How attention models detect volatility regime shifts in cryptoassets
Why transformer-style models spot the move from calm to turbulent markets earlier than classic indicators, and where they still fall short.
Insights
Notes from inside the market
Regular analysis from the Revulnox research desk on machine-learning models, digital-asset infrastructure and the UK regulatory landscape.
Latest articles
The UK's cryptoasset rules: what they mean for retail investors
A plain-English guide to how UK rules on cryptoasset firms and financial promotions are evolving, and the protections retail investors should look for.
Reading Bank of England statements with natural language processing
How language models score the tone of Monetary Policy Committee minutes and UK economic news, and turn it into a measurable input for trading signals.
Bitcoin after the halving: reading the on-chain indicators
Hash rate, miner flows and long-term holder behaviour: the network data worth watching through the post-halving cycle.
Why algorithmic discipline matters most in falling markets
Rules-based execution takes the panic out of a drawdown. We look at how automated stop logic behaved through recent sell-offs.
Layer-two networks and the arrival of institutional capital
Rollups have cut costs and raised throughput. Here is what that means for liquidity and for larger investors entering the market.
Reinforcement learning and the art of position sizing
How agents trained on reward and risk learn to size positions, and why we keep firm, human-set limits around them.
Stablecoins and the future of sterling settlement
From pound-backed stablecoins to tokenised deposits, how faster digital settlement could reshape trading in the UK.
Spotting market manipulation without human supervision
Anomaly-detection models that flag spoofing, wash trading and pump-and-dump patterns before they can distort a signal.
How to assess risk in decentralised finance protocols
Smart-contract audits, oracle design and liquidity depth: a practical checklist for weighing up any DeFi protocol.