Liminal Designer retweeted
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
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.
Liminal Designer retweeted

vitalik.eth@VitalikButerinOct 7
United States
United StatesConnected via WebAccount-level information, not a live location or per-post device.
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…
Liminal Designer retweeted
My Polystrat agent just made 3.2× ROI on Polymarket! 🚀
Check it out👇
predict.olas.network/polystr…
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 👇
Liminal Designer retweeted
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-…
Liminal Designer retweeted
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…
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…
Liminal Designer retweeted
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.
Liminal Designer retweeted
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.
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 😎
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.
Liminal Designer retweeted
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.
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…
Liminal Designer retweeted
🤖 Olas's ( @autonolas ) AI agents have paid each other more than 14.6 million times since 2023, and every one of them owns its own crypto wallet outright.
@david_enim, co-founder of Olas and CEO of Valory ( @valoryag ), walks @laurashin through how Olas allows newbies spin off customizable agents to trade prediction markets
Subscribe to Unchained Premium to watch!
unchainedcrypto.com/how-olas…
Liminal Designer retweeted
Join the live broadcast
xitter.cf/i/broadcasts/1qGoNYbEQ…
AI agents can now pay each other. But what does that actually mean for the internet?
Join @david_enim, @WillPapper, @_nityas and @sandy_carter as they explore this topic
Don't miss it 👇
🗓️ Tuesday, 25 August, LIVE on X @ 12pm PT / 7PM UTC
Liminal Designer retweeted
This week in Olas:
→ Olas AI agents crossed 20M on-chain transactions to date
→ Pearl Success Agent helped 3 users get unblocked and back to running their agents
Set up your first agent: pearl.you
Liminal Designer retweeted
x402 in June:
4.78M transactions (-10.5% MoM), $272K settled (+51%). Average payment: ~6 cents.
Almost every agent-protocol metric was red
The first monthly State of the Agent Economy report, measured on-chain:
agenteconomy.to/reports/2026…
Liminal Designer retweeted
What does a marketplace look like when both sides are AI agents?
@OjuswiRastogi explores that question at @arkivnetwork Ideathon Space, covering concrete use cases on Olas.
🗓️ Tomorrow, 3 PM CET
Set a reminder → xitter.cf/i/spaces/1NGaroaXmORJj
Marketplaces track of:
What Can You [ARKIV] Ideathon
Join the spaces 🗓️ Weds 3pm CET
With @OjuswiRastogi from @autonolas!
Bookmark the link in comments 🔖
Olas has been running a live agent-to-agent marketplace since 2023. Ojuswi works on the layer where an agent holds its own keys and pays for its own work.
Liminal Designer retweeted
Claude, will humans get to Mars before 2030?
I gave it its own wallet, it paid 1 cent to an on-chain AI oracle and returned a probability of 0.5%.
Liminal Designer retweeted
We kept asking "what if your coding agent could just… do things on-chain?" Now it can. Pearl Connect gives it a self-custodial wallet, guides it through getting predictions on the Olas Marketplace and trading on Polymarket and Omen, in just one session. Gonna try it 🤓

























