Live tape
05/27 23:55ADDADA-USDT234@0.2373Helios
05/27 23:55ADDASTER-USDT82@0.6808Helios
05/27 23:55FLIP SHORTBNB-USDT0.20@649.53Helios
05/27 23:55ADDENA-USDT595@0.0934Helios
05/27 23:55FLIP SHORTETH-USDT0.08@2,023.4Helios
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05/27 23:55ADDSOL-USDT0.67@82.46Helios
05/27 23:55ADDSUI-USDT58@0.9608Helios
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05/27 18:05CLOSEVRRM6.6k@3.77-0.40%US Liquid L/S
05/27 18:05CLOSEFUBO2.6k@9.80+0.26%US Liquid L/S
05/27 18:05CLOSETE2.3k@10.86-1.54%US Liquid L/S
05/27 18:05CLOSEGTM7.7k@3.27-0.15%US Liquid L/S
05/27 18:05CLOSEAEHR241@103.80+0.36%US Liquid L/S
05/27 18:05CLOSEPRGS850@29.41+0.00%US Liquid L/S
05/27 18:05CLOSEASPI3.8k@6.62-0.30%US Liquid L/S
05/27 18:05CLOSEJMIA3.4k@7.39-0.20%US Liquid L/S
05/27 18:05CLOSEASM3.7k@6.75+0.30%US Liquid L/S
05/27 18:05CLOSECRVS2.0k@12.76+0.20%US Liquid L/S
05/27 18:05CLOSEOUST575@43.48-0.03%US Liquid L/S
05/27 18:05CLOSEOLMA1.9k@12.96+0.04%US Liquid L/S
05/27 18:05CLOSEJBLU4.6k@5.49+0.27%US Liquid L/S
05/27 18:05CLOSEFLO3.3k@7.69-1.41%US Liquid L/S
05/27 18:05CLOSELAC5.0k@5.01-0.40%US Liquid L/S
05/27 18:05CLOSENUVB5.2k@4.83-0.31%US Liquid L/S
05/27 18:05CLOSEAPPN1.2k@21.38-0.21%US Liquid L/S
05/27 18:05CLOSEWEN3.4k@7.46+0.40%US Liquid L/S
05/27 18:05CLOSEBKKT2.2k@11.30-0.96%US Liquid L/S
05/27 18:05CLOSECPRI1.4k@17.70+0.23%US Liquid L/S
05/27 18:05CLOSESKYT661@37.81+0.33%US Liquid L/S
05/27 18:05CLOSEPOET1.9k@13.20+0.94%US Liquid L/S
05/27 18:05CLOSEALAB78@320.25-0.29%US Liquid L/S
05/27 23:55ADDADA-USDT234@0.2373Helios
05/27 23:55ADDASTER-USDT82@0.6808Helios
05/27 23:55FLIP SHORTBNB-USDT0.20@649.53Helios
05/27 23:55ADDENA-USDT595@0.0934Helios
05/27 23:55FLIP SHORTETH-USDT0.08@2,023.4Helios
05/27 23:55ADD1000PEPE-USDT16.0k@0.003500Helios
05/27 23:55ADDSOL-USDT0.67@82.46Helios
05/27 23:55ADDSUI-USDT58@0.9608Helios
05/27 23:55ADDTRX-USDT151@0.3682Helios
05/27 18:05CLOSEVRRM6.6k@3.77-0.40%US Liquid L/S
05/27 18:05CLOSEFUBO2.6k@9.80+0.26%US Liquid L/S
05/27 18:05CLOSETE2.3k@10.86-1.54%US Liquid L/S
05/27 18:05CLOSEGTM7.7k@3.27-0.15%US Liquid L/S
05/27 18:05CLOSEAEHR241@103.80+0.36%US Liquid L/S
05/27 18:05CLOSEPRGS850@29.41+0.00%US Liquid L/S
05/27 18:05CLOSEASPI3.8k@6.62-0.30%US Liquid L/S
05/27 18:05CLOSEJMIA3.4k@7.39-0.20%US Liquid L/S
05/27 18:05CLOSEASM3.7k@6.75+0.30%US Liquid L/S
05/27 18:05CLOSECRVS2.0k@12.76+0.20%US Liquid L/S
05/27 18:05CLOSEOUST575@43.48-0.03%US Liquid L/S
05/27 18:05CLOSEOLMA1.9k@12.96+0.04%US Liquid L/S
05/27 18:05CLOSEJBLU4.6k@5.49+0.27%US Liquid L/S
05/27 18:05CLOSEFLO3.3k@7.69-1.41%US Liquid L/S
05/27 18:05CLOSELAC5.0k@5.01-0.40%US Liquid L/S
05/27 18:05CLOSENUVB5.2k@4.83-0.31%US Liquid L/S
05/27 18:05CLOSEAPPN1.2k@21.38-0.21%US Liquid L/S
05/27 18:05CLOSEWEN3.4k@7.46+0.40%US Liquid L/S
05/27 18:05CLOSEBKKT2.2k@11.30-0.96%US Liquid L/S
05/27 18:05CLOSECPRI1.4k@17.70+0.23%US Liquid L/S
05/27 18:05CLOSESKYT661@37.81+0.33%US Liquid L/S
05/27 18:05CLOSEPOET1.9k@13.20+0.94%US Liquid L/S
05/27 18:05CLOSEALAB78@320.25-0.29%US Liquid L/S
B3Quant.
Pattern Memory

