Interview noteThis page restates a public interview in new words. Dollar results, win rates, and payouts are claims made by the speaker or the host. They are not this desk's record, and they are not a result to expect.
Darius Kehlmann is introduced as a trader with over $1.5 million in verified payouts and a $3,000 account that became $109,000 in under three months, which he attributes to one order-flow approach. The host later calls him Daryoush. The hour is the framework on a whiteboard and then on gold: context, location, and confirmation, held at the same weight. None of the three is allowed to be the important one. At the end of the session he is trading the idea on a replay, including a news day, and the instrument he says he actually uses is the micro gold contract.
Time spent, and the effort behind it
Context is his replacement for a stack of timeframes. He does not line up charts and hope the levels agree. He uses a TPO and a volume profile. The volume profile, which he calls the more popular of the two, tracks effort, the money. A TPO is the older model. It tracks time-price opportunity, where price spent time. The pair is effort versus result. The result on a chart is not treated as magic. The question is what the intention behind it was.
Drawn simply, a balanced profile and a TPO often look alike. Balance, for him, is price spending its time in one area. The chart can print swings, and the majority of the volume sits between a value-area high and a value-area low. The market stays in that range. The job is to know whether the auction is still balanced or has become imbalanced. Imbalance, on the profile, is a stretch of lower volume. One side was more aggressive. If the story is a balance and then a move higher, the buy side was the aggressive one. Those thin stretches are low-volume nodes. The TPO, he says, shows those nodes more precisely than a volume profile can, and it is an addition rather than a replacement. Real effort, real result, and no other timeframe.
He still has to decide which nodes matter. A profile has points of control on large nodes and on small ones. Past engagement at a price does not mean buyers and sellers will engage there again. The filter is the heatmap, which is level-two data. He overlays the low-volume node and the point of control and asks whether the book still cares. Interest has to be more than average. His example is something like forty contracts, always read relative to the rest of the book. If price is above that level and he is working a drop, the level is a place price can reach. He plans both sides. He is not guessing a direction and then finding a picture that fits. A smaller node at the top, with its own point of control, very often has a heatmap level, and the market goes there. He marks two targets and treats the current price as the space between them.
Do not trade the fight in the middle
Location decides whether a trade is even allowed. The middle of the value area is a battleground. Big prints are everywhere. People see a large order get absorbed and they enter. That, he says, is where order-flow trading fails. Absorption, or acceptance, in the middle is not an entry. The locations are always the same: value-area high, value-area low, or a point of control. The point of control he just marked is also the target, because he does not want a random exit. He wants to get out where the next decision lives. He does not treat the level as a tick. He widens it into a box, so that if price arrives he has a realistic chance of being filled, and so that a trade he is in can actually be earned instead of given back.
He is trading gold. It is not crazy-volatile all the time. It is often balanced, which means a lot of watching. The moment, if the targets are already marked, is a break of the value-area high or the value-area low. Balance ending, imbalance starting. He also has to see whether the majority of the liquidity is against him.
Confirmation is several things at once, and he says it overwhelms beginners and advanced traders both, because one missed piece can cost the trade. He uses three monitors so he is not missing one of them. The aim is to not accept a losing trade. He is explicit that the framework is not a statistical edge. An opening-range breakout, followed as statistics, will lose. There will be a day, he says probably tomorrow, when the statistics are against you and you lose, and you knew that when you woke up. He is not trying to live there. He is trying to understand what the market has to do. Patience first. If he still loses, the mistake was his. Every loss is his fault. He will not blame the market. There are days that are not optimum. The zone he wants can be twenty ticks away, and then he has to decide whether the risk is worth it. He skips a trade, or a day. Price can also sit in balance the entire time, even with what looks like a large advantage, and that is not a trade.
The delta profile is aggression at a price. On a break of the value area, the fear is the failed auction. He maps this onto the liquidity sweep that ICT traders take, and he says he used to trade the same kind of thing. With the profiles on, he can see what price is actually facing. He wants extreme delta at the edges, not in the middle of the distribution. A bearish extreme under a bullish one, claimed, means the bullish delta is invalidated and the selling delta is validated, and he expects the market to drop. That is not enough. He wants the large bubbles, the seller stepping in and getting paid for it, and he wants absorption in the same picture. Aggression and acceptance alone can be fuel that is already spent. Price drops because there is no liquidity, then it comes back, and buyers reclaim the value-area low, where the delta says they have been buying over and over, sometimes with bullish bubbles. That is a problem. He either manages it or he accepts that the day's risk was the risk he took. All of the pieces together is the case with a high chance of going lower.
