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Numpy-only deep hedging of a short call: a No-Transaction-Band network trained by back-propagation through time and a feed-forward deep hedge, both minimising CVaR, benchmarked out of sample against BS delta and a tuned Whalley-Wilmott band, with regime-shift tests (vol up, crash jumps). Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01FpiqUMAyo4RL5DdQHMWbwE