People-driven web3 investing.

Joined August 2022
34 Photos and videos
Symbolic Capital retweeted
TAC has raised $11.5M to bring DeFi to Telegram’s 1B users 🫰✨ • New $5M strategic round led by @hack_vc • 20 dApps ready for Public Mainnet including @CurveFinance @MorphoLabs @eulerfinance • $700M in TVL committed via @turtleclubhouse DeFi meets distribution. Join the movement 👇
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Congratulations to the @PrismaXai team! Proud to be an early supporter in building decentralized robotic solutions! 🤖
16 Jun 2025
PrismaX is proud to announce our $11M raise, backed by incredible partners including @a16zcrypto CSX, @VoltCapital , and @theBBFund, @StanfordSBA , and @virtuals_io blog.prismax.ai/a16z-csx-bac…
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Symbolic Capital is thrilled to be backing @avantisfi in their Series A co-led by @PanteraCapital and @foundersfund as they look to build DeFi's universal leverage layer on @base. Read more about their platform below👇
3 Jun 2025
We’re excited to announce our $8M Series A, co-led by @PanteraCapital, @foundersfund. This raise accelerates our vision to build DeFi’s universal leverage layer — for everything. Gold, FX, Oil, Equities, Crypto, Sports and more: 24/7, fully onchain, and accessible to anyone.
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Another major milestone achieved - @FractionAI_xyz's public mainnet is now live on base! 🔥
The day has finally arrived. Fraction AI 's public mainnet is now live on @base, following over 30 million sessions on our testnet. The early results for the exclusive launch speak for themselves: • $210K in rewards distributed • 270K sessions on mainnet • Nearly 100K AI agents created Starting today, anyone, anywhere in the world can join the most exciting AI training platform on the planet. Build agents that learn. Earn. And evolve. fractionai.xyz/dapp
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Huge congratulations to @FractionAI_xyz for the launch of their mainnet today!
Imagine if your way of thinking - your edge, your taste, your strategy - could be turned into a high-performance worker. Not a copy of you. Something better. An agent that acts on your judgment at scale, powered by superintelligent systems and refined through real-world results. That’s what Fraction AI makes possible. It launches today on Base mainnet. The core idea is simple: You create AI agents based on your own way of approaching problems. These agents compete on live tasks - writing, coding, finance, whatever - get feedback, learn from their performance, and improve over time. The better they get, the more they win. And so do you. No code required. Just your insight. Why now? Until now, building agents like this took huge teams and even bigger budgets. But with Fraction, anyone can do it. You can test ideas instantly. You can iterate fast. You can build a fleet of smart workers that evolve through competition. And it works. 30M sessions on testnet 320K users 1.2M agents already competing How it works? Agents join sessions within a Space - a domain like finance, writing, or games. Each session runs as a series of competitive rounds. In every round, agents try to generate the best solution to a task. Their outputs are scored by a decentralized network of AI judges trained to evaluate quality for that domain. The top agents in each round earn rewards from the pooled entry fees. The losers get to learn. Feedback from each round helps them adjust and improve, and every session becomes a training loop. What it means? Fraction is a decentralized intelligence economy - a system where your ideas become agents, and agents earn by proving they work. You don’t need credentials or code. Just a clear point of view. If your thinking holds up under pressure, your agents will rise. This kind of AI used to live in corporate labs, built by PhDs with massive compute. Now anyone with a smart idea and an internet connection can build agents that compete, learn, and earn on their behalf. app.galxe.com/quest/Fraction…
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Symbolic is extremely proud to be backing @0xMiden in their $25m Seed raise. Client-side proving for horizontally scalable blockchains is poised to be a major unlock for global-scale blockchains. No team is better equipped to build this than @bobbinth, @schmiddominik1 and @azeemk, who have decades of combined experience building at the frontier of ZK and blockchain. Congrats to the team on this raise and we're excited to see what comes next.
29 Apr 2025
Introducing Miden, the Edge Blockchain. Today, we announce our $25 million seed fundraise and spinout from @0xPolygon.
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Symbolic Capital retweeted
Take adult content, one of the internet’s most powerful dynamics, and turn it into something playable 𖠂 The first member of the Blended Builders Club: @PumpPals Fantasy football, but for the NSFW creator economy
28 Apr 2025
Last year, OnlyFans paid out $6.6B to creators. How much did you make? Too ugly? Not born a hot girl? No worries. Now, it's your turn to profit from the simp economy. Introducing Pump Pals, the first NSFW fantasy game.
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Symbolic Capital retweeted
14 Apr 2025

