Patrick C Toulme ✓

@PatrickToulme · New York, NY · joined 27 Dec 2025

gemini & TPUs @google. Formerly worked on Meta MTIA and AWS Trainium. Opinions are my own. All blogs shared are personal work.

13 176Followers

383Following

808Posts total

1.2MViews on collected posts

Against accounts of the same size

6 posts from the last 90 days, next to the 10K–100K follower range. shown widely, but few of those viewers react.

Median views36 678this account2 896median for 10K–100K

Reach, %278.37%this account9.51%median for 10K–100K

Engagement, %0.67%this account1.56%median for 10K–100K

Metric	This account	Median for 10K–100K	Ratio
Median views per post	36 678	2 896	12.7×
Reach (views ÷ followers)	2.8× audience	9.51%	29.3×
Engagement rate	0.67%	1.56%	0.43×

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

930K28 Aug

4.3K29 Aug

3.5K

19.4K1 Sep

53.9K2 Sep

210.2K

Last 6 collected posts, oldest on the left. The scale is logarithmic: one post can outrun the rest a hundred times over.

Engagement rate per post

0.23%28 Aug

0.51%29 Aug

1.27%

0.84%1 Sep

0.53%2 Sep

0.81%

Reactions — likes, reposts, replies and quotes — divided by views. Median for 10K–100K accounts is 1.56%.

What the audience does

Likes76.8%3 802 in total

Reposts4.7%231 in total

Replies3.4%167 in total

Quotes2.4%117 in total

Bookmarks12.8%636 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

$META I predict will imminently shutoff Anthropic and OpenAI model access for employees. This may very well affect the Anthropic and OpenAI IPOs. Watermelon will be Fable class. This is 100% proof that Meta's experiment of having employees generate tens of thousands of RL envs 210.2K views · 1.6K likes · 62 reposts · 40 replies 02 Sep 2026 Meta could shutoff Claude access for employees, and you would see Anthropic revenue tank. Meta might very well do this to mess up the IPO, especially if watermelon is Fable quality. 53.9K views · 251 likes · 11 reposts · 15 replies 02 Sep 2026 The more I think about $NVDA situation the more I believe RSI is crucial for their future. CUDA is rapidly becoming irrelevant in frontier AI work. My thesis: CUDA is a software moat guarding Nvidia silicon. CUDA was a significant moat when humans wrote all kernels and software 19.4K views · 138 likes · 6 reposts · 15 replies 01 Sep 2026 OpenAI shutting off GPT access to @cursor_ai and @SpaceXAI is 100% because they see xAI and Grok as a legitimate competitor. This is actually a very big compliment to Grok. In my view - Grok has fully matched Opus in capability and xAI will imminently have a Fable quality 3.5K views · 38 likes · 2 reposts · 4 replies 29 Aug 2026 This is Jevon’s Paradox in action. Cost per token will go close to zero 4.3K views · 16 likes · 1 reposts · 5 replies 29 Aug 2026 What happened when GPT 5.6 Terra and Luna were heavily discounted on OpenRouter? Token usage exploded by 13.8x Jevons Paradox = as technology makes the use of a resource more efficient, total consumption of that resource increases rather than decreases 🧵 https://t.co/5rPiufYhGz 930K views · 1.8K likes · 149 reposts · 88 replies 28 Aug 2026