Crypto’s GTO Era

--

The game didn’t end. It got solved. And that is why I am building now.

By Suki Yang

Anyone who has played serious poker knows there are two ways to win, and that the game itself has, over the last two decades, moved decisively from the first to the second.

The first way is exploitative. You read the table. You watch how a particular opponent behaves when they are nervous, when they are bored, when they are pretending to be strong. You find the weak player and you target their specific mistakes. For a long time, this was simply how poker was played — it was instinct, psychology, presence, the ability to feel a room and act faster than everyone else in it. The players who made money were the ones with the sharpest reads and the most nerve.

The second way is GTO — game theory optimal. Instead of targeting any individual’s mistakes, you play a mathematically balanced strategy that, by construction, cannot be exploited. You no longer need to read the table, because the strategy is sound against any opponent. It is less theatrical and considerably more rigorous. And over the past twenty years, as solvers and study and disciplined practice spread through the game, GTO did not merely become viable — it became the baseline. The exploitative players who refused to adapt did not lose because they got unlucky. They lost because the game underneath them changed, and they kept playing the old one.

I think crypto is in the exact middle of that same transition. And I think the implications are large enough that they are the entire reason I am building Icon Trading — a quantitative trading and infrastructure firm — right now, into a market that most people have written off as boring.

The market: where did all the liquidity go?

Every few months, someone declares crypto dead, and the declaration almost always arrives at the same moment — altcoins stop moving, order books begin to feel thin, and volume seems to evaporate. The feeling is not imaginary. Spot volumes across major exchanges have been sitting near their lowest levels since late 2023, and if you trade size in the long tail, you can feel the shallowness in every fill. But the conclusion most people draw from that feeling is wrong. The money did not leave the asset class. It relocated — and where it went tells you almost everything you need to know about what kind of game this has become.

The first place liquidity moved was into Bitcoin, and more importantly, into sitting in Bitcoin. Dominance is hovering around 60%, the highest level all year, having broken cleanly out of an eight-month accumulation range. The level itself is not the point; the behavior underneath it is. A large and growing share of new capital now enters through ETFs and institutional vehicles, and that capital does not behave the way 2021 retail flow behaved. It does not rotate down the risk curve hunting the next fifty-x, and it does not pile into long-tail tokens because a Discord server got excited on a Thursday. It buys Bitcoin and it holds. That is not temporary defensive positioning waiting to unwind — it is a durable change in who owns this asset class and how they intend to hold it.

The second place liquidity moved was into stablecoins, which have quietly become the actual market rather than the parking lot beside it. Total stablecoin supply has crossed $320 billion, and stablecoins now account for roughly three-quarters of all crypto trading volume. It is worth sitting with that figure: three out of every four dollars of trading activity in this entire asset class now move through dollar-pegged instruments. Annual settlement volume has climbed into the tens of trillions, putting it in the same conversation as established payment processors. The “dry powder” everyone keeps waiting to see deployed is not missing at all — it is parked on-chain, denominated in dollars, functioning as financial infrastructure. The speculative market most people believe they are trading is increasingly just the surface layer, floating on top of stablecoin plumbing that has become the more important story.

The third place liquidity moved was into concentration — into the relatively small set of assets, protocols, and venues that have real flow behind them. Real users, real volume, real fees, real survivability through a drawdown. You can see it in which names actually hold bids: Hyperliquid, the strongest execution venues, the chains with genuine activity rather than genuine marketing. Everything outside that set has become structurally thinner, and that is the part the market has not yet fully accepted emotionally. The era of indiscriminate liquidity, in which a rising tide carried almost everything, is over. The Altcoin Season Index sitting near 35 is not a signal that crypto is dead; it is a signal that the table got tougher, and the easy chips left with the recreational players.

The game changed: from reads to structure

What all of this adds up to is not a bull market and not a bear market, but a regime change in how returns are actually produced — and continuing to play it as though it were 2017 or 2021 is the single most common mistake I see intelligent people making.

In those earlier cycles, crypto was an exploitative game in the poker sense. Correlation was the trade: assets rose together, beta was abundant, and the edge belonged to whoever could read the narrative fastest and act before the rest of the table caught on. Being long almost anything could be mistaken for skill, because the game rewarded reads, speed, and nerve over structure. It was theatrical, and for a while it genuinely worked.

