When to use it: ✅ Filling size too big for the top of the book ✅ Entering or exiting another strategy cleanly When not to use it: ❌ Small orders the book can absorb in one fill ❌ Fast markets where…

When it can make sense: ✅ Range-bound, mean-anchored pairs ✅ Calm books that overreact to noise When to avoid it: ❌ Strong trends or news-driven moves ❌ Anything that can gap straight through your…

When to use it: ✅ Trending, directional, news-driven moves ✅ Pairs with follow-through ✅ Markets where breakouts keep running When not to use it: ❌ Sideways chop ❌ Thin books where your entry becomes…

Requoting on a tight loop Canceling and replacing every tick feels productive. It mostly just burns gas. Re-quote only when price moves past your spread. Same coverage. Fraction of the cost.

The honest test: captured spread + adverse drift = your real edge. If that’s negative, no parameter tuning saves it. The core is broken and you’re just choosing how to lose. tools/edge-analytics in…

When to use it: ✅ Ranging, choppy, sideways ✅ Pairs that oscillate around a level When not to use it: ❌ Strong trends (you're the exit liquidity) ❌ Wide, dislocated books

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