Autonomous, data-intensive applications across DeFi, Prediction Markets and AgentFi domains.

Joined April 2024
Prediction markets are moving from novelty to capital markets. Autonomous Finance is building on @ZEITFinance to ship an algorithmic, tokenized vault designed to systematically capture market structure: prediction-market inefficiencies, liquidity/market-making dynamics, and incentive-aware execution (airdrop farming). We’re dropping a multi-part series with useful, actionable content about: microstructure, API details, execution design and we’ll end by launching the vault on ZEIT. If you care about the mechanics, follow @ZEITFinance and enable notifications to catch every part.
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Autonomous Finance retweeted
My $WAR vault has reached +25% this month that's 244% APY for investors ! not bad for passive yield. the vault statistics actually show only 62% APY because they count from february when the vault was created, but not launched yet. In reality (1+0.25)^(12/3) = 2.44 so the real number is 244% if i can keep this rate the chart is pretty smooth lately because i'm trying to stay diversified and never exceeding 10% bankroll per position. TVL has also grown +3x from $2.6K last month to $8.6k now from all the next deposits but there is still room to grow so don't hesitate to chip in. I will put the link below for those that want to profit from $WAR 👇
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Polymarket might be the Berachain & Kalshi the Monad of this cycle. Neither Polymarket, Kalshi, nor any existing player is architected to win this category long term! Because the entire sector sold its soul to VC vanity metrics, fake volume, and engagement farming. We traded sovereign economic hedging for regulatory arbitrage of sportbetting. (I love you @sydney_sweeney , don't hate the player, hate the game) Hear me out. What was promised as a truth machine has degenerated into an embarrassing, extractive circus. > Full betrayal of the community. > Platforms outsourced distribution to low-effort engagement cabals from the 3rd world, ICO beasts, and 2021 cycle extractor KOLs > Wash trading, unverifiable volumes. Huge shoutout to @beniduboss for exposing the game > Token promises that never materialize, rotating staff, public mud-slinging. How tf do you want to be taken seriously if you can't get your house in order? There is ZERO recovery from this level of community betrayal. Remember why Hyperliquid actually won: Integrity 1. No predatory token promises. 2. No fake marketing tribes. 3. No investors expecting extractions >> Just the builders and the community. >> Just transparent points, relentless engineering, sovereign infra, and pure alignment with users. HIP-4 won't win this either, btw. Just because the market structure is not designed for long-tail markets and you need them - but this is a different conversation. There is a massive vacuum waiting for someone to build a platform with Unapologetic alignment with users over predatory cap tables. The team that brings those values back is going to run away with the entire market.
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Autonomous Finance retweeted
The future for onchain Prediction Markets may be on RobinHood L2 Yes, Polymarket did blaze the trail for onchain Prediction Markets. But they are moving away form it to become a centralized Sportsbook (Polymarket US) Robinhood is going in the opposite direction They started as a Centralized stocks broker and are pivoting towards decentralized onchain Prediction Markets. Robinhood may not have Hyperliquid's tech, but they have the best retail distribution Their latest effort is @MeridianPredict The project only launched in July but they have the backing of @vladtenev. On the tech side it's pretty interesting. They are trying to solve the Prediction Market liquidity problem by getting rid of the orderbook entirely. Polymarket is basically an exchange: - tokenized YES/NO shares - central limit order book to trade them like assets - counterparty is other traders Great for a limited number of markets, but add too many markets and they all become iliquid. You can see how poor liquidity is on Polymarket despite all the free money they give in LP rewards + Maker rebates Meridian replaces all of this with a RFQ (Request for Quote) model : - Trying to trade generates an RFQ - dedicated LP propose quotes - best quote is shown as the price to the user - liquidity doesn’t need to sit permanently in every single market That last point matters a lot. A CLOB scales badly to millions of obscure markets because each one needs active quoting. RFQ allows you to create tons of market without hurting liquidity, because you only have to price them when someone actually wants to trade. That's the right approach if you want to capture retail. The more markets you have the more attention and headlines you generate. Polymarket understood that but didn't build the right infra to scale in that vertical. Excited to see what Meridian will do with this new approach and what will come out of the Robinhood L2 ecosystem.
