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
Latest posts
Looking for new 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
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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
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GPT-6 ASTRA | NVIDIA X HUGGING FACE | BERNIE ASI BAN https://t.co/xzroeRj2yJ
54.1K views · 90 likes
· 11 reposts · 9 replies
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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
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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 useful. h
57.4K views · 245 likes
· 33 reposts · 29 replies
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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
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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
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@derekedws @Collab_Currency this is an animal of a fucking article. https://t.co/jW0JJuODeo
656 views · 13 likes
· 0 reposts · 2 replies
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19/ Full essay on Medium, linked below.
https://t.co/olJNOcrcEx
2K views · 50 likes
· 0 reposts · 2 replies
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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Against accounts of the same size
5 posts from the last 90 days, next to the 10K–100K follower range. shown to more people than peers of the same size.
Median views6 527this account924median for 10K–100K
Reach, %35.07%this account3.62%median for 10K–100K
Engagement, %1.27%this account1.52%median for 10K–100K
| Metric | This account | Median for 10K–100K | Ratio |
|---|---|---|---|
| Median views per post | 6 527 | 924 | 7.06× |
| Reach (views ÷ followers) | 35.07% | 3.62% | 9.69× |
| Engagement rate | 1.27% | 1.52% | 0.84× |
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 1.52%.
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.
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