Classic volume is the last check on intention. A tiny bar that prints a result is the path of least resistance, and he does not care. A sell or a buy that is supposed to go into discovery needs aggression. His image is the Mona Lisa. Everyone hits the buy until nobody will pay the price, and that is when the auction stops. Cumulative volume delta can add a divergence. It is not always there in the way people expect. Sometimes the cumulative line and the chart agree, and that is alignment. A divergence, in his words a disagreement between price and volume, is absorption and an extra confluence. The caption mixes a higher high with a lower low in the same sentence, so the clean version he is standing on is the disagreement itself, not a specific swing count.
A failed auction is time, not a tall profile
On the live chart he starts again at context, which he says is why most traders are wrong. They cannot see the effort. The day in front of him is balanced on the volume profile. There were tradable pushes, up and back. With a balanced context, every approach of the value-area low snaps back toward the point of control, the true value of the asset at that moment, then sellers, then buyers, over and over. The value area is dynamic. He does not want to be in any of that. He will be chopped. He grants the statistical trade. Buy the value-area low back to the point of control, or sell the value-area high back to it, or across to the other side. He will still lose, because at some point the breakout comes. Waiting for the breakout is the A+ setup, and it requires the patience. If he trades the rotation, he loses more trades than he should. His goal is to be right every day, so that a loss is entirely his to own.
He reads the auction as a story before he looks for a trigger. Bullish, bearish, or balanced, from the recent days, to see who is in control. A daily TPO looks like a volume profile and it is very large by comparison, which means price spent a lot of time there. The break of the value-area high is the move he is trying to catch, not the entire expansion. The next day balances at the top. New value is being accepted. The old balance was lower. The expansion was discovery. Then they sit. The interesting part is the next push above the high, the sweep ICT traders know. The question he wants answered is how anyone knows that sweep brings price lower, and where the next target is. The TPO shows time spent at the top. A volume-profile reader, he says, will call that tall profile irrelevant. He calls it relevant, because they spent the time and they failed. On the TPO the time at the top is as significant as the time below. On the volume profile, proportionally, the top looks minute next to where the volume actually traded. That extra layer is what changed his order-flow trading. Volume profile alone left him not understanding why it worked sometimes. With the TPO he can call a failed auction. He assumes price needs to drop. That day, he says, held beautiful shorts, and price dropped. Effort and result, then failure, then lower.
The next day taps a low-volume node. A volume profile will show one, and it will show several, and he would not be able to say which one is the point. The TPO makes the area obvious. He marks two zones and stops. Trading gets easier. He did not take that trade. He is showing the past, which is what he does before a session anyway. He reminds himself why the concepts work, and he spends the time to see how the auction is moving that day. The move down, the next day's tap, and the continuation into the lows, where there is another low-volume node. A return can look like a fade. Price also spent a lot of time there, so it can be a new value area underneath, and the continuation can still happen.
The day he wants to trade is after that drop. Price is going through the value-area low, and the temptation is to call it discovery. On the day, it is not. It is balance. The TPO is shifting lower and has found a form of resistance he can see on the TPO and not on the volume profile. He calls those his real fair-value gaps. He used to trade fair-value gaps the way he trades now, across a pile of timeframes, hoping the one-hour would show the gap. The TPO shows it, and he pairs it with the rest.
Level two is the part he says is hard to teach and hard to learn, and hard to simulate, because several pieces of software and a backtest will waste the time. The large players can open a huge pool of liquidity. He is clear that they do not care about his stop. They attract the market because the liquidity is there, and they can spoof it away. It is poker. It can be a bluff. Validity is something he learns by playing, and the profile is how he decides whether they are playing with the level or not. For a breakout into discovery, the location is the value-area low in front of him, or the value-area high on the other side. He marks a huge delta. A break through it is an extreme acceleration to the next liquidity pool. On the profile that pool is a point of control, and he wants the volume profile's point of control, not the TPO's, because the TPO's is not accurate. That is why he needs both. The heatmap still decides where price could go next. Price itself only says up or down. The bubbles say whether effort is behind it.
Close through it, then a stop above the effort
The day is also a news day. News can present the setup perfectly, or it can be too fast, and then he does not take it. He lets the market run. Sellers are trying and they are not being rewarded. People will call the reversal absorption, and that trade exists. What he wants is the return, and the sellers reloading. Delta says the aggression is there. The bubbles are there. A close through it should shoot. The bubbles are the big orders, the aggressive side. Yesterday's news, he says, was not a good place to be positioned. Even with a bearish lean, he wants possibilities, not a gamble. On the replay the price spikes back up, which gives the entry he wanted, and then it closes through the levels he marked. Two questions remain. It has already reacted at the level. If heatmap liquidity is still below, the short is still on. That is what he did. The liquidity underneath was very low in one sense and very large in another, and it appears intraday, which is why he likes the heatmap during the session rather than only from the morning. He entered when the market returned to the bubble levels, because the candle had closed through them and those sellers were still successful.
