptrends, I think it's highly likely to
- 9:52show its true potential during the Gold
- 9:54Anomaly period.
- 9:56It might be good to try aiming for it
- 9:57actively.
- 9:58>> Reimu, you should use this method for
- 10:00anomalies too.
- 10:01>> Reimu's favorite is still the usual
- 10:03entry.
- 10:04I think I’ll use this method as a
- 10:06secondary backup.
- 10:07And finally, the most important warning
- 10:09I want to share.
- 10:11I think scams involving automated
- 10:12trading bots or tools showing
- 10:14upward-sloping charts like this will
- 10:16keep increasing.
- 10:17So, I want you to be more careful than
- 10:19ever.
- 10:20>> Why do you think so?
- 10:21>> We had the AI find this method entirely
- 10:23on its own, didn't we?
- 10:25The way you give instructions will
- 10:27change the results, but those are just
- 10:29minor differences.
- 10:31Even though I'm a total amateur at
- 10:33programming, I can easily build
- 10:34automated trading tools just by asking
- 10:36AI.
- 10:38>> You can build them even without
- 10:39programming skills?
- 10:40>> Yes.
- 10:41And it's an era where you can use AI to
- 10:43create the websites to sell them and
- 10:45even the promotional videos.
- 10:48>> So you can whip up professional charts,
- 10:50fancy sites, and convincing videos in no
- 10:52time?
- 10:53>> Exactly, so a pretty chart or a polished
- 10:55website is no longer a reason to trust
- 10:57something.
- 10:59Anyone can create just the look of it.
- 11:01And the tricky part is that it’s not
- 11:03even a lie; it’s actually true.
- 11:05>> That's true, there wasn't a single lie
- 11:07in this method either.
- 11:10>> Right, but even with this method, I
- 11:11don't think for a second I'll earn money
- 11:13forever; I even think it could turn
- 11:15negative as early as next month.
- 11:19To me, the credibility of automated
- 11:21methods like this is low, but to
- 11:22beginners who don't know much about FX
- 11:24or those who are losing, it probably
- 11:26looks like a Holy Grail.
- 11:29They might even decide it's worth paying
- 11:31100,000 or 200,000 yen for it.
- 11:34>> At the start, Marisa, you were reacting
- 11:36exactly like someone who would get
- 11:37scammed.
- 11:38>> I really want you to be careful of scams
- 11:40so you don't get misled by this kind of
- 11:41information.
- 11:42>> I'll keep that in mind.
- 11:44>> So, here is the summary for today. First
- 11:46.
- 11:47This method was created by AI, and I
- 11:49haven't entered a single trade with it
- 11:51yet.
- 11:52Second, the rules are all determined by
- 11:54numbers, so anyone can make the same
- 11:56judgment. The validation graph trends
- 11:58upward, so the method itself seems quite
- 12:00usable. However, the win rate is 35 to
- 12:0240%, and there will be losing streaks.
- 12:04Third, since anyone can find similar
- 12:06methods using AI, the edge will
- 12:08disappear, and it could start trending
- 12:10downward as early as next month. That’s
- 12:12exactly why it’s important to customize
- 12:14it into your own unique method. Fourth.
- 12:16It’s a fact that it has been profitable
- 12:18so far, so it all depends on how you use
- 12:20it. If you use it, don’t just enter on
- 12:21the signal; combine it with other
- 12:23factors like market analysis. Gold
- 12:25anomaly periods might be a good target,
- 12:27but Reimu plans to use it strictly as a
- 12:29secondary tool. Fifth, be extra cautious
- 12:31of scams involving automated trading or
- 12:33tools that show upward-trending graphs.
- 12:35I’ve learned the method and understood
- 12:37the risks of the AI era.
- 12:39We’re in an age where you can even build
- 12:41tools with AI, but it’s up to you to
- 12:43decide how to use them and what to
- 12:44believe.
- 12:46Marisa will try validating it on her own
- 12:48first, too.
- 12:49>> I’ve put together a newly created
- 12:50playlist in the description box.
- 12:53Feel free to watch according to your own
- 12:54weaknesses or what you want to improve.
- 12:57That’s all for this time.
- 12:59I hope you’ll relax and watch again next
- 13:00time.
- 13:04If you keep shining, the illusions
- 13:05sleeping in your dreams will be in your
- 13:07hands
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