The blog

What a trade actually costs

Every exchange publishes a fee schedule and almost nobody explains it. These are the pieces we would want to read if we were the ones paying.

Security · 10 min read

Why a platform draws a line on the map, and what it means for you

Finding out that a service does not accept people in your country is annoying and it is usually informative. The line is drawn somewhere specific for reasons that are written down, and reading them tells you a great deal about how seriously an operator takes the part of its business that is not software. This describes how the mechanism works and is not legal advice about any particular situation.

Fees · 9 min read

The convert button: the cost that appears on no fee schedule

Most platforms offer two ways to exchange one asset for another. One shows you a market and charges a stated fee. The other shows you a price and charges nothing visible. The second is almost always the more expensive of the two, and the reason it does not look that way is that its cost is inside the number rather than beside it.

Crypto · 10 min read

Second layers: what the lower fee actually buys, and what it borrows

Second layers are usually explained as a cheaper version of the chain underneath, which is true and useless. The interesting question is what they do differently to be cheaper, because every one of the differences is also the source of a risk that does not exist on the base chain. The fee is lower for reasons, and the reasons are the subject.

Crypto · 10 min read

Issuance and burning: what the supply rules actually do

Supply policy is the part of a crypto asset that is genuinely knowable in advance, which makes it unusually valuable and unusually easy to misuse. The rules are published, the arithmetic is simple, and almost every claim built on top of them extends far beyond what they support. Separating the mechanism from the conclusion is most of the work.

Fees · 10 min read

Network fees: the cost nobody sets, and the three ways to reduce it

Every fee schedule you read is a decision somebody made and could change. The network fee is not one of those. It is the clearing price of an auction that runs every few seconds among everybody who wants their transaction included, and no platform sets it, discounts it, or keeps it. Understanding whose money it is explains most of the confusion around it.

Crypto · 10 min read

Token launches: what is actually being distributed, and to whom

A launch is presented as the beginning of something, and mechanically it is closer to the middle. By the time anybody can buy, the allocation has been decided, the schedule of future supply is written, and the parties who received the largest amounts did so at prices that are usually published. Reading that document is the difference between participating in a market and participating in somebody else's plan.

Execution · 11 min read

Liquidation: what actually triggers it, and what it costs beyond the loss

Most traders learn what a liquidation is by receiving one, and the description they carry afterwards is usually wrong in a way that matters. It is not the platform closing you at the price you expected. It is a mechanism designed to protect everybody else from your position, and understanding what it is protecting against explains every one of its features that looks unfair.

Execution · 10 min read

The quote asset you route through, and what the detour costs

Prices are always relative. Nothing has a price on its own; it has a price in terms of something else, and that something else is chosen, usually by an interface rather than by the person trading. The choice determines what you pay, what depth you reach, and what your performance is measured against, and almost nobody notices making it.

Markets · 10 min read

Perpetuals or dated futures: the same exposure, two different bills

A trader who wants leveraged exposure to an asset usually has two instruments available and treats the choice as a matter of what the interface shows first. It is not a cosmetic difference. The two contracts distribute their costs along completely different timelines, and the one that is cheaper depends almost entirely on how long you intend to hold.

Crypto · 9 min read

Impermanent loss: what it measures, and what it is measured against

Impermanent loss is the most discussed and least precisely defined term in automated market making. It is not a loss in the ordinary sense, it is not usually impermanent, and it is not measured against your entry price. It is a comparison with a specific alternative, and once you know which alternative, everything confusing about it resolves.

Security · 10 min read

Proof of reserves: what it proves, and the half that is usually missing

Proof of reserves became standard practice after it was demonstrated, expensively, that a platform can report balances it does not have. The mechanism that emerged is genuinely useful and it is routinely described as more than it is. It answers one of the two questions that matter, and the missing one is the one that has historically done the damage.

Markets · 9 min read

What a market maker actually sells, and why the spread widens when you need it

Every time an order executes immediately, somebody had already placed the order it executed against. That somebody is usually not expressing a view on the price, and understanding what they are doing instead explains a long list of things that otherwise look arbitrary, starting with why the market gets more expensive precisely when it gets interesting.

Crypto · 10 min read

Tokenised real-world assets: what the token actually is

Tokenisation is described as putting assets on a blockchain, which is impossible in the literal sense and misleading in every other. What goes on the chain is a record of a claim, and everything about whether the exercise works depends on what stands behind that claim rather than on the chain it is recorded on.

