A seed-stage venture firm investing in open networks. twitter photo / background: @artbydouglxss

LA / NYC
Joined April 2020
Collab+Currency retweeted
roughly two years ago @artonblockchain shared an idea with me for an onchain generative artwork it was titled: LIFT (a self portrait) the collection was deployed on @ethereum in august 2025 powered by @artblocks_io contracts LIFT (a self portrait) consisted of 1,000 procedurally generated, fully onchain artworks and video games, each playable through a Game Boy Advance emulator or physical cartridge at the center of each game was a character called 'pixel man' a procedurally generated self-portrait of snowfro who was asked to lift a heavy boulder with the assistance of his onchain friends, while overcoming obstacles and opposing forces over 300+ artists and friends of @artonblockchain were invited to create onchain pixel supporters for the project, which populate across all the 1,000 unique artworks importantly the network snowfro built around LIFT (a self portrait) was always meant to be a starting point the beginning snowfro had a much larger network he wanted to build designed around the second chapter of his LIFT universe tonight in marfa TX our team at @glitchmarfa is honored to present snowfro's second chapter in partnership with @LACMA and sponsored by @Fountainxyz the new collection is called LIFT (together) LIFT (together) is an interactive artwork and system designed by Snowfro combining a physical pedestal, offchain software, the @ethereum blockchain, and a global competition the system invites anyone to walk up to the pedestal design their very own pixel supporter engage in a game of speed and help lift snowfro’s rock upon completion the system generates a 1/1/x onchain exhibition poster on @ethereum each onchain poster is also unique artwork, incorporating your designed pixel character, procedurally generated assets, and elements using @ethereum entropy a small number of artworks in the collection may also find *rare* and *very rare* artwork attributes each exhibition poster is also a record of location, printed on each artwork over the next decade the LIFT (together) pedestal will travel across the world allowing collectors across different geographies and institutions to join snowfro’s onchain network and tonight, the journey begins in marfa, TX join us at @glitchmarfa ❤️ gm
20
15
4
96
8,851
Collab+Currency retweeted
actual computer turns your local computers into a department- scale AI factory @actualinc
Replying to @actualinc
Today most teams rent their agent swarms from hosted models and pay for every token. At list prices, 32 Luna subagents running around the clock cost $4,686 a month. With Actual, the swarm runs on Nemotron from your DGX Station instead.
8
8
54
2,612
Collab+Currency retweeted
a few notes on local AI and our computers that run it around fifteen months ago, i led the pre-seed round for a weird local AI project it was called @actualinc led by @Tom_A_Lynch for the first time in the AI movement open models are now good enough for a large and growing set of workflows, especially where latency, privacy, bandwidth, and token cost are critical hermes agent from @nousresearch and ‘lab’ by @primeintellect have broken this idea wide open with killer products today, built on open rails we are no longer forced to assume that every useful task must route through one of a few centralized frontier APIs and so tom and the squad at @actualinc have painstakingly created a new type of proprietary inference engine for all types of computers maybe you are an owner of one of the tens of millions Apple macs or an owner of one of the millions of RTX-class machines or maybe you run a small team or company and you are starting to realize what many others across the world, have started to realize which is that sometimes centralized AI systems bring their own set of unique problems especially as our workflows move into an always-on, agentic era which might sometimes come with: - exorbitant costs - no privacy - lack of control but a problem remains running local AI is still too hard firing up one model on one machine is difficult enough but running models across different machines means navigating drivers, networking, model sizing, memory limits, API setups stitching together hardware is messy across Mac, Windows, Linux, NVIDIA, Apple, AMD heterogenous systems were never meant to work seamlessly together like this today, you'll find that most of the local inference software available is built around single users, for a single machine use case running inference capacity in bulk, across many users, and many kinds of computers that is a different animal altogether tools like llama.cpp made local models accessible, but they are not designed to coordinate tens of thousands of heterogeneous machines under a live supply network vLLM-style batching can be economical, but vLLM is limited in the machines it can run on the local AI movement requires a simple product experience, for a tough engineering problem that is the problem @Tom_A_Lynch pitched me fifteen months ago and the problem @actualinc has been engineered to solve now with the help of his cracked and growing team @skooookum, @somewheresy, @jack15032, and the rest of the crew starting with their first product go to actual.computer in under one minute, install the @actualinc client, authorize your machine, load a model, and @actualinc turns your personal device into a private inference endpoint in less than twenty seconds, add a second, or third, or fourth machine of any type and it will start behaving like a small private cluster from a technical POV actual runs as a lightweight daemon on each machine and turns local hardware into a routable inference endpoint each node reports its available memory, accelerator type, model state, and health back into the cluster, while the user interacts with a single API surface instead of managing ports, drivers, or SSH sessions a relay layer lets requests reach machines without forcing users to configure networking or expose their devices directly and as a result computer owners of all kinds of computers can get local inference clusters - when they want to control costs - when they want to control privacy - when they want to build on top of a neutral stack eventually, over time computer owners running these local clusters should be able to seamlessly contribute their unused capacity back to the @actualinc network for a market to price and for someone else to purchase you can think of @actualinc as building the engine and control plane for datacenter style throughput in homes, in offices, in small to medium sized businesses, and in very big sized businesses because there are hundreds of gigawatts already on the grid right now, that are waiting on desks, in storage closets to become actual computers
