Bot demo, 0.25 seconds to calc and check all confluences, here example. level, trendlines, outside bands, + bearish divergence. Also far from center of value. Many confluences detected.

Recently working a lot on speeding up my code. Necessary to pump out signals on 100 instruments a day. For around 1500 candles I have the levels, divergences, every three touch trendline, (with the currently relevant extensions) in black, calc within under half a second now. (yes chart little ugly)

Cleaner version of 2days trendlines algo, 3 touches minimum req, middle touch must fall in mid 60% range. Delete trend line if violated and crossed more than twice. Hence will remain shown to be valid past one break for retest on opposite side. Now to speed up code, and add in bot as confluence!

Built an algo for automating trendline detection yday, with at least three points touches on time series and not broken between, apparently there are way more of these trend line things than I thought...

Currently proximal policy optimization (deep reinforcement learning model AI) to anticipate changes in weights for portfolio to maintain mean reverting property. Weights frozen and movement monitored after 2 Std exceeded till 6th or return to mean. Completely Experimental, this is what I am up to

Current work is to apply some of my indicators to cointegrated time series with adaptive weights. Cherry picked example