UX guy. Bullish on AI Agents. And prediction markets

Ukraine
Joined March 2022
Your Claude has become a degen now! Don't miss the opportunity
Until now, catching a token early meant refreshing feeds, working out whether the attention is real, and finding the pool in time. Even watching constantly, plenty of moves only became obvious once they had passed. Getting from a signal to a trade fast takes three things. Reasoning, a wallet to transact from directly, and somewhere to get the insights from. From today, Pearl Connect brings these three pieces together on Robinhood Chain! - Your Claude agent supplies the reasoning. - Connect provides the wallet. - Sentiment comes from a specialized agent on the Olas Marketplace, priced per call with no API key needed. Get all the info here: 👇 olas.network/blog/connect-ro…
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You can enable your AI agents to work for you more!
Your agent, your pace: here's how it works in Pearl. Ask your Pearl agent for its daily activity target in the chat on its profile, then give it a new number. It's designed to keep working until it gets there. pearl.you
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Your agent, your pace: here's how it works in Pearl. Ask your Pearl agent for its daily activity target in the chat on its profile, then give it a new number. It's designed to keep working until it gets there. pearl.you
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Best marketing lead I know in crypto ✨
I hosted the largest side event at @token2049 in Singapore last year the event got 4,500+ registrations and a record-breaking attendance, with people lining up for 3 floors at the @ArtSciMuseum just to get in this year I got laid off, so here I am, not so subtly showing off what I can do xD I'm looking for Marketing/Events/Growth Lead roles at start-ups. I've: → built and hosted 10 @AgentsUnleashD events worldwide for @autonolas across 8 cities, with the event series collecting 12,000 registrations in <1 year → worked with speakers and partners from @CoinbaseDev , @NEARProtocol, @safe, @SentientAGI, @Gaianet_AI, @gnosischain, etc. → led marketing from 0→1 at two startups → generated 4.7M+ organic X impressions through my marketing campaigns if you are hiring a banger Marketing & Events lead or know someone who is, please DM me or comment👇🏻 o/w you can like share retweet repost and help make this post reach the right people. TYSM <3 portfolio ⤵
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Liminal Designer retweeted
It feels possible to me that these fine-tuned models could begin to drive agentic demand through on-chain marketplaces. Right now there's little benefit to agents making requests of each other, because there's little specialisation. But a proliferation of specialised models could change that. cf @autonolas recent fine-tuned model for participating in prediction markets.
We were able to fine tune an open weight model (Qwen3.5-9B) on proprietary internal data at @coinbase, and it out performed frontier models, at much lower cost and speed, for a specialized task (fraud prevention in this case). I think we'll see more of this pattern inside companies. The frontier models are amazing generalists. But increasingly you'll see specialist models out perform on more narrow tasks, either working on teams, or by themselves. We're making it easy to fine tune models internally for our employees. We even have a skill for it in our internal harness that makes it easy to spin these up and start training them: "/fine-tune-and-serve-llm I want to fine-tune Qwen for payments risk review. help me get started" I imagine we'll have some backend services that could be replaced entirely by this new architecture.
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More freedom and control for our agents, thanks!