Size on that entry was half a contract. Three would have been crazy. The stop comes from a volume profile of that specific candle. The profile tells him where the effort was and where the result was. In the example, almost no volume sits in one stretch, and price dropped through everything, which is a successful discovery. He will not put the stop in the empty part. That is what traders do when they cannot see the information, and he calls it stupid. Above the high-volume part of that candle is the stop. If price claims that level, he expects it to shoot. A beginner trying to get consistent should use a slightly larger stop. It will not hurt. Pulling a lot of money out of the same idea requires being very good at the placement, and that part is personal. The thin part of the candle's profile is its own low-volume node. If price trades into it, there is a battle. He would not flip to a long unless absorption and aggression are both there. That is why the stop sits exactly at the high-volume edge.
The reward he typically aims at is 1.5 or 1:2, and it depends on how the prop firm is being approached. The target is measured from the stop, and it has to line up with heatmap liquidity. He is not guessing the destination. If the day offers 1.4, or 1.3, or 2.1, he takes what the market can provide. He will take partials if buyers are stepping in at a visible level, so the gain is not handed back. Some days the scenario is obvious and the trade can run. Some days the smart action is a partial, the stop to break-even, and a full rethink if he is stopped before he gives it another shot.
The trigger, restated, is that price closed through the bearish delta and printed a result below the sellers' aggression. The delta is from the daily profile of that day, a strong bearish imbalance. It can be a one-minute close. He wants volume with it, and the cumulative delta shows the same building of result. A divergence before the close can help. The bubbles are not always required. They show aggression. If they are there and price closes through them, the sellers stepped in, including at the top, and he uses them the way other people use market structure, as support for the delivery. If they do not appear, it is not automatically disqualified. On a day that is not news, he says a delta level would almost certainly bring them back, because they participate again. That is extra confirmation. What looks like absorption, orders with no result, is not the whole print. Bubbles he sizes at 235 are printing a lot, and they sit at the level. A pullback will happen. How far is the volume profile's job, so the stop is not inside that game.
An earlier dip under the same red line is the mistake he thinks people make. The delta was there, smaller, and sellers and buyers were both stepping in. It was not a close through the level. The buyers had the result. Bearish volume and a bullish candle is his definition of absorption in that spot. It can still be called a more bearish auction, and they are still at the value-area low, a price buyers like. Price then pushes higher. The next moment finally closes through. The remaining problem is a clean break through the bubble as well, a piece he took from price action and then put auction theory on top of. Price drops and does not follow through. The next candle drops through and has absorption in it. A volume profile on the move shows whether buyers are involved and whether they will reclaim it. He walks it again because this is where order flow gets people in trouble. They see delta, they see bubbles, it does not work, and they were absorbed. Volume is dropping, which means balancing, another value area. The question is continuation lower or a return to the point of control, the true value. What happened is the tap of the bearish delta and the rejection. Sellers print a result. Bullish volume sits on the bearish candle that closed through the delta. The aggressive sellers were supposed to reload, and they did not. That is absorption, and price goes up. It is a failed auction. He marks the middle and it happens again. Buyers absorb sellers. The sellers try and fail. The market breathes back up. Then the sellers' intention shows, and the close through it is the combination. They are in discovery. Everyone is fighting to bring price down. Late is a missed trade, because they are already out of the balance and the market needs the next liquidity.
He gets in at the close. The practical tip is to sell the ask or buy the bid. A market sell during news can fill at the bottom, price can be a hundred ticks the other way, and the stop is hit because the risk rules still apply. Inside the trade the buyers are still trying. Seeing them get absorbed is the useful part. A smaller bubble is less relevant. The question is whether the trade is even confirmed, and a later print can be the A+ even if he already took an earlier one. There are later chances, sometimes better. Bullish volume, a bearish candle, large bubbles on both sides, and the result underneath, and he says everything screams that it drops. It could drop at any moment, and he does not want that relied on. Hold the plan. A moment like that is when a trail can start. A little absorption on the sellers, and if they pull price below the bubble it goes lower. The result for the sellers is good. They tap the bubble and reload. If it pushes higher, he treats it as a breath. Markets move in waves. The urge to yank the trade because a seller got absorbed is, for him, a risk that is too high, or a competition that has to be won. Either one makes people sweat.
The heatmap is not on the replay, so he does not know how far this particular drop goes. It goes to the next levels. The point of control is a potential target. One contract, on the full contract, is what the replay will show. He is not using a full contract in the real trade, and the replay will not let him switch to the micro, which is what he usually does. The other piece is that the first entry does not have to be the whole position. Start smaller. Add once the confirmation is there. On this day the later candle was where he should have scaled. What he did was enter with half a contract and add two micros. More exposure, a similar average entry, and the confirmation is the benefit of having waited to add.