Crypto · 9 min read

Airdrops and farming: what you are actually being paid for

Farming an airdrop is described as free money and it is a job with an unstated wage, unstated hours, and a payment the employer decides after the work is done. Understanding what the payer is buying makes the arithmetic clearer, and the arithmetic is the part nobody does.

Execution · 9 min read

Cross-venue arbitrage: why the gap you can see is not one you can take

The same asset trades at visibly different prices on different platforms, all day, in public. It looks like free money and it is one of the most reliable ways for a retail trader to lose some, because every element that makes the gap visible is also an element that makes it unavailable.

Execution · 10 min read

Backtest against live: where the difference goes

Almost every strategy performs worse live than it did in simulation, and the gap is usually attributed to bad luck or changed conditions. Both explanations are available and both are usually wrong: the gap has mechanical sources, and they can be listed.

Markets · 10 min read

The basis trade: what carry actually pays, and what it costs

The oldest trade in derivatives markets exists in crypto too, and it is frequently presented as a way to earn a return without taking a view. The first half is accurate. The second describes the direction risk it removes and not the several others it introduces, which are the ones that have actually cost people money.

Execution · 10 min read

Order books and automated pools: two ways to price the same trade

Every trade needs somebody on the other side, and there are exactly two ways to arrange that. One matches you against another participant who chose their price. The other matches you against a formula that has no opinion at all. The difference determines your cost, your certainty, and which surprises are possible.

Crypto · 9 min read

Fast blockchains: what the speed actually costs

Comparing chains by transactions per second is like comparing cars by top speed and ignoring whether they have brakes. Speed is not an achievement, it is a purchase, and every network that has it paid for it with something specific. Knowing what was paid tells you far more than the number does.

Crypto · 10 min read

Privacy on a public ledger: what your address actually reveals

The word most people learn is anonymous, and the accurate word is pseudonymous. The difference is that a pseudonym works exactly until somebody connects it to you, at which point everything it ever did becomes yours, backwards through the entire history, permanently and for everybody.

Markets · 9 min read

What crypto is actually correlated with, and why it keeps changing

The question of what crypto moves with has two confident answers that contradict each other, and both are supported by real data from real periods. That is not a sign that one side is wrong. It is a sign that the relationship is not stable, and knowing that changes how a portfolio should be built.

Fees · 9 min read

The cost of frequency: why doubling your trades more than doubles the drag

Everybody knows that trading more costs more in fees. Fewer people have worked out what it costs in total, because the fee is the smallest and most visible of three costs that scale with frequency, and the other two do not appear anywhere you would look for them.

Fees · 9 min read

The total cost of a position, and the five lines nobody counts

Traders compare platforms on the published fee because it is the only number anybody publishes. It is one of six costs a complete round trip incurs, and depending on what you trade and when, it can be the smallest of them. The other five are all measurable and none of them appear on a statement.

Execution · 9 min read

TWAP, VWAP and the algorithms that split an order

Once an order is large relative to what rests in the book, the biggest cost of the trade is the trade itself. Execution algorithms exist to manage that, they are simpler than their names suggest, and the version most traders actually need can be implemented by hand in an afternoon.

Execution · 10 min read

Stop distance and win rate: the arithmetic that links them

Traders argue about where stops belong as though it were a matter of judgement, and part of it is not. Three numbers describe any strategy, two of them are mechanically linked, and moving one moves the other in a direction that cancels most of the benefit. Knowing which part is arithmetic narrows the argument considerably.

Crypto · 9 min read

Mining: the business behind the block reward

Mining is described as producing coins, which makes it sound like a factory. It is closer to selling electricity converted into a lottery ticket, in a competition where every improvement anybody makes is immediately taxed away from everybody, and where the price of the output is set by somebody else entirely.

Markets · 9 min read

Spot ETFs: what actually changed, and what did not

The arrival of regulated funds holding the asset directly was described as a turning point, and it was one for a narrower set of reasons than the coverage suggested. What changed is who can buy, which is genuinely important. What did not change is longer and is the part worth understanding.

Execution · 10 min read

The market never closes, but the operator does

The absence of a close is usually described as a freedom. It is more accurately a removal: the closing bell performed several functions nobody had to think about, and a market without one leaves each of those functions unperformed unless somebody rebuilds it on purpose.

Crypto · 10 min read

Forks: how a chain splits, and what happens to your balance

A blockchain has no board and no arbitration. When participants disagree about the rules and neither side yields, the only available resolution is for both to continue separately, and the chain becomes two chains with a shared history and different futures.