That game is being solved. The defining characteristic of the market now is dispersion rather than correlation — capital concentrates aggressively into a narrow set of assets and venues while the long tail is slowly starved of the liquidity it needs to sustain valuations. Narratives have not disappeared, but the windows in which they pay have compressed violently; what once played out over six months now exhausts itself in roughly six days, which makes narrative-chasing a far more dangerous strategy than it was even two years ago. And thin order books mean price moves are amplified in both directions, so the cost of imprecise execution has risen sharply while the reward for precise execution has risen alongside it.

The clearest single example of the shift is Ethereum. ETH did not die — but it is no longer the answer, and that distinction matters enormously for how a fund is built. For years, all the innovation and all the attention lived on ETH. Now Solana has come back, Hyperliquid exists, app-specific chains exist, and execution has fragmented across all of them. ETH is becoming a settlement layer, a reserve asset, an infrastructure layer — which is a perfectly respectable thing to be, but it is not the same thing as being the fastest-growing asset in the room. Anyone whose edge was quietly built on “ETH ecosystem beta” is holding a read that the table has already adjusted to.

Underneath all of these surface dynamics, the market has quietly changed the fundamental question it asks. For years, the question that determined returns was what is the narrative — which story is about to catch, and how early can I get in front of it. The question now is who actually has the flow — who has the users, who has the volume, who generates real fees, and who survives when attention inevitably moves elsewhere. That shift, from reads to structure, from story to system, is the most important development in this asset class right now. And the uncomfortable reality, exactly as it was for poker, is that most participants are still playing the exploitative game at a table that has already moved to GTO.

What the solved game punishes

A solved game does not only reward differently — it punishes differently, and it is worth being explicit about where the market has stopped being willing to pay, because knowing what not to hold is half of the discipline.

The clearest casualty is the VC coin with no revenue behind it: enormous fully-diluted valuation, enormous unlock schedule, no users, no cash flow. For a while the market was willing to subsidize that structure indefinitely on the strength of a story. It is no longer willing, and the repricing of that entire category is not finished. Close behind it is the “AI plus token” construction — the impulse to take an AI narrative and wrap it into a financial product whose legal structure may not actually hold, whose ownership may not be real, whose SPV may not be valid. That category is going to meet regulation, and regulation is going to win. And then there is the broad middle of Layer 1s: the market does not need fifty chains, liquidity will keep concentrating, and only the chains with real ecosystems, real users, and real distribution are going to survive the consolidation.

None of this is a crash. The honest description of the current mood is not panic and not euphoria — it is cautious optimism. The market believes crypto is not going away, and simultaneously does not believe that everything will go up. That combination is exactly what produces a selective liquidity market: capital that is convinced of the asset class and extremely picky about where inside it to sit.

The edge: alpha moved down the stack

This is the part of the thesis I care about most, because the conclusion most people have drawn — that the edge is simply gone, that the easy money has been competed away and nothing has replaced it — is, I think, precisely wrong. The edge did not disappear when the game got solved. In poker, GTO did not eliminate skill; it relocated it, from theatrical reads to rigorous, structural play. The same thing is happening here. The edge relocated. What changed is where in the system it now lives.

The old edge lived at the asset layer: finding the token, catching the meme, predicting which narrative would rotate next. The new edge lives in the plumbing — in execution, in liquidity, in distribution, in infrastructure, in routing, in latency, in the systems that determine not what you trade but how well you trade it. And that migration of alpha from the asset layer down to the infrastructure layer is not unique to crypto, which is exactly why I have conviction in it. Every market that has ever matured has gone through the same transition. Equities went through it. Foreign exchange went through it. In each case the floor was gradually wired up, and over a decade the people holding the microphone were quietly replaced by the people holding the infrastructure.

The same process is visibly underway in crypto today, and it has a direction. Stablecoins are becoming the dollar’s settlement internet — and the largest battleground of the next five years is far more likely to be payment rails, cross-border liquidity, and yield-bearing dollars than it is to be NFTs or GameFi. Trading is becoming a Nasdaq rather than a casino — and what becomes genuinely valuable in a Nasdaq is routing, matching, execution quality, latency, and the depth of a liquidity network, not the volume of someone’s marketing. And the market is steadily repricing toward real fees, real protocol cash flow, and sustainable liquidity, which means the importance of storytelling is falling and the importance of demonstrable trading behavior is rising. Crypto is not disappearing. It is being solved. And once a game gets solved, the edge stops living in the read and starts living in the system.

Why I am building now

Most people regard this as a difficult moment to start a firm. I regard it as close to an ideal one, and the reasoning is straightforward once you accept the regime described above. Manic markets are genuinely poor environments in which to build serious systems, because noise overwhelms signal, recreational players flood the field, narrative gets badly overfunded, and bad habits are consistently rewarded rather than punished. A euphoric market is, in effect, a market that hides your mistakes from you until it is too late to correct them.