27
24
2
132
234,905
Collab+Currency retweeted
since 2020, one of my north stars is that the best and most robust networks will be built around: - openness - credible neutrality - user sovereignty by many metrics, @nousresearch hermes agent is now the most widely used open source AI agent in the world and notably the value of hermes agent is not just that it is growing incredibly fast it is that it is growing incredibly fast in the right ways devs are cloning it contributors are improving it model providers can route any/all intelligence through it and more recently enterprises now feel safe to build on top of it in a world where synthetic intelligence is one of the most important inputs into labor, software, hardware, creativity, decision making it is more important than ever that our infrastructure of the future should not be a black box gatekept by a few to create distribution, pricing, or performance advantages at the expense of the rest of us it should be open, auditable, extensible and it should be controlled and operated by the people and organizations that use it proud friend and long time investor of this mission driven crew at @collab_currency keep up the people's work @dillonrolnick @karan4d @Teknium @theemozilla @SHL0MS @yeahfortommy @gradyacc and the rest of the killer squad at @NousResearch ♥️
14
10
1
89
4,971
Collab+Currency retweeted
Actual Computer is pleased to announce its first source available-software, toks. Actual's toks is the best tokenizer on earth and the first tokenizer designed for the quadrillion-token era. actual.inc/company/blog/intr…
29
62
27
649
488,849
Collab+Currency retweeted
.@derekedws and @Collab_Currency embody the spirit of ride-or-die. Never ever doubted, not even for a second, that they were working for our best interests.
gmoney on why one sharp investor beats a pile of angels — shoutout @Collab_Currency and @derekedws “there is no replacement for a good investor on the cap table” “I'd rather have a large investor that understands the game” “big shout out to Collab Currency and Derek Edwards… they led the 9DCC round”
2
2
14
947
Collab+Currency retweeted
Every Art Blocks 500 piece can be rebuilt from Ethereum with one contract call. Artist code, token seed, libraries, all pulled from chain and assembled into the finished artwork. AB doesn't have to be around for it to work. Two things are off chain: thumbnails, the preview images some sites show. Traits, which come from running the onchain code with the onchain seed, so anyone can recompute them. As long as Ethereum exists, the art still renders. docs.artblocks.io/protocol/o…
12
23
5
159
16,784
Collab+Currency retweeted
(1/2) @artblocks_io Weekend 2026 is upon us. This year, Fountain will partner with Glitch Marfa to host our first two public events: First, we’re thrilled to support LIFT (together) – Part II: FAILURE MODE by @ArtOnBlockchain, presented in partnership with @glitchmarfa × @LACMA Saturday, October 22 // 6 – 9 PM
1
5
3
35
2,950
Collab+Currency retweeted
thank you g, appreciate you a few random notes about this topic from my time running @collab_currency in general i remain a big believer that we should be using the internet and blockchains to open up better access to ideas, projects, and opportunities at the very earliest stages stuff like fair launches, PoW, and cap formation tools all of this extends from the same design principle of more equitable ownership formation which i am very much inspired by and oriented toward all that said teams at the earliest stages still need a combo of tools in the toolkit for a higher probability of success the three i usually point to are: - capital - connectivity - counsel capital gives founders room to hire, experiment, build connectivity is the invisible and visible networks that help founders better find users, first hires, customers, collaborators counsel is the experience from others around the project that can help founders work through hard decisions with people who’ve seen similar challenges before so all this to say at the very earliest stages, crypto/blockchains have started to become an amazing tool at pooling capital together for founders and projects but i have found that it has had a harder time with the other two (connectivity, counsel) which is the stuff after the capital arrives i am talking my book a bit but i'm also pretty optimistic that these two don't necessarily have to come from a pre-seed/seed stage investor in the future over time i’d love to see those parts of the venture model unbundled until then, i think i think there's a tremendous amount of value to be created showing up for founders at the earliest stages helping them navigate their project to higher ground standing behind them as they do the tough stuff
100% working with @derekedws and the rest of the team at collab was great
5
4
48
3,251
Collab+Currency retweeted
100% working with @derekedws and the rest of the team at collab was great
gmoney on why one sharp investor beats a pile of angels — shoutout @Collab_Currency and @derekedws “there is no replacement for a good investor on the cap table” “I'd rather have a large investor that understands the game” “big shout out to Collab Currency and Derek Edwards… they led the 9DCC round”
8
3
1
35
9,896
Collab+Currency retweeted
1/ gm Marfa. Introducing the @glitchmarfa track for @artblocks_io Weekend 2026.