Security · 10 min read

The frauds that target experienced traders

Advice about crypto fraud is written for people buying their first coin, which is why it does not protect anybody else. The schemes that reach traders with years of experience do not rely on ignorance. They rely on routine, on timing, and on the fact that an active account signs things all day long.

Security · 10 min read

Custody: what holding your own keys actually means

The debate about self-custody is usually conducted between people who disagree about what a key is. It is not a container, nothing is stored in it, and a wallet holds no coins. Getting that right changes the question from an ideological one to a practical one: which failure would you rather be exposed to.

Execution · 9 min read

What slippage really costs, and how to measure it

Traders who optimise their fee tier to the last decimal often ignore a cost several times larger, because nobody sends them an invoice for it. Slippage is the gap between the price you decided on and the price you got. It has causes you can name, effects you can measure, and a component you can genuinely reduce.

Crypto · 9 min read

Governance tokens: what a vote actually decides

Governance tokens are described with the vocabulary of shareholding, and the analogy breaks at every point that matters. There is no claim on assets, no claim on profits, no fiduciary duty owed to anybody, and in most cases a small group who can act without a vote at all.

Crypto · 9 min read

The halving: what the arithmetic guarantees, and what it does not

The halving is the only major event in any market whose date and magnitude have been public since before the market existed. That makes it unusually clean to analyse and unusually easy to talk nonsense about, because a fact everybody agrees on gets attached to a conclusion nobody can demonstrate.

Markets · 10 min read

Six crypto metrics that do not measure what you think

Every ranking site presents the same handful of numbers, and each of them is a calculation rather than an observation. That would be fine if the calculations were stated, but they are not, and the gap between what the number is called and what it contains is where most confident wrong conclusions come from.

Markets · 9 min read

Indices and baskets: what the weighting decides for you

A basket presents itself as a way to hold a market rather than a bet. But somebody decided what goes in, how much of each, and when that changes, and those three decisions do more to determine the outcome than anything happening in the market itself.

Crypto · 9 min read

Platform tokens: what you are actually holding

A venue that issues its own token creates something with a strange property: the thing whose price you are exposed to is the same thing that decides what the token is for. That is a different kind of position from holding any other asset, and it is worth being precise about what it is.

Crypto · 9 min read

Non-fungible tokens: the mechanism, not the market

The interesting question about non-fungible tokens is not what they were used for during one loud period. It is what changes about a market when the units stop being interchangeable, because that single property invalidates almost everything a trader knows about how a price forms.

Execution · 10 min read

Latency: what speed actually buys, and who it buys it for

Latency is the subject traders spend money on before measuring whether it is their problem. For a narrow set of strategies it is the whole business. For everybody else it is a small component of a cost dominated by two other things, and the money spent on it would have produced more elsewhere.

Execution · 9 min read

Liquidity is three different things, and traders confuse them

Liquidity is used as though it named a single quantity that a market has more or less of. It names three, they are measured differently, they fail at different moments, and a market that scores well on the one you looked at can be the one that costs you the most.

Crypto · 10 min read

The arithmetic behind memecoins

Dismissing memecoins as gambling is accurate and useless, because it describes the outcome rather than the mechanism. They have a structure, that structure is unusually visible on a public ledger, and most of the money lost in them is lost to arithmetic that could have been checked in ninety seconds.

Crypto · 10 min read

Oracles: how a blockchain learns a price, and what breaks when it does

A contract that liquidates a position needs to know a price, and the chain it runs on has no way of finding one. Everything that has gone wrong in this part of the stack follows from that single limitation, and understanding it explains a category of losses that otherwise look like the market behaving impossibly.

Fees · 9 min read

Volume tiers and rebates: what a fee schedule is actually selling

Nobody publishes a fee schedule to inform you. It is a pricing structure designed to change what you do, and every feature of it exists because it produces behaviour the venue wants. Reading it that way makes the arithmetic obvious and stops several expensive habits before they start.

Security · 10 min read

Bridges: why moving an asset between chains keeps failing

Cross-chain bridges have lost more value to attacks than any other category of crypto infrastructure, and it is not because the people building them are careless. It is because of what a bridge fundamentally is, and once that is clear the pattern of failures stops looking like bad luck.

Crypto · 10 min read

Overcollateralised lending: why you have to be rich to borrow

The strangest feature of on-chain credit is that you must already have the money to borrow money. That is not a design failure or a temporary limitation, it is the only arrangement that works when the lender cannot identify the borrower, and everything else about these systems follows from it.

