Market Views

Notes from the quant desk

What our quantitative team notices in artificial intelligence and digital assets, without hype and without buy calls.

From raw data to a signal: how features get built

Before any model there is a step everyone skips: turning raw price into variables a system can read.

Funding rates in perpetuals and what they tell you

A small number settled every eight hours that says more about positioning than price does.

The backtest that lies: the look-ahead trap

A flawless equity curve on old data is usually a sign of a mistake, not of edge.

When a stablecoin loses its peg: reading the risk

What actually happens in the first few minutes, and why venues respond differently.

Why we run several models instead of one

One model has one opinion. An ensemble has a distribution, and a distribution is more honest.

Liquidity concentrated in a few venues, and what it does to execution

When depth pools in three venues, your cost changes even when price does not.

The speed-versus-accuracy trade-off

Every extra millisecond buys accuracy. The question is when to stop buying.

On-chain versus off-chain settlement: a difference you pay for

Why the same transfer arrives at two different costs, and where the gap goes.

Can an algorithm's decision be explained, and where does that stop

Between a model that explains itself and a model that performs, the trade-off is real.

Position size matters more than entry timing

Everyone agonises over the entry. The real difference is how much you commit to each trade.

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Risk warning: trading digital assets and contracts for difference carries a high degree of risk and can cost you your capital in full. Weigh your financial position and your capacity to absorb a loss before you begin, and take independent advice if you need it. Lynvato gives no individual investment advice and guarantees no return, and past results do not indicate future ones. Contact: [email protected]