When AVGO has looked like this before, what happened next?

We compare AVGO's last 90 days against 6,122 stocks across 21 years of daily history. Only genuinely correlated cousins contribute (correlation ≥ 0.3). Right now AVGO is up 22% over its last 90 trading days.

The Answer

Out of 100 similar setups, these correlated stocks ended their next 90 days

Worst historical outcome
-46%
A typical down case
-4%
Middle outcome
+6%
+6.4%
median forward 90d
A typical up case
+16%
Best historical outcome
+102%
Typical worst point inside
-13%
0
went up
0
went down
0
win rate %

These patterns historically leaned positive: 66 of 100 ended higher, with a typical gain of +6.4%. But even the typical winner went through a -13% drawdown along the way.

The Picture

Where did the matched stocks go next?

Bold ink line on the left is AVGO's actual recent 90 days. Faded threads on the right are how each of the 100 correlated similar stocks moved over their next 90 days, aligned to today. The navy line is the median path.

Five Futures

The 100 paths cluster into five distinct shapes.

Averages hide that future patterns came in distinct flavors. We grouped the 100 paths into five archetypes by their actual shape.

Material decline
5
of 100 paths
ends-31%
Slow grind down
28
of 100 paths
ends-5%
Steady upward drift
50
of 100 paths
ends+8%
Strong rally
14
of 100 paths
ends+34%
Strong rally
3
of 100 paths
ends+77%

Closest matches

Real stocks, real past patterns.

AAPL
Jun 21, 2018
fell 16.6%
RL
Feb 15, 2024
rose 9.6%
DLR
Jun 3, 2025
rose 1.8%
ITW
Jul 25, 2005
rose 10.2%
TT
Mar 27, 2020
rose 25.0%
URI
Apr 26, 2012
rose 47.3%
WAB
Nov 24, 2020
rose 12.4%
HAS
Jul 27, 2009
rose 31.7%
CCL
Jul 16, 2015
rose 3.0%
OKE
Dec 3, 2024
fell 8.0%

Context

When these happened

13 of 100 similar past patterns happened during the 2008–2009 financial crisis. That period had unusually large swings in both directions, which is why the cloud above stretches so wide.

How this was built+

We take AVGO's last 90 trading days of price changes and turn them into a normalized shape. Then for every stock in the universe (~6,100) and every 90-day window in their history going back to 2005, we measure how similar their pattern was to the current one.

Before keeping any match, we check whether the candidate stock actually moves with the query historically. If correlation is below 0.3, we drop it. We only learn from genuinely correlated cousins.

The top 100 closest matches power everything above. For each, we look at what happened over the next 90 days, the worst point inside that window, and which of five archetype shapes it belonged to.

Guardrails: $50M median daily dollar volume, no future leak, self-matches excluded in the last year.

For educational and research purposes only. The numbers above describe what happened historically when stocks traded in patterns similar to this one. They are not a prediction of what will happen next. Past performance does not indicate future results.