Backtesting

BTC 5m VWAP Reversion Agent Workflow for Polymarket

Agent Workflow guide for BTC 5m Polymarket vwap reversion strategies using AI rules, historical order books, and realistic replay.

BTC 5m VWAP Reversion Agent Workflow helps traders evaluate a setup that fades probability moves that stretch away from a rolling order-book VWAP across historical Polymarket BTC Up/Down markets. The useful version of this workflow uses full order book snapshots, resolved outcomes, and timestamp-aligned BTCUSDT context instead of midpoint-only charts.

What to Test

  • AI agent workflows for screening and scoring strategies for BTC 5m markets.
  • Entry rules, exit rules, position sizing, and max-loss limits.
  • Bid/ask spread, book depth, partial fills, and market resolution.
  • BTCUSDT spot or futures context when the strategy depends on crypto price movement.

Replay Workflow

  1. Select resolved BTC 5m Polymarket markets.
  2. Generate or write rules for the vwap reversion setup.
  3. Replay each snapshot in chronological order.
  4. Fill simulated orders only against available historical depth.
  5. Compare PnL, drawdown, win rate, trade count, and VWAP drift.

Why Order Book Replay Matters

BTC 5m backtests can look clean when the simulator assumes every trade fills at a midpoint. In practice, mean reversion depends on the actual book at the moment the strategy fires. A depth-aware replay shows whether the edge survived spread costs, thin liquidity, and late-market resolution behavior.

AI Backtesting Prompt

Try a prompt such as: Generate a BTC 5m Polymarket vwap reversion strategy, risk no more than 2% per market, use only executable bid and ask levels, and report failed fills separately from losing trades.

Related Resources

Core Polymarket Data Resources