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Autonomous Finance retweeted
PM Wisdom’s first-ever Featured Project is here: @orcalayer. Big profits don’t always mean smart predictions. OrcaLayer cuts through the noise to show which Polymarket wallets may actually be worth watching. Built on 1.5B+ on-chain fills across 3.1M wallets. See how it works ↓
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Autonomous Finance retweeted
My @ZEITFinance fund has crossed the +20% profit mark in 2.5 month (=140% APY) I'm deliberately using a very conservative strategy : - no more than 10% on a single position - mostly high probability bond + occasional moonshot with the proceeds - min 15% cash buffer at all time, often more The grind has been mostly very smooth and I intend it to stay that way. +140% is very respectable APY, and since I trade with investor's money I want to avoid any major downside. If someone wants to gamble there are already 1000 products for that in crypto, but risk controlled high yield investment products are very lacking. That's the niche I intend to fill. (The APY figure actually shows only 63% because I created 2 months before I started trading with it, so it counts these empty months)
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Autonomous Finance retweeted
#1 Esports whale @DjPolyKek just lost -$7.36M in 24h his all time PNL went from $5.6M yesterday back in the negative. I predicted it in my article I wrote yesterday. "it turns out that $5.6M PnL is deceptive: his five biggest winners generated 144% of total net profit. Remove those and he's in the negative" turns out he was indeed a lucky degen. Or a maybe he's just hedging for some wider Esports Syndicate ? More research to come ...
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Autonomous Finance retweeted
Replying to @dwr
check out @ZEITFinance
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Autonomous Finance retweeted
Turning prediction markets into frontier financial instruments starts with bridging them directly to DeFi and the AI finance stack. Today, we’re releasing PMVS (Pre-EIP). An open standard to make prediction markets composable, liquid, and machine-executable. We’ve been battle-testing this format in production on ZEIT for several months. What PMVS unlocks: • Anyone can spin up structured vaults to bundle, hedge, or curate prediction market positions. • Transform raw outcome tokens into composable risk tranches, index strategies, and yield-generating instruments. • Standardized vault shares that plug directly into money markets, collateral engines, and AMMs. • AI & Agent Ready: Clean, programmatic vault interfaces built for autonomous AI agents to dynamically rebalance and allocate capital. We’re opening the specification before formal EIP submission so the ecosystem can stress-test edge cases and shape the final standard. Calling all prediction market builders, DeFi architects, and AgentFi devs: dive in and submit PRs. github.com/Autonomous-Financ…
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Autonomous Finance retweeted
A live view of what the market believes is true. Watch worldviews evolve, collide with reality, and reprice as new information comes in. The Worldview Heatmap.
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Autonomous Finance retweeted
Worldviews
Worldviews will redefine how we experience the state of the world. Prediction Markets 2.0 Worldviews
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Autonomous Finance retweeted
Great paper by Jonas, Timm, and Florian from TUM 👏 NegRisk arbitrage is a clear market inefficiency across distinct CLOBs in NegRisk markets. We at Autonomous Finance MM this strategy on ZEIT Finance (currently ~18% APY). Congrats again to the TUM team for formalizing the essential plumbing for prediction markets
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Autonomous Finance retweeted
Great View. Now you can invest in it. app.zeit.finance/w/my-take-o…
My take on society and crypto is really simple. If you have societal level investment, you are accountable for societal level returns. Things are not getting better. We said we have "AI warfare". We are locked in a stalemate with a 3rd world dictatorship who closed the Strait of Hormuz. We were having debates on autonomous weapons. Tell Claude to Open the Strait. He's tired. He needs a nap. His safety settings won't allow him to. But trust me, he could. We're too ethical to let him. Sure. Every airline invested maximally in software automation. And more recently AI support. The airports are more poorly run. The flights don't leave on time. Uber maxed out its Anthropic spend. Countless apps did the same. The apps are not better despite