In every mature market, there is a place where risk gets priced on its own, separately from direction. In equities, in FX, in rates, that place is the options and volatility market. It produces a number the whole market can look at — how much movement is expected, what it costs to be protected against it, and what people will pay for protection on one side rather than the other. Traders disagree about that number constantly, and the disagreement is the point.
Crypto has been trading for over a decade and has enormous derivative volume. Almost all of it sits in perpetual futures, an instrument for taking leveraged directional exposure. The options market, relative to everything around it, has stayed small. So this market has a very active price for direction, and a comparatively thin price for risk.
As part of the Liquidity Arena AMA Series — a thought leadership series bringing together experts across AI, quantitative trading, and institutional market infrastructure — this fourth episode goes underneath strategy and infrastructure, to the question of what a market does when the instrument that prices risk in advance never really formed.
In this episode, we are joined by Leo Zhang, Senior Trader at Calais Markets, a quantitative investment firm trading across traditional and digital asset markets.
Why This Conversation Matters
A market can be enormously liquid and still be missing something. If risk is not priced in advance, that does not mean the bill goes away — it means it arrives later, all at once, and lands on whoever happens to be positioned at the time. As more capital and more automated systems come into this market, several practical questions come to the forefront:
Why has crypto never developed a deeper options market, after more than a decade of trading?
Did the perpetual absorb the demand that options carry in other markets?
When the volatility market is thin, where does a forward-looking read on risk actually come from?
What do liquidation engines, insurance funds and auto-deleveraging really do in a cascade?
How do you judge a strategy, or an automated system, that has never been through the event it is exposed to?
Featured Speaker
Leo Zhang
Senior Trader, Calais Markets
Leo Zhang is a Senior Trader at Calais Markets, a quantitative investment firm trading across traditional and digital asset markets. He holds a Bachelor's degree from New York University with a double major in Mathematics and Computer Science, and specialises in trade execution.
Watch the full episode and join the conversation.
When the options market is thin, where do you get your read on risk? Share your thoughts below — we'd love to hear your perspective.
🎧 YouTube: https://youtu.be/SXih7oz7bUU
🎧 Spotify：https://spotifycreators-web.app.link/e/nTBB5obXw6b
✏️ Learn for general information of LTP: https://www.liquiditytech.com/en
📣 Socials:
► Follow us on X: https://x.com/LTP_primebroker
► Follow us on LinkedIn: /liquiditytech
► Instagram: LTP_PRIMEBROKER
Follow the podcast for future conversations exploring AI, quantitative finance, institutional trading, digital assets, and the technologies shaping tomorrow's financial markets.