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@QuantumTumbler · California, USA · joined 24 Jan 2012

Independent research across physics, AI, and complex systems.

38 507Followers

888Following

116 978Posts total

5KViews on collected posts

Against accounts of the same size

8 posts from the last 90 days, next to the 10K–100K follower range. reaches fewer people than peers of the same size.

Median views600this account1 756median for 10K–100K

Reach, %1.56%this account5.38%median for 10K–100K

Engagement, %1.77%this account1.75%median for 10K–100K

Metric	This account	Median for 10K–100K	Ratio
Median views per post	600	1 756	0.34×
Reach (views ÷ followers)	1.56%	5.38%	0.29×
Engagement rate	1.77%	1.75%	1.01×

Others in this range → Compare with another account → How these benchmarks are built →

Growth & engagement

How the posts we collected actually performed: views and reaction rate post by post, what the audience did with them, and where the follower count goes.

Views per post

2.2K27 Aug

7328 Aug

6375 Sep

677

564

833

Last 8 collected posts, oldest on the left. The scale is logarithmic: one post can outrun the rest a hundred times over.

Engagement rate per post

1.15%27 Aug

4.35%

2.74%28 Aug

11.76%

1.73%5 Sep

1.77%

0.24%

Reactions — likes, reposts, replies and quotes — divided by views. Median for 10K–100K accounts is 1.75%.

What the audience does

Likes68.9%51 in total

Reposts8.1%6 in total

Replies9.5%7 in total

Quotes2.7%2 in total

Bookmarks10.8%8 in total

Share of every reaction we collected for this account. Replies mean argument, reposts mean endorsement, bookmarks mean the post was worth keeping.

The follower curve appears once this account has two daily snapshots — we take one a day, and this one is on its first.

Latest posts

The interesting part isn’t the 1000x headline. It’s whether the physical substrate can keep its advantage once the whole inference stack is counted. Right now the bottleneck is still the FPGA. If that gets pulled into the same thermodynamic hardware without losing accuracy or 833 views · 2 likes · 0 reposts · 0 replies 05 Sep 2026 I’m starting early ☕️🎃 564 views · 6 likes · 3 reposts · 1 replies 05 Sep 2026 Once AI becomes part of the permanent national/industrial capability stack, the startup mythology matters a lot less than the institutions, hardware, talent pipelines, procurement, and physical systems underneath it. 677 views · 11 likes · 0 reposts · 1 replies 05 Sep 2026 Billions into data centers, power, chips, cooling, networking, inference stacks, all so the machine can sometimes produce a beautifully formatted wrong answer with fake confidence. 637 views · 9 likes · 2 reposts · 0 replies 05 Sep 2026 @QuantumTumbler 👏 Like with many, It 'd never crossed my mind this question until I was required to pass a driving test on a manual car last month. Personally I love the feeling of having more control over the machine, but mastering half clutch and making full stop without the b 17 views · 2 likes · 0 reposts · 0 replies 28 Aug 2026 @QuantumTumbler Just sent me down a whole side note lol I’ve been wondering about self driving vehicles as a way for someone who is unable to get a license, to have the same independence as a licensed driver… But they still can’t be a driver, they can only be a passenger…. It s 73 views · 1 likes · 0 reposts · 1 replies 28 Aug 2026 @QuantumTumbler My first car that I bought was a standard Subaru .. I drove it off the lot bouncing like a bronkin horse 😂 I bet my mom was scared .. I know I would have been 😝 46 views · 1 likes · 0 reposts · 1 replies 27 Aug 2026 What Does a Driver’s License Mean When the Car Drives? https://t.co/ERJbxWbH18 2.2K views · 19 likes · 1 reposts · 3 replies 27 Aug 2026