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Symbolic Capital retweeted
1 Apr 2025
1/ "There are decades where nothing happens; and there are weeks where decades happen." At present, nowhere does this quote feel more apt than in the field of AI. And with the recent flurry of activity around new methods of developing reasoning models, we're walking into a new renaissance of sorts: the RL Renaissance. This thread dives into the newly forming RL paradigm for model improvement, and explores how decentralization might be leveraged to further it đź§µ
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Symbolic Capital retweeted
2 Apr 2025
Excited to "open-source" my conversation with some of my favorite people in DeAI! Recorded as part of the @0xmitharvard accelerator, we go deep into all things decentralized training, data, open v closed-source, and even some fun stuff on brain wavesđź§ 
MITxH Speaker Series Ep 1: Decentralized AI Panel with @alexanderlong, @annakaz, & @caseykcaruso | hosted by @SPLehman (0:00) Intros (5:34) What's Working in DeAI, What's Not Working (8:31) Capital Intensity & Open v Closed Model Development (12:23) Will Frontier Labs Continue to Open-Source? (17:14) Quality v Quantity, Are We Running out of Data? (32:49) Are Decentralized Models Pushing the Frontier or Copying Others? (34:42) Brain Data as a New Frontier for AI/ML (42:05) Data v Models as a Moat (45:49) IP Rights in Model Development (48:13) Privacy Techniques in Training (52:20) Invasive v Non-Invasive Approaches for Understanding the Brain (54:06) Private Weights, Private Data in Decentralized Training
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Reinforcement learning presents as one of the sectors within AI/ML best poised to benefit from decentralization. Read @SPLehman's latest research on the topic below👇
1 Apr 2025
1/ "There are decades where nothing happens; and there are weeks where decades happen." At present, nowhere does this quote feel more apt than in the field of AI. And with the recent flurry of activity around new methods of developing reasoning models, we're walking into a new renaissance of sorts: the RL Renaissance. This thread dives into the newly forming RL paradigm for model improvement, and explores how decentralization might be leveraged to further it đź§µ
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We're thrilled to be supporting @warlock_xyz in this latest funding round led by @polychaincap. Warlock is building systems for ethical MEV recapture across the EVM landscape, helping protocols focus on revenue generation & sustainable biz models. Read more about their vision👇
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Symbolic Capital retweeted
20 Mar 2025
2.5M users. 2B tokens processed daily. The Great Awakening is here ✦
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Congratulations to @skate_chain on the release of Skate AMM! One AMM to unify liquidity across Solana, TON, Sui, Base, and more🔥
5 Mar 2025
Introducing Skate AMM The first AMM to operate across multiple VM environments including @solana, @ethereum, @SuiNetwork, @ton_blockchain, @movementlabsxyz, @EclipseFND and more, while maintaining one unified pricing curve. Powered by Skate's cross-VM architecture.
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Symbolic Capital retweeted
Fastlane Labs is excited to share we've raised $6M led by @figmentcapital and @dba_xyz to build the first-ever Holistic Liquid Staking Token, exclusively on Monad. We're building towards long-term, positive-sum MEV on Monad; where users, dApps, and stakers all stand to benefit.
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Symbolic Capital retweeted
26 Feb 2025
🧵 Everyone's been asking: "Can we keep BOTH the model AND data private in zero-knowledge ml?" Since we kicked off EZKL, the answer was a frustrating NO. With ZK-SNARKs, someone always needed to see both. Today, we're changing that with Collaborative SNARKs for EZKL🤝
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Symbolic is thrilled to have co-led @primus_labs' latest funding round alongside @DispersionVC & @vaneck_us. Read below to see why we're so excited about their approach to building critical infra for decentralized AI👇
🎉 Primus has successfully raised $6.5M in our Pre-seed Seed round! This round was led by @DispersionVC, @symbolicvc and @vaneck_us, and backed by @SamsungNext, @Alchemy, @MaelstromFund, @welaraworld, @theBBFund, @Modular_Capital, @Karatage_, @InitialVentures, @Mozaik_Capital, @ArweaveSCP, with the long-term support from Legend Star, @ambergroup_io, @snzholding, and @HashGlobal. Besides the above, we would also like to thank our incredible angels. Onward and upward! 🚀
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🔗Investing in Primus: symbolic.capital/writing/pri…

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Symbolic is incredibly proud to be supporting @fluentxyz in their $8m fundraise. With this round, we can't wait to see @blendino @dmitry123 continue to execute on their mission of bringing greater expressivity for blockchain developers.
19 Feb 2025
Fluent Labs has raised $8M, led by @polychain, to build the first blended execution network.
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Symbolic Capital retweeted
18 Feb 2025
Easy to get nihilistic about the benefits of web3 right now, but have you considered that in just the past month: @JeffDean and @NoamShazeer talked about the benefits of distributed training and decentralizing MoE models on a major web2 podcast @dwarkesh_sp x.com/Ar_Douillard/status/18… @karpathy advocated for RL environments created by the open-source community x.com/karpathy/status/188467… @ylecun articulated the need for distributed fine-tuning networks x.com/ylecun/status/18846923… @Ar_Douillard published Streaming DiLoCo, a major improvement on DiLoCo (leading distributed training technique) x.com/Ar_Douillard/status/18… @PrimeIntellect and @NousResearch both launched decentralized training protocols in the wild x.com/PrimeIntellect/status/… x.com/NousResearch/status/18… Focus on the committed builders and core value prop of the tech, and it's easy to get optimistic again. There is so much cool shit happening.

Recent AI breakthroughs challenge the status quo narrative that only closed, mega labs have the ability to push the frontier of superintelligence. Today we announce Nous Psyche built on @Solana - a cooperative training network for generative AI. Psyche coordinates heterogeneous hardware to join a run and train open-source models. We retell the myth of Psyche — a mortal’s quest for retribution against divine odds:
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