This market does not hide anything. It punishes sloppiness immediately and rewards precision repeatedly, which makes it a far worse environment for tourists and a dramatically better one for operators. The more institutionalized this market becomes, the more valuable trading infrastructure becomes — that is simply what the history of traditional finance teaches, and crypto is now rhyming with it. I would much rather build into a market that is growing up than into one that is drunk, because the firms that survive a structural transition are almost always the ones that were built around the correct thesis before the rest of the field fully recognized it.

The thesis itself is simple to state, and it is the thesis Icon Trading is built on. The next generation of returns in crypto will be manufactured rather than found — manufactured through systems, through execution, through infrastructure, through disciplined strategy and genuine liquidity intelligence, rather than discovered through vibes and timing. In a selective liquidity market you cannot lean on a rising tide, because there is no longer a tide that lifts everything; you cannot lean on being first to a narrative, because the window now closes in days. What you can build is a system — systematic, disciplined, and engineered specifically for thin books and concentrated flow, where execution quality is measured in basis points and milliseconds rather than in conviction. That is the precise reason a discretionary, narrative-driven approach is structurally disadvantaged in this environment, and a systematic, infrastructure-driven one is structurally favored. It is, simply, the difference between bringing reads to a solved game and bringing a solver.

The people I want to build this with

I am still early. I am building the firm, the systems, and — most importantly — the founding team, and I care enormously about the first people, because early teams do not merely build products. They build the culture of thought that determines everything the firm produces afterward.

I am looking for people who see markets structurally rather than narratively. The execution engineer who naturally thinks in basis points and microseconds. The infrastructure builder who understands, in their bones, that routing and latency matter more than Twitter sentiment. The quantitative researcher who knows that regime matters more than any backtest, and who builds for selective liquidity while remaining honest about drawdown, rather than curve-fitting to a bull market that is not returning in its old form. And, underlying all of those specific profiles, the person who instinctively asks why is the system designed this way — not out of cynicism, but out of genuine curiosity about how things actually work.

The strongest people I have encountered in this industry all share a single trait: they refuse to accept systems as inevitable. They want to know why liquidity pools where it pools, why markets are structured the way they are, and why so many firms optimize for short-term appearance instead of long-term compounding. Those are the people I want around me — not because that disposition is fashionable, but because that is genuinely how durable infrastructure gets built. What I can offer the first handful of them is the thing that is actually scarce: real leverage, and a defining seat in a firm built on an early and correct thesis, in a market that has finally begun rewarding the right skills. The downside is real, and I will not insult anyone by pretending otherwise — early-stage firms fail, and this one could too. But I would rather take a genuine swing at something enormous than collect a comfortable salary for being safe, and I want to build alongside people who feel the same way.

To the allocators reading this, the argument is the same one, compressed. The thesis is structural rather than a trade; it does not depend on correctly calling the next altseason, but on a transition that is already underway and already visible in the tape. The edge is located in systems and infrastructure, which means it is durable and compounding, and it does not evaporate the moment sentiment turns. The timing is deliberate, because a disciplined firm is built into a disciplined market rather than a manic one. I am not raising on a story. I am building toward a track record, and I would rather be judged on that.

The next era is already here

That, in the end, is the simplest and most accurate way to describe what is happening across this asset class. Crypto’s first era was exploitative, theatrical, and loud — and it rewarded the people who were fastest to read the room. The era now beginning is quieter, more systematic, more institutional, more driven by infrastructure than by attention, and in all likelihood considerably larger than what came before it. The liquidity did not disappear; it matured. The game did not end; it got solved. And in a solved game, the winners are not the ones with the best reads. They are the ones who built the best system before everyone else accepted that the game had changed.

The hardest part of anything is the deciding. Once a decision is genuinely made, everything that follows is simply execution. I have decided what I am building, and I have decided which side of this transition I intend to stand on — the side that builds for the solved game, rather than the side that keeps bringing the last era’s instincts to a table that no longer rewards them. If you see the game the way I have described it here, my inbox is open.

I am building Icon Trading, a quantitative trading and infrastructure firm for the next generation of electronic crypto markets. If the thesis resonates — whether you are an engineer, a quant, or an allocator — reach out. I read everything.

— Suki Yang

LinkedIn · Medium

Disclaimer: This essay reflects personal views on market structure and is not investment, financial, or legal advice. It is not an offer to sell or a solicitation to buy any security or interest in any fund. Nothing here should be relied upon in making any investment decision.