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YOU PLAY · QUANT DEVELOPER

The Hot Path

Nothing is scripted. The workload is drawn, the cost model is real, and the best answer changes every interval.

🎲 13 decisions ⏱️ ~14 min Advanced 🆓 No sign-up

The brief

You own the latency budget of a trading system for one day. Each interval is a component — the ingest buffer, the order map, the book's price levels, the top-k signal scan, the covariance step, the P&L accumulator, the parallel reduction — and for each one you choose a specification and set one number: a capacity, a tick range, a value of k, a thread count. Then a cost model charges you for the operations your choice performs and for the memory stalls they incur at whatever cache level your working set actually landed in. A hash map is right until the data leaves cache. An array by tick is right until the range is wide. Kahan summation is right only when the precision requirement asks for it. Every one of those depends on numbers you are shown, and they change.

How you play it

Specify a trading system component by component against a drawn workload, and a cost model charges you for the operations and the cache misses your choices actually cost.

⚙️ The job: Quant developer — Turning research into something that runs — correctly, fast enough, and the same way twice.

What a quant developer actually does →

What you're judged on

Every decision is marked to market server-side. These are the meters that move — run one to zero and the simulation ends there.

⏱️
BudgetNanoseconds of headroom per message, banked across the day. Come in under budget and it builds; blow it and it burns. Zero → the system falls over.
📶
ThroughputThe share of offered messages you actually handled. Miss the budget and messages queue; miss it badly and they drop.
🎩
Desk standingHow close your specification came to the best one available on what you could see. Not the same as the latency. Zero → they take the service off you.
🧠
MemoryResident bytes against the box. Past 100% the process is killed and rebuilt, and the interval is lost.

What it tests

No trivia — the simulation only asks what the chair actually has to know.

Where you learn this

The Hot Path is the finale of Runtime Row, waiting past Level 24 — The Final Review. You can sit down right now and find out how much of it you already know; the course is there for the parts you don't.

Play Runtime Row →

Other chairs

🌐 Chair of the emergency committee

The Weekend

Sixty-two hours to Tokyo's open. You cannot save everyone — and one of them you cannot lose.

🧮 Structured products structurer

The Structurer

Every note is a bond plus options. Pick the wrong shape and the client finds out at maturity.

🏛️ President — head of government

The President

Every policy has two halves: what you do, and who pays. The bond market grades the second one.

🏦 Hedge fund CEO

The Fund

Your product is returns. Your business is assets. They want opposite things.

🗓️ Yourself, one year out of school

The First Year

Twelve months on your own. No perfect month — only wiser and poorer ones.

📰 Data editor on the news desk

The Newsroom

One shift on the data desk. Every story is a stats trap in disguise.

🚀 Flight director

Mission Control

No options to pick — do the math, key in the number, bring them home.

🏛️ Chair of the central bank

The Policy Chair

You are the central bank. One rate, every quarter, a whole economy on the line.

🏢 Chief Financial Officer

The CFO's Chair

You run the firm's capital. Ten board meetings, one question every time: where does the cash go?

🎛️ Options book runner

The Pit

You run the book. The tape moves, the Greeks bite, margin is real. Survive the session.

🧠 An investor with your own brain

Your Own Worst Enemy

The market can't hurt you. You can. Ten moments, one enemy — the one making the decisions.

📖 Market maker

The Quote

Your quote is two numbers. Everything that happens next is arithmetic.

♟️ Strategist

The Opponent

Nothing here is scripted. They are running a model of you, and it updates.

🏦 Head of a derivatives desk

The Desk

Run a derivatives desk for one week — it does not stay calm.

🗂️ First-year analyst on rotation

Rotation Day

Ten desks, one stack of cards each. Sort them right — and never, ever misfile ethics.

⚖️ Expert witness on the stand

The Expert Witness

Ten regression tables enter evidence. The significant one is usually the trap.

🚨 Chief Risk Officer

The War Room

The VaR says you're fine. The tail says otherwise. Ten audits — read which one is lying.

← All 18 live simulations