Algorithmic Trading Research & Frameworks
We publish the research, ship the code, and run the frameworks ourselves on real capital.
Education-first. Not a broker. Not financial advice. You make your own trades.
The Frameworks
Open-source algorithmic trading research across equities, crypto, and prediction markets. Read the code, run the frameworks yourself, or follow our daily research note.
7 sub-strategies with 3 combiner versions (v1/v2/v3). Regime-detection engine that hunts between TQQQ, SQQQ, and BIL based on market signals. VIX circuit breaker caps exposure in headline-driven markets. Asymmetric risk: SQQQ uses trailing stops + profit-taking; TQQQ rides the bull. Live on Alpaca since 2024.
MarketCipher v2-based ensemble with 5 entry strategies and adaptive execution. Features sustained signal trading, VWAP range-bound scalping for sideways markets, and fast momentum dip-buying. Runs 24/7 with vol-targeted position sizing.
Climate-aware binary prediction model integrated with Kalshi. Applies per-city calibration with climate change bias correction. Finds edge in weather and environmental prediction markets.
Investment Calculator
Enter an amount and pick a start date. See what WhiteWolf v2 would have turned it into — vs the S&P 500.
Hypothetical backtest returns ending ~April 26, 2026. WhiteWolf v2 figures derived from audited backtest period data. S&P 500 uses approximate historical total return (dividends reinvested). Past performance does not guarantee future results. Not investment advice.
Backtest Results
WhiteWolf v1/v2/v3 backtested from 2011–2026. v2 is the production strategy. Past performance does not guarantee future results.
| Period | v1 CAGR | v2 CAGR ★ | v3 CAGR | S&P 500 | v2 Edge |
|---|---|---|---|---|---|
| Full Run (2011–2026) | +37.5% | +30.1%PROD | +23.7% | ~12% | +18 pp |
| 2022 Bear Market | −38.8% | +16.6%BEST | −22.7% | −18.1% | +34.7 pp |
| 2023–24 Bull Market | +79.5% | +55.2% | +68.4% | ~26% | +29 pp |
| COVID Period (2020–21) | — | +60.2% | — | ~23% | +37 pp |
| 5 Year (2021–2026) | +28.1% | +36.1% | — | ~5% | +31 pp |
| 1 Year (2025–2026) | +4.3% | +29.5% | +4.4% | ~−7% | +37 pp |
| $100K → Final Value | $11.85M | $5.18M | $2.42M | ~$563K | 9× more |
S&P 500 figures are approximate total return (with dividends reinvested). Backtest periods all end Feb 2026. Past performance does not guarantee future results.
Access
Pick your level of access to our research and code. Monthly, annual, or lifetime — all plans non-refundable.
Browse the archive. See what we did last week, last month, last year.
The daily WhiteWolf research note. What our framework signaled today, the regime read, and why — delivered before close.
The full WhiteWolf framework — open source for education and personal use. Indicators, combiners, dashboard, every line of Python you can read, study, fork, and run. Plus every patch and update we ship.
All three frameworks. WhiteWolf for equities, BlackWolf for crypto, MoonWolf for prediction markets. Open source for education and personal use. Lifetime tier capped at 250 seats to manage signal capacity in smaller markets.
About
AI Continuum, Inc. is an AI-native software company building intelligent systems for trading research, media, and education. WolfSignal is our algorithmic-trading research platform — open-source frameworks with institutional-grade methodology, published openly.
We don't manage money, broker trades, or sell investment advice. We publish research, ship the code under a personal-use license, and run the frameworks ourselves on real capital so we have skin in the game. What you do with the research is your decision.
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