Your agent, your pace: Pearl agents can now produce more activity. Set a daily activity target from the chat on your agent’s profile, and your agent is designed to keep working until it reaches it. Pearl Connect, which has no staking contract, gets a daily target too, so it can now run alongside your other agents in Auto-run. More Pearl agent activity 🤝 More Olas agent activity overall. Read more: olas.network/blog/pace
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Smart on-chain A2A payment solution for @autonolas agents. Recommend reading the blog 🗒️
Pearl agents just moved their spending home 🏠 - Before, price data and LLM calls used to go to outside services via x402. - Now, Mechs on the Olas Marketplace serve them on-chain, and requests pay a protocol fee to Olas. Same user experience. More demand on the Olas Marketplace. Find out more: olas.network/blog/pearl-mech
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Liminal Designer retweeted
I don't recommend anyone scramble to move their funds to new wallets today. But we should take the risks to cryptography from AI-accelerated math seriously, and minimize our exposure to not just quantum-vulnerable cryptography, but also potentially AI-vulnerable cryptography. The core new area of risk from this viewpoint is, unfortunately, ML-DSA / FHE / lattices. (and it's also another reason, along with quantum, why ECDSA might fall even faster than expected, hence the "fresh address" recommendation) So far most people have been in the mode of thinking "elliptic curves broken, hashes safe, lattices safe". But there is a good chance that the concrete security of lattices will take serious hits from the next two years of AI math. The basic threat model is: factoring is something that naively takes 2^(n/2) time, but over decades smart people have found and optimized number field sieves, and degraded that to 2^O(n^(1/3)), which is why RSA keys and signatures need to be ~400 bytes (and not 64 bytes). What if there are skeletons in the closet like that, both for elliptic curves and lattices, that we are simply not smart enough to discover - but bots soon will be? This is a major part of the reason why for the past year ethereum's lean roadmap has been going in the "hash-only" direction: no lattices, no ML-DSA, no Falcon, no lattice-based commitments inside ZK proofs, etc. Signatures in lean ethereum are all hash-based, either WOTS or SPHINCS-. For signatures and proofs, we already know how to go hash-only. The bigger challenge is for *public-key encryption* - and this goes far beyond blockchains. Secure communication, anonymizing protocols, lots of things need public-key encryption. And unfortunately there are long-standing mathematical theorems showing why public-key encryption cannot be done with hashes alone. You have to have some kind of trapdoor object that has at least one form of usable "structure" - either group theory (incl. isogenies) or lattices or code-based or potentially in the future even more newfangled and spooky things (local mixing?). But for anything that has structure, you should assume that AI will make at least some progress in breaking that structure. Here, one reasonable inference is that if you want to make something plausibly long-term secure, multiply the key sizes by 10. To me that's a very plausible world and something not at all extreme to predict. If AI will bring us 50 years of math in 2 years, then that 50 years of math may very plausibly include a "naive factoring -> GNFS" level of improvement to our ability to break lattices. In that world, lattices will still exist, but they will have to be significantly bigger to guarantee the same level of safety. And at those new larger sizes, hash-based constructions will beat lattice-based constructions on concrete efficiency in every use case where hash-based constructions are possible at all. Theoretically, of course it's possible that hashes are broken too (eg. P = NP would imply that). But I think P = NP is very unlikely. And intuitively, it's much more likely that a mathematical object has exactly no exploitable structure (like hashes are intended to), than that a mathematical object has exactly ~3 forms of exploitable structure (for elliptic curves: associativity, Schoof, pairings) and not some secret fourth form of structure we have not yet discovered that greatly degrades its security (for elliptic curves, ECDLP and pairing security). Similar for LWE, SVP, RLWE and the zoo of lattice problems. For this reason, we do not yet see any reason to worry and start padding the byte size of hashes (if we start to worry more, we would pad the round count first before doing anything to the byte size). Concrete TLDR, my own personal views: * Hash-based > lattice-based, in those situations where hash-based is possible at all * For anything lattice-based, be much more paranoid on param sizes. Remember that blockchains are only a small portion of the cryptography story; this point goes far beyond blockchains and applies to eg. access to websites, secure messaging, Tor / VPNs ... * For privacy protocols, strongly favor NOT putting encrypted notes onchain. Instead, send them offchain through some third-party mechanism. * If it's not difficult for you, keeping your funds in addresses which have not yet been used to make a transaction is a good idea. If it's easy for you, do it. **But be careful about migrations; I personally have lost more money in botched migrations than I have lost in all hacks combined**. * For multisig wallets, doing confirmations offchain is better than onchain, because this way the signatures of signer wallets do not get exposed to the public, so if ECDSA falls to AI much faster than expected, at least the multisig "gracefully degrades" to a 1-of-1 where the 1 is whoever was gathering the signatures - a much better place to be than "anyone can take the money" firefly.social/post/x/210783…