Crypto · 9 min read

Proof of stake, and what staking actually pays you for

Staking gets described as earning interest on a holding, which is the one thing it is not. You are being paid to perform a task, you can be penalised for performing it badly, and the payment comes from three sources with nothing in common except that they arrive in the same wallet.

Fees · 10 min read

Fiat ramps: what entering and leaving actually costs

Every fee comparison stops at the trading schedule. But before a single order is placed, money has to enter the system, and afterwards it has to leave, and both of those movements have a cost that appears on no schedule and gets quietly deducted from returns.

Security · 10 min read

Counterparty risk: what actually happens when a platform fails

Every trader accepts counterparty risk, because a balance you can trade in seconds has to be held by somebody. Almost nobody has looked at what that acceptance means in the specific event they are accepting it for. The mechanism is not complicated, it is just never described in the marketing.

Markets · 10 min read

Seasonality and calendar effects: why they keep appearing and keep failing

Somebody publishes a chart every year showing that a particular month, day or hour behaves differently, and the chart is accurate about the past. Almost none of these survive contact with the future, and the reason is a statistical mechanism that produces convincing patterns from data containing nothing at all.

Security · 9 min read

Operational security for a trader: the machine, not the wallet

Advice about crypto security concentrates on keys and wallets, which is where the value sits and not where the attacks start. The realistic path into a trading account runs through an email address, a reused password, or a device that also does everything else, and none of those are improved by better custody.

Markets · 9 min read

Measuring sentiment honestly: what money says and surveys do not

Every sentiment indicator answers the question of how participants feel, and the useful ones answer a different question: what have participants actually done. The gap between those two is the whole subject, and it explains why the indicators people quote are the ones with the least information in them.

Markets · 9 min read

Sessions: a market open all the time still breathes

The absence of an opening bell is described as the market never sleeping. What actually happens is that participation follows the working hours of three regions, and the hours when all three are asleep produce a book that behaves differently in ways that cost money if you have not noticed.

Crypto · 10 min read

Stablecoins: what actually holds the peg

Most traders treat a stablecoin as a resting place, the thing you sit in between positions. That is a reasonable use and it quietly involves holding a credit instrument issued by a private company. Understanding what keeps the number at one is the difference between a considered decision and an assumption.

Security · 10 min read

Inheritance: what happens to your holdings when you are not there

Self-custody works because only the holder of a key can move the assets. That is a security property in life and a disposal problem in death, and it is the one part of holding digital assets that cannot be fixed after the fact by anybody, at any price.

Execution · 10 min read

Order types and what they actually cost

Most traders pick an order type by habit and discover its price afterwards, in the fill. Every type is the same trade in disguise: you are choosing between certainty of execution and certainty of price, and you cannot have both. What follows is what each choice costs, and where the cost hides.

Security · 11 min read

Identity verification: what it protects and what it does not

Every trader has handed a photograph of their passport to a company they had never heard of a week earlier, and very few have thought about what happens next. The requirement is real and it exists for reasons that have nothing to do with protecting the customer, which is worth knowing before deciding how to feel about it.

Markets · 10 min read

Why crypto volatility is different, and what it does to position size

Everybody knows crypto is volatile, and almost nobody has changed their position sizing to account for the specific ways in which it is. The excess is not random and it is not sentiment. It comes from four features of how these markets are built, and each of them has a consequence you can act on.

Fees · 9 min read

Maker or taker: which one you actually are, and what it costs

Every exchange publishes two rates and almost none explains which one you will be charged. The honest answer is that most traders are on the expensive side far more often than they believe, and not because of anything they decided.

Markets · 9 min read

The funding rate on perpetual futures, and who actually pays it

It is the line traders notice last and complain about most. It is not a fee, it is not charged by the venue, and on a position held for weeks it can cost more than every trading fee you paid to open and close it.

Fees · 9 min read

How leverage changes your fee bill, and the part nobody mentions

Everybody understands that leverage multiplies exposure. Far fewer notice that it multiplies the fee bill by exactly the same factor, on every single trade, whether the trade worked or not.

Markets · 9 min read

How to read an order book, and what it will never tell you

A book is the most honest object on an exchange: every line is an order somebody has actually committed to. It is also the most over-interpreted, because a commitment can be withdrawn in a millisecond and most of them are.

Crypto · 9 min read

What actually moves the price of Bitcoin

Bitcoin is the only large asset whose supply schedule was written down before it launched and has never changed. That makes the question unusually clean: if the supply side is fixed, everything that moves the price is on the other side of the trade.