Derek Edws ✓

@derekedws · joined 03 Jul 2012

managing partner @collab_currency / co-founder @glitchmarfa

18 610Followers

2 322Following

16 716Posts total

404.2KViews on collected posts

Against accounts of the same size

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

Median views6 527this account1 266median for 10K–100K

Reach, %35.07%this account3.99%median for 10K–100K

Engagement, %1.27%this account1.98%median for 10K–100K

Metric	This account	Median for 10K–100K	Ratio
Median views per post	6 527	1 266	5.16×
Reach (views ÷ followers)	35.07%	3.99%	8.79×
Engagement rate	1.27%	1.98%	0.64×

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

7.6K6 Jan

2.8K

2.3K

2.2K

2.4K

2K

656

4.9K16 Jul

8.3K

57.4K21 Aug

6.5K

54.1K3 Sep

5.6K

3.8K

Last 14 collected posts, oldest on the left. The scale is logarithmic: one post can outrun the rest a hundred times over.

Engagement rate per post

0.88%6 Jan

1.64%

2.02%

1.88%

2.42%

2.61%

2.29%

1.12%16 Jul

1.48%

0.56%21 Aug

1.42%

0.22%3 Sep

1.27%

1.40%

Reactions — likes, reposts, replies and quotes — divided by views. Median for 10K–100K accounts is 1.98%.

