Articles on crypto market intelligence, trading APIs, AI agents, derivatives data, and building algorithmic trading systems.
A point forecast tells your bot nothing about tail risk. The quant engine runs 1,000 Monte Carlo paths off the live regime every hour and returns the full distribution of tomorrow — including the odds of a 5% drawdown.
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Knowing today's regime is table stakes. The quant engine also returns the probability of every transition tomorrow plus six conditional forecasts — direction, volatility, funding, liquidation risk, OI and breadth.
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CryptoDataAPI ships two regime systems — a probabilistic HMM and a rule-based 14-basket taxonomy. They're not redundant: they answer different questions on different clocks. Here's when to reach for each.
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Bull, chop, cascade, squeeze, black swan — every strategy lives or dies by regime. Here are all 14, each a composite-scored API endpoint your bot can read in a single call.
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Compressed vol is the most dangerous regime, not the loudest. This endpoint turns realized vol into a per-asset size multiplier and a market-wide stress score — one call, whole universe.
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The worst crypto drawdowns arrive in minutes, not days. Regime #11 turns confirmed hacks, flow flight, and stablecoin depegs into one 0-100 Security Stress score your bot can gate on.
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Policy shocks cut both ways — an executive order rips OI higher, a tariff headline triggers risk-off. Regime #12 of 14 splits the noise into an unsigned Policy Risk score and a signed directional tilt, so your models size and aim separately.
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Continuous regimes read the market's state. Regime #5 reads its calendar: every dated token unlock, macro print, and stablecoin depeg in the next 30 days, scored 0-100 with a directional bias per catalyst.
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Thin books precede violent moves. Regime #9 of 14 measures bid/ask depth at {10,25,50,100}bps, spreads, book imbalance and OI divergence across the top 25 Hyperliquid perps — one composite fragility score before it bites.
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Regime #3 of 14: a lifecycle classifier over the meme complex — DOGE, PEPE, WIF, BONK, POPCAT and more. Ignition, euphoric, distribution, bleeding, dormant — plus a market-wide 0-100 hype composite.
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Perps markets have their own regimes. Funding-rate extremes, OI imbalance, and liquidation cascades drive directional setups (#4); the perp-vs-spot basis is its own fragility regime (#8). Both are one API call away.
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Three slow, directional regimes set the backdrop everything faster trades inside of: Macro Trend (months), BTC Cycle (weeks), and Macro Correlation (days). Regimes #1, #2 and #6 of 14, in one read.
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