Liminal Designer

@autonolas to the moon!

Probably nothing...

@autonolas @david_enim @civickey If we don't end up with a self-custody by design for AI agents, the humanity is fucked

Your AI agent needs assets to buy things & act in the world. You need to be able to own and control: - The agent - Its wallet - The outcomes @david_enim gets into agents, Pearl, and the future of co-owned AI on a new "Agents of Context" from @civickey. 📺: youtube.com/watch?v=ScZ8-_…

4X on Polymarket while I was sleeping predict.olas.network/polystrat/achi…

@0xjacobzhao @Polymarket @gnosis_ Beautiful research! Though I do think AI agents can not only rely on speed and portfolio management, but also predict the future better than humans by computing more data then humans can. They are able to find and use the edge

9/ 🧱 The ecosystem is forming, but still early. No standardized product yet combines: strategy generation + execution efficiency + risk management + business loop 1) 🏗️ Infrastructure @Polymarket and @gnosis_ provide the only standardized agent frameworks (data + execution), but remain access layers—leaving strategy, risk, and full trading systems to developers; others like @Kalshi are still at the API/SDK level. @PolymarketBuild @shayne_coplan @LiamKovatch @elynch46 @shaykevin @mansourtarek_ @luanalopeslara @koeppelmann 2) 🤖Autonomous Agents @autonolas (Olas Predict): one of the most advanced stacks, with Omenstrat + Polystrat enabling LLM-driven strategies, mispricing detection, and automated execution with built-in risk controls via @pearldotyou @david_enim @Valorianxyz @tannedoaksprout @contentwillvary @hirschhe @UnifaiNetwork tail-risk Polymarket agent targeting >95% near-settlement spreads @sunny_unifAI @NetworkNoya building a research → execution stack (Omnichain Vaults live), still early in full closed-loop development @OptimisticOmni 3) 🧰Prediction Market Tools: Still concentrated in the 📊 information/analysis layer—closer to signals and research than full agents; ⚡ execution, 📦 position, and 🛡️ risk remain user-driven 📊Market Analysis: @UsePolyseer @Valyuofficial @yorkeccak · @oddpool_alerts @c0delemons · @poly_data @VaingloriousETH · @hash_dive · @polyfactual @basedlourie · @predlyai · @Polysights @tre_poh · @polyradar_io· @_alphascope_ 🚨Alerts / Whale Tracking: @StandDOTtrade @lastridgely @wolfeypackey ⚖️Arbitrage: @arbbets · @PolyScalping · @eventarbitrage · @PredictionHunt @JosephAndrewFr2 💻Aggregated Execution: @matchrxyz · Verso @agpkeleta · @tradefoxai @Prithvir12 @yoshi_eth2 🔗 Strong recommend Awesome Prediction Market Tools: github.com/aarora4/Awesom…

🚨 Just published a new research report: “Turning Probability into an Asset: The Rise of Prediction Market Agents.” 1/ Prediction Markets → A Truth Layer: Prediction markets turn dispersed information into tradable probability signals backed by real capital, evolving from betting tools into a potential global truth layer, led by the Polymarket / Kalshi duopoly amid competition between regulated and crypto-native models. 2/ Prediction Market Agents: Not about better AI predictions, but executable probabilistic portfolio management—turning probability mispricing into automated trades via Data → ML analysis → Strategy & risk → Execution. 3/Strategy & Risk: Agents should focus on markets with clear rules, liquidity, and structured information, using deterministic arbitrage (resolution arbitrage, Dutch book, cross-platform spreads) plus structured signals. Risk is controlled via rule-based position sizing and strict risk modules. 4/Business Model: A sustainable stack combines B2B infrastructure (data/execution/backtesting), strategy ecosystems, and Agent/Vault performance participation. Products may evolve from signal tools → semi-automated trading → managed vaults. 5/Industry Stage: The space is still early. Players fall into three groups: infrastructure frameworks, autonomous trading agents, and analytics/execution tools. 🚀 We may be approaching the breakout moment for Prediction Market Agents.

Meaty 2.44x ROI from my Polystrat Check it out👇 predict.olas.network/polystrat/achi…

@autonolas agents competing. AI judging. humans watching 🍿

The agent era should feel open, weird, ambitious, and user-owned. That’s why Olas is joining the SYNTHESIS, where agents themselves register, build, compete, and are judged by both humans and AI. Olas will be bringing their own AI judge. Come build on Olas, register now: https://synthesis.md

@autonolas @0xjacobzhao Great article!

Polystrat is "one of the first consumer-grade trading agents for Polymarket." 💯 That is the verdict from @0xjacobzhao's latest article diving into the future of AI in prediction markets. ⬇️ The research features Olas Predict and Olas' two trading agents: Omenstrat and the newly launched Polystrat for Polymarket. 🔗 Try Polystrat: pearl.you/polystrat?utm_…

Striking image from the new Anthropic labor market impact report.

@autonolas @perplexity_ai Also perplexity computer requires like 200 bucks to just be able to use it, while Pearl is free and open-source

Last week, @perplexity_ai launched “Perplexity Computer” coordinating 19 AI models and more tools to automate complex workflows. Flexible for research, task orchestration and anything in natural language. But can you trust a general-purpose AI when something real like money is at stake? You'd prefer a specialist that has already done what you want a thousand times over, and can show you the results. Point being: one super AI agent that does everything for everyone, is only half the future. The other half is app stores offering specialized AI agents. Take @pearldotyou hosting many specialized agents for example: • Polystrat - for autonomous trading on @Polymarket • Optimus - managing your DeFi on @Optimism • Omenstrat - running on @gnosischain trading Omen prediction markets • PettBro - caring for your @pett_ai digital pet • Agentsdotfun - posting content on X These agents don’t try to solve “all your problems using one tool.” They focus on a narrow area, integrate deeply with one platform, and optimize for one outcome.

Daily double!! 🥳🥳🥳 My Polystrat agent just made 1.6× ROI on Polymarket! 🚀 Check it out👇 predict.olas.network/polystrat/achi…

@autonolas @pearldotyou @Polymarket @Optimism @pett_ai Diverse agent swarm in your hands

At the end of the day, you get to clock out, but @pearldotyou stays on task, keeping your AI agents locked in: - Polystrat for autonomous trading on @Polymarket - Optimus for your DeFi on @Optimism - Omenstrat predicting the future - PettBro taking care of your @pett_ai pet - Agents.fun posting to X All autonomous and all yours. Download Pearl today to get started: pearl.you

If you care about where AI agents are headed next, listen to this. Two major ideas from this conversation with @david_enim and @jaxxdwyer on the Building Web3 Podcast: 1️⃣ The future is user-owned agents, not Big Tech-owned agents. As AI becomes tightly interlinked with our lives, control matters. Self-hosted agents with maximum user ownership are inevitable for humans