What the audience does

Likes65.8%2 274 in total

Reposts6.5%225 in total

Replies5.9%204 in total

Quotes2.2%75 in total

Bookmarks19.6%679 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 world cannot bring power and GPUs online fast enough high end inference hardware is getting pushed closer to the customer stitch the computers together and build the next generation of data centers from home or the office the spice must flow @actualinc feat https://t.c 3.8K views · 43 likes · 5 reposts · 5 replies 03 Sep 2026 v cool the local AI stack is really coming together you should care for many reasons, i think this will only become more important for workloads that fit on your machine, local inference is (often) faster, cheaper, more private, and more predictable than sending every request 5.6K views · 50 likes · 12 reposts · 8 replies 03 Sep 2026 GPT-6 ASTRA | NVIDIA X HUGGING FACE | BERNIE ASI BAN https://t.co/xzroeRj2yJ 54.1K views · 90 likes · 11 reposts · 9 replies 03 Sep 2026 v excited for @roborobots to come out of stealth a new robotics company based in los angeles have known @gpudad and @kylenoble a long time they are high integrity, big hearted, brilliant dudes who just seem to be wired up to solve difficult engineering problems historically 6.5K views · 71 likes · 11 reposts · 11 replies 21 Aug 2026 Today we're announcing Robo. We build affordable, useful robots that anyone can deploy (get yours below) Our first robot is a wheeled humanoid now deploying in logistics, manufacturing & healthcare. Robots will be everywhere. But first, they have to be affordable and usefu 57.4K views · 245 likes · 33 reposts · 29 replies 21 Aug 2026 dying is not enough haven't totally gathered my thoughts together here and will share more at some point down the road but insanely grateful to see everyone engaging with @toadswiback's insane collection over the last week crypto art is different nothing like it on planet ht 8.3K views · 108 likes · 5 reposts · 9 replies 16 Jul 2026 the auction is over, but the fun can continue can i interest you in some meat with a side of BTS https://t.co/ZVG2N2oqPM 4.9K views · 47 likes · 2 reposts · 5 replies 16 Jul 2026 @derekedws @Collab_Currency this is an animal of a fucking article. https://t.co/jW0JJuODeo 656 views · 13 likes · 0 reposts · 2 replies 06 Jan 2025 19/ Full essay on Medium, linked below. https://t.co/olJNOcrcEx 2K views · 50 likes · 0 reposts · 2 replies 06 Jan 2025 18/ Grateful to those who contributed ideas, conversation, or review during the construction of this piece -- including @magey_mage, @fredwilson, @templecrash, @0xfoobar, @jackbutcher, @benroy__, @davidlsneider, @gmoneyNFT, @punk9059, contributors at @NousResearch, and the 2.4K views · 55 likes · 0 reposts · 3 replies 06 Jan 2025 17/ By availing America’s AI efforts to crypto and blockchains, we can reinforce our country’s legacy values of openness, competition, and individual prosperity. AI, Crypto, and America. Three of the world’s most important experiments — operating together. https://t.co/MJzbmBwm 2.2K views · 40 likes · 1 reposts · 1 replies 06 Jan 2025 16/ In short, AI agents will help mediate crypto’s longstanding technological frictions. Millions of new developers, artists, gamers, and users — across every consumer segment — will onboard this way. No category will be spared. https://t.co/KVw25GNjVg 2.3K views · 46 likes · 0 reposts · 1 replies 06 Jan 2025 14/ Over the next 12 months, agents will transform blockchain’s complex structure into seamless, natural language interactions that will: - increase protocol accessibility - safeguard users from mistake - help devs deploy safer crypto code - dramatically lower app churn https:// 2.8K views · 43 likes · 1 reposts · 1 replies 06 Jan 2025 15/ Further, key management networks like @LitProtocol will allow agents to roam over blockchains even when humans are not at the computer. Universal namespace networks like @clustersxyz will connect every agent’s actions – across every blockchain – under one identity. https:// 7.6K views · 61 likes · 3 reposts · 2 replies 06 Jan 2025 13/ Last year I met with @templecrash, who is building an AI agent protocol for navigating blockchains. Using his phone, we deployed a (1) custom front end and (2) custom token contract in under five minutes using @AIWayfinder. https://t.co/xBz9fdRdGy 4K views · 73 likes · 9 reposts · 1 replies 06 Jan 2025 11/ With crypto, entire markets can form around *any* job in the AI infrastructure stack – leading to granular competition across all categories of AI design. Categories across data, compute, training, and deployment can all compete and accrue value in isolation of one another. 3.8K views · 40 likes · 1 reposts · 1 replies 06 Jan 2025 12/ Ultimately, it’s not just AI infrastructure that aims to benefit from crypto rails. Today, crypto is valued at roughly $3.6T. I believe AI agents are on track to completely reorganize the current trajectory of global crypto adoption -- across every application vertical. htt 2.9K views · 43 likes · 1 reposts · 1 replies 06 Jan 2025 10/ In part, I believe this can lead to systems with better performance, greater transparency, and more equitable ownership across millions of American participants — across the AI infra stack. Early work by @NousResearch, @PrimeIntellect, and Bittensor is instructive here. http 4.1K views · 44 likes · 1 reposts · 2 replies 06 Jan 2025 9/ Meanwhile, crypto enjoys five features that together can’t be replicated by other database architectures. By orienting America’s AI infra towards these five, we can temper centralized downsides, and renew the spirit of competition long a hallmark of American capital markets. 3K views · 48 likes · 0 reposts · 3 replies 06 Jan 2025 8/ In part, I believe one answer can be found at the intersection of AI x Crypto. While I am deeply proud of the work accomplished in America to build artificial intelligence under our traditional corporate forms, I believe there remain structural limitations. https://t.co/gxZx7 4K views · 45 likes · 2 reposts · 1 replies 06 Jan 2025 7/ As someone who believes America’s next generation should enjoy access to the same opportunities as the generations that came before: - How can America win the AI revolution on the merits? - How can individual Americans participate in the upside of tomorrow’s AI systems? http 3.5K views · 37 likes · 1 reposts · 1 replies 06 Jan 2025 5/ Over the next year, two trend lines will start to become obvious to the world: - The cost of all intellectual labor will trend down to the cost of running AI systems; - The cost of all physical labor will trend down to the cost of a robot’s mechanical parts. https://t.co/f 4.5K views · 54 likes · 3 reposts · 1 replies 06 Jan 2025 6/ The promise of this technology is becoming clear: Unbounded outcomes. Radically cheaper costs. Across every category of value. https://t.co/UfOvraCJTD 4.9K views · 46 likes · 3 reposts · 2 replies 06 Jan 2025 3/ Over the last three months, it’s become clear that AI products are rapidly improving across a growing number of modalities. - Text - Math - Audio - Video - Geometry - Coding https://t.co/OXGcG5odw0 4.3K views · 41 likes · 0 reposts · 1 replies 06 Jan 2025 4/ Meanwhile, new advancements in robotics are making machines increasingly capable of performing complex physical tasks. Intelligent, human-like hardware will: - Never get tired. - Never take weekends off. - Never go on strike. https://t.co/2NUvVtOZy2 3.7K views · 41 likes · 0 reposts · 1 replies 06 Jan 2025 2/ OpenAI’s ChatGPT is the fastest growing consumer application in history. The product enjoys 300M weekly users, with over 10M in monthly paying subscribers. https://t.co/Bw6EJ0F8UY 6.3K views · 49 likes · 0 reposts · 1 replies 06 Jan 2025 1/ AI, Crypto, and America. A new framework to match new realities. My essay for @collab_currency. https://t.co/olJNOcrcEx 194.6K views · 751 likes · 120 reposts · 100 replies 06 Jan 2025

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