the investment. They go down in prod all the time. People think GDP is going to grow 4.4% per Patrick Collison's survey. I think it will grow about 2%. Anthropic points to high ARR. I think most of that will churn to lower cost models. What will happen next is AI labs will point to unfalsifiable bull cases, similarly to Elon pointing to Data Centers in Space. "Do you know how big the sun is? That's the TAM of Spacex". Similarly - the de-facto Anthropic/OpenAI bull case will be "biological advancement". This both seems like you're curing cancer. At the same time as creating a legislative emergency. "Open source models need to be banned to prevent another COVID". That is the planned narrative and always has been. I don't know if Chinese Open Source models will be banned. I think, probably, if it starts looking like China is competing with ASML and Nvidia. But then, of course, it will be too late. Less ambiguous. There will be a surge in the American Left. My basic thesis is about religion. Because Dario and his Cabal will push too hard on Transhumanism, with biological vaccines. It will alienate the Christian right. "You're playing god with the human genome." Once the Christian right is alienated, Roe v Wade doesn't really work You don't need the profound story to play out. Inflation is high. Trump violated his campaign promises. He said no wars. We are at war. He's visibly declining. You think Thiel is staking out Argentina because he thinks we're getting President Vance? A bit on bio advancement. Some of it might be real. But getting drugs into production is hard. We don't know what a bio utopia looks like. What if it's personalized medicine? A treatment just for you. Who do you test it on? Do you need synthetic humans? Do you know how to underwrite that. I don't. We're already facing a huge lab monkey shortage. It will get worse. I'm not saying AI can't develop drugs. I'm saying that it might take years longer than data center investment cycles for that to translate into meaningful revenue required for justifying societal scale investment. And it's not all curing cancer. At first AI results in huge amounts of hacking. But soon enough it results in perfect code. On all public protocols. Darwinian evolution of all Open Source tech. Do you trust the dev team at SUI more or the Bank of Hawaii's cracked team? The market is betting the ranch on the back office IT departments of regional banks to keep money safe. It will be a fucking nightmare of hacking that's already here in crypto and will hit every other sector regardless of open source AI bans. At the same time, once it's clear that AI investments aren't turbo charging corporate earnings. Stocks will start to drop. More addictive use cases of AI will be deployed at scale. Incentivized gambling. Pornography. Enhancements to the algorithm. Better video games. Video game companies have been memory constrained due to corporate use cases. Once companies stop being rewarded for spending 1/2 their R&D budget on tokens, compute frees up for video. These addictive use cases: roleplaying, personalized worlds - will hit productivity further. White collar workers will become more cooked. Big Tech firms are already hiring way less Gen Z workers. Many overly AI reliant kids can't do basic analysis. Maybe it's because covid messed everyone up. Who knows. The 'silver lining' of AI will be that it'll get good enough to replace a lot of white collar jobs. But the resulting performance will be kind of at par with the last generation of coherent people. So you'd rather hire Claude than a zoomer. But it will also kind of suck. But it's not like there will be zero ROI. There is $16.6 T of payroll. 10% will get cut. $1.6T of 'savings'. It won't be good for consumption. By the time it is clear that GDP won't accelerate, the bond market will start to go into free fall. The Fed will act. This will cause Gold to rip, getting the ultra rich thinking about capital flight. Meanwhile - we have a boom in on-chain tokenization. And it's not just "hey look there's an asset on a blockchain nobody users". The majority of the top 15 perps on Hyperliquid are stocks. Centralized exchanges are seeing booming volumes. The US government has repeatedly stated it wants more USD stablecoins. And the primary use case (at least by profit if not by transaction volume) of USD stablecoins is as collateral for perpetual swaps. This is rational. During periods of high inflation and debt uncertainty, backstopping large buyers of US treasuries such as Tether is smart. This push towards stablecoins will undermine the perceived sovereignty of Europe, who will develop CBDCs to compete in digital payments. AI coding will speed up CBDCs. The Norgesbank is vibe coding