7
24
7
107
7,872
Collab+Currency retweeted
I get to chop it up with two of the most iconic squiggle holders on Wednesday at 5PM PST... I made it 🔥 (pictured below: derek's squig aka the most aesthetic hyperpipe in the entire collection)
How well have the concepts of "no external dependencies”, “networked art”, “stores of value" aged in 2026? @benroy and @akasteveyyy chat with @derekedws to talk about how his theses on cryptoart have evolved. Join us on Wednesday, September 30 at 5PM PST/8PM EST xitter.cf/i/spaces/1RJjpbXrQwoKw

4
7
57
2,122
Collab+Currency retweeted
honored and stoked to circle back on this topic a little over three and a half years ago, i wrote an essay that helped define attention networks for internet art, the role of external dependencies on terminal value creation, and how to think about digital objects as SoVs xitter.cf/derekedws/status/16225… still have many folks bump me about these topics to this day, grateful the concepts took off and still deeply resonate with folks in the crypto art space ♥️ will revisit some of these ideas with @benroy and @akasteveyyy for the crew @Fountainxyz later this week
How well have the concepts of "no external dependencies”, “networked art”, “stores of value" aged in 2026? @benroy and @akasteveyyy chat with @derekedws to talk about how his theses on cryptoart have evolved. Join us on Wednesday, September 30 at 5PM PST/8PM EST xitter.cf/i/spaces/1RJjpbXrQwoKw

11
7
68
3,962
Collab+Currency retweeted
Introducing Recipes, because a good workflow is worth repeating. Recipes let you save any workflow and use it again whenever you need it. Browse the gallery for recipes made by the community, or make your own. Check out some of our favorite recipes below ↓
18
23
4
140
779,546
Collab+Currency retweeted
Still a banger after all this time.
1/ As humans develop new technologies and economic systems, the objects we use to store value will evolve to match new realities. My new piece for @collab_currency. medium.com/@derekedws/a92f54…
3
2
20
781
Collab+Currency retweeted
We are proud to announce our $18.5M Series Seed raise We're just getting started building the financial OS for business everywhere. Led by @thirdprimevc, @NorthIslandVC, @thehousefund, @Collab_Currency with @paraficapital, @PharsalusCap, @DCGco, 1982 Ventures and @OnigiriVC joining as new investors.
8
5
2
59
6,030
Collab+Currency retweeted
Meet Share, the trading app for Hyperliquid HIP-4. Trade across @HyperliquidX + @Polymarket, get the best price, and save up to 100× on Polymarket fees. 0% Share fees. Earn points and compete for $1M in @Outcomexyz rewards.
92
63
39
560
149,879
Collab+Currency retweeted
Hermes Agent is open for business. Nous Portal now lets you invite colleagues to a Hermes Business account: your team gets agents across channels while sharing one central balance with per-member caps and shared skills that compound into proprietary IP. Hermes Enterprise brings the same capabilities to on-prem or the cloud of your choice: a complete, self-improving, sovereign AI stack already trusted by some of the world's largest companies. Contact us to join them. portal.nousresearch.com/busi…
162
119
57
1,562
588,231
Collab+Currency retweeted
A few @raster_art keyboard shortcuts you most likely aren't aware of: • +/- : zoom in/out on whatever art grid page you're on (artist, collector, series) • tab ⇥ : reactivate local search (search within a certain page) • ← / → : to use our new navigation bar 👇
2
2
31
1,022
Collab+Currency retweeted
I wrote this recently, I hope y'all like it and it helps illustrate to more of you what we're doing here at actual.
Actual's team thinks about inference every day and lately we've been thinking that Need is too great to fit inside of just a few buildings Energy infrastructure is not fit for centralizing power Bringing us to the long tail of neoclouds actual.inc/company/blog/the-…
4
8
67
6,115