Transformer models and volatility regime changes in cryptoassets
Why attention-based architectures detect a shift in price regime earlier than recurrent networks.
Research
Insight from inside the market
Regular analysis from the Gruviona research desk on machine-learning models, digital-asset infrastructure and the changing UK regulatory landscape.
Latest analysis
UK cryptoasset rules: what the new regime means for retail investors
How tighter promotion and conduct standards are shaping a more transparent UK market.
Reading the Bank of England with natural language processing
Language models parse rate statements and speeches to flag shifts in policy tone early.
Bitcoin beyond the halving: what on-chain indicators suggest
Wallet flows and network activity outline plausible scenarios for the months ahead.
Algorithmic discipline when markets fall
Rules-based models hold their course when fear takes over human judgement.
Layer-two networks and the flow of institutional capital
Arbitrum, Optimism and zkSync are attracting a growing share of institutional liquidity.
Reinforcement learning and position sizing
How models scale exposure to market volatility and to the risk ceiling you set.
Sterling stablecoins and the future of digital settlement
New issuers and UK payments policy could reshape how value moves across borders.
Spotting market manipulation without human oversight
Clustering algorithms identify wash trading ahead of sharp price moves.
Weighing up the risks in DeFi protocols
Attractive yields come with technical and regulatory risks that demand careful analysis.