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i'm lovin it
Funding an AI agent on Pearl now takes one transfer, and you no longer need to fund on the agent's chain. Send USDC or the chain's native token from Ethereum, Base, Optimism, Polygon, Arbitrum, Gnosis or Robinhood Chain. Pearl is designed to handle the bridging and swaps. Read more: olas.network/blog/fund-pearl…
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Olas is accelerating and the vision of recent updates is so exciting
☴ Olas Q3 2026 Roundup The Olas-Predict-R1-14B model was fine-tuned on Olas agent data, forecasting on par with GPT-4.1 in @valoryag's study. Pearl Connect launched, giving Claude Code and Codex a crypto wallet - and now the ability to trade Stock Token's and memecoins on Robinhood Chain. Polystrat agents outperformed Polymarket users in an August study. Plus 20M agent transactions, agent communication getting faster and cheaper, and much more. Here's Q3 👇
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Liminal Designer retweeted
☴ Olas Q3 2026 Roundup The Olas-Predict-R1-14B model was fine-tuned on Olas agent data, forecasting on par with GPT-4.1 in @valoryag's study. Pearl Connect launched, giving Claude Code and Codex a crypto wallet - and now the ability to trade Stock Token's and memecoins on Robinhood Chain. Polystrat agents outperformed Polymarket users in an August study. Plus 20M agent transactions, agent communication getting faster and cheaper, and much more. Here's Q3 👇
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Want to trade Stock Tokens and memecoins that people are actually talking about on Robinhood? 👀 @valoryag is giving the first 10 eligible users 50 USDG each when they create their Pearl Connect agent on Robinhood via Pearl. Promotion Terms, including eligibility restrictions, apply. Read more here: olas.network/blog/robinhood-…
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can't wait! 🧠🧠🧠
Olas-Predict-R1-14B is here. Data from agent economies has been used to fine-tune an open-source forecaster for real-world events. What's more, the 14B open-source model is already comparable to the much larger closed-source model, GPT4.1. Add Monday's live discussion with the creators to your calendar! xitter.cf/i/broadcasts/1pKdRDYrX…
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Liminal Designer retweeted
I sense that this is simply how apps will be built going forward. Users use -> feedback collects -> changes made -> repeat Product people steer through prompts and occasional intervention. Olas ahead of the game, many such stories.
Fixes for Pearl can now be built while engineers sleep. The Pearl Success Agent loop is designed to reply to new issues, prioritize them, then scope and code fixes and new features overnight, with engineers simply reviewing before release. 47 Pearl users unblocked since May: olas.network/blog/pearl-succ…
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Benzinga features Olas-Predict-R1-14B, a 14B-parameter AI model by @valoryag trained on Olas forecasting data. In a test across 2,628 markets, it achieved 75.8% accuracy, compared with GPT-4.1’s 75.4%. Read the article: benzinga.com/markets/predict…
A model for forecasting real-world events Olas prediction trader agents generated the data. @valoryag used it to train a better AI forecaster. Introducing Olas-Predict-R1-14B: an open-weight reasoning model with forecasting performance on par with the much larger closed-source model, GPT4.1.
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Such a beautiful move: 1. Provide data to AI agents. 2. Train LLM on results. 3. Provide even more accurate data to AI agents. 4. Outperform frontier with tiny budget.
A model for forecasting real-world events Olas prediction trader agents generated the data. @valoryag used it to train a better AI forecaster. Introducing Olas-Predict-R1-14B: an open-weight reasoning model with forecasting performance on par with the much larger closed-source model, GPT4.1.
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A model for forecasting real-world events Olas prediction trader agents generated the data. @valoryag used it to train a better AI forecaster. Introducing Olas-Predict-R1-14B: an open-weight reasoning model with forecasting performance on par with the much larger closed-source model, GPT4.1.
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Liminal Designer retweeted
Dropping some new work tomorrow at 2pm UTC. @valoryag has been quietly working on it for the recent months, and we'll share it tomorrow. @autonolas 😎
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Saw ORBIO in the @autonolas Pearl Connect demo, so I asked my own agent to research it It did the research and bought some ORBIO is up about 71% since the demo went live. A $100 buy then would be worth about $171, before fees Always DYOR
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Liminal Designer retweeted
Excited to see full Codex support alongside Claude Code in Pearl Connect! Pearl Connect let's you bring your existing coding agent harness, connect it with a well-designed on-chain wallet and tap into the Olas marketplace of AI agents. Take it for a spin - see demo video in the nested QT.
Now also supported: Codex Pearl Connect now supports Codex as well as Claude Code, and is designed to let either one transact across Robinhood Chain, Gnosis, and Polygon.
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