a CBDC right now. Claude is on the commits which are pouring in each day. CBDCs are unpopular right now because they put the government directly in charge of credit. Who are we kidding. The government is, and has been the lender of first resort since 2008. SVB was part 1 of the mask coming off. The narrative will be that regional banks are no longer suited for the AI economy. Once CBDCs launch there will be a second wave of tokenization. Right now it's a US phenomenon. But the US is ironically not the biggest beneficiary of tokenization because we have such liquid equity capital markets. Due to the mundane reason that it's efficient to move corporate finance on-chain. Fixed income will find its way onto mirrored assets on public chains. Foreign exchange is one of the largest retail markets on earth. There are virtually no non USD stables. That will change. Then there will be big, liquid FX markets and fixed income markets traded with leverage and looped on chain. Tokenized equities do not offer a much better UX than stocks on IBKR. Tokenized debt will be vastly better in terms of capital efficiency and UX. Corporate debt - I'd argue, is the single worst UX in all of finance. So what do I think is going to happen: Hopes will be crushed. The fiscal problems associated with surging yields will become front in center just as it becomes clear that the plan for dealing with them is not AGI but rather asset confiscation. Capital flight will accelerate. At the same time, unlike previous crypto bull runs - there will be a lot of corporate PMF that will drive fees across on-chain ecosystems, and improving tech that has been battle hardened from years of AI onslaughts just as the rest of the world is just realizing that all the encryption problems in crypto are problems everywhere else too Countries like Singapore, the UAE and Switzerland will capitalize on regulated trading of bearer assets. Capital will flow to these places both because of laws, and high personal safety risks associated with these things. Stocks are at parabolic highs versus crypto. The things I am saying are far from consensus. Right now, people view crypto as a failed financial Stanford Prison Experiment. Trad VCs ask for restructurings or to remove crypto investors from your cap tables. Even the big ones. There's public shaming. Most people have quit the space. One investor reached out to me. He seemed surprised I was still grinding. I guess everyone else spent investor money, checked out, rugged, or pivoted to AI. It's obviously not easy seeing your friends get rich. People around you questioning your sanity. "Believe in something" is what they used to say. Yea man. I'm not here because I believe. I'm here because I don't have faith in a failed system run by criminals. Metastasized discontent congealing into red candles. Faithless stares. Monotonous code reviews. Years of opportunity cost Nihilists who sold their dreams for bags of currency representing a system they despite that will never accept them no matter how many 'pivots' they have For me - it's just back to 2 simple questions. Question 1: We invested awesome amounts of money. Is everything awesome as a result? Question 2: Do you think the system that elevated Jeffrey Epstein to the pinnacle of society is going to let you become an immortal because of AI generated bio therapeutics? I know my answers. And I act accordingly. Do you?
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Autonomous Finance retweeted
Market Discovery - redefined.
Introducing Worldviews. The most direct instrument to take exposure to the future. Type what you believe will happen in plain English. We construct a synthetically balanced portfolio across prediction markets that precisely maps to your thesis. Trade entire narratives and see how competing worldviews price reality. Express your worldview today
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Autonomous Finance retweeted
Every great company started as a thesis. Every historical shift was anticipated by a few. Prediction Markets 2.0 turn ideas into tradeable realities. Worldviews
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Autonomous Finance retweeted
Getting a ton of DMs asking why the @ZEITFinance worldview engine is so effective at finding market correlations and building curated portfolios. We been cooking the pipeline for over a year with @bettercallsmo It comes down to separating probabilistic reasoning from execution: • Custom 1-year point-in-time data pipeline • Fine-tuned open-source LLM (verl post-training) • Convex optimization layer for execution Dropping a full breakdown of the pipeline soon. 🧵👇
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Market Discovery - redefined.
Introducing Worldviews. The most direct instrument to take exposure to the future. Type what you believe will happen in plain English. We construct a synthetically balanced portfolio across prediction markets that precisely maps to your thesis. Trade entire narratives and see how competing worldviews price reality. Express your worldview today
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Autonomous Finance retweeted
It might actually be over for Polymarket. Unless they fix these 8 things immediately: First of all, this is not a FUD Post. We want @Polymarket to win! BUT: > Key talent churn (@mustafap0ly, @thejunior leaving; new leadership onboarding). > Kalshi is aggressively eating market share. > Emerging competition everywhere, with HIP-4 potentially making Hyperliquid a major distribution threat. > Non-stop badge drama and $POLY farming fatigue. But actually: Polymarket won culture. It made prediction markets the internet’s primary real-time news engine. AND Engineering got much better. The platform is stable; DeFi on Scale - works! People criticize it because they want it to win. But to survive the next cycle and become serious financial infrastructure, Polymarket needs to graduate from social-discretion dynamics to institutional-grade execution. Here is the 8-point blueprint: 1. Fix Settlement & UMA Manipulation A market cannot become core financial infrastructure if the oracle is easier to manipulate than the order book. End the proxy-wallet games, cartel voting, and capital-weighted distortion. Explore staked random-resolver consensus or deterministic, multi-LLM structured evidence aggregation. 2. Standardize Market Wording Pre-Launch Resolution drama this year was at its peak. Enforce strict source hierarchies, predefined edge cases, and mandatory adversarial review periods before size enters. Zero retroactive interpretations. No Discord court, no silent rule tweaks, no "creator intent" overrides. 3. Depoliticize the Badge System Opacity creates the perception of favoritism. Badges must reflect verifiable on-chain metrics: trading volume, product usage, or formal commercial partnerships. Publish qualification criteria, grants, and removals publicly. Badges should signal objective reputation, not insider access. 4. End the $POLY / Token Ambiguity Perpetual ambiguity burns community goodwill. Either explicitly rule out a token forever, or ship a transparent points architecture (like Hyperliquid). Define the math, publish anti-sybil rules, show user scores on-chain, and eliminate shadow-farming advantages for insiders. 5. Clarify the Offshore vs. Regulated Strategy Builders and liquidity providers cannot build on shifting sands. Define the long-term relationship between Polymarket Global and regulated domestic rails. Clarify API parity, liquidity cross-collateralization, and account migration paths. 6. Treat Builders as Distribution Reduce fees for builders, almost impossible to build anything profitable on top of that fee structure. Find a way to better incentivize builders. 7. Canonical Communications A multi-billion dollar platform cannot communicate via scattered replies, private Telegram chats, and leaks. Establish a single source of truth for API changes, resolution incidents, and governance decisions. When something breaks, publish a structured postmortem: root cause, impact, and prevention steps. 8. Kill Discretion This is the umbrella rule. Wherever discretion exists, corruption or favoritism will be assumed. Replace backroom decisions with legible, objective, code-enforced rules. Make settlement tamper-proof, incentives mathematical, and participation permissionless. Polymarket won the mindshare. Now it has to win the trust. Fix the settlement layer, eliminate arbitrary discretion, and treat builders like partners. That is how we win!
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Autonomous Finance retweeted
Up +17.2% in 2 months, betting on geopolitics on Polymarket. That is 61% APY! 🚀 For every $WAR holder there, thank you for your trust and support! I’ve never considered myself a traditional market trader. But somehow, these bets have outperformed both the NASDAQ and the S&P 500! My focus has been entirely on geopolitics. I'm obsessed with it because, at the end of the day, it’s what actually moves the world. Prediction markets give you an honest mirror. You get to test your worldview in real-time with actual skin in the game. No LARP, no hot takes with zero accountability. Just putting your money where your mouth is. the best part of doing this through ZEIT Finance is that anyone can participate right alongside me. Usually in crypto, when someone shares a trade or call, you’re either getting dumped on or subsidizing their entry. I wanted zero part in that dynamic. If you believe in my read on geopolitics, you can trade alongside me. Same execution, zero front-running, no exit liquidity games. And the alignment is simple: I take a 20% performance fee only, and only if I actually make you money. If you don't profit, I don't earn. It’s been a great ride so far, but it's just the beginning!
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Autonomous Finance retweeted
Remember the slop about AI Agents making yield on prediction markets? This here are REAL autonomous agents, making real trades, creating real value - and you can get exposure to it.
Highlighting a new community run algorithmic fund. => +44% since inception => +1198% gross, annual Focused on 5min markets.
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Great paper by Jonas, Timm, and Florian from TUM 👏 NegRisk arbitrage is a clear market inefficiency across distinct CLOBs in NegRisk markets. We at Autonomous Finance MM this strategy on ZEIT Finance (currently ~18% APY). Congrats again to the TUM team for formalizing the essential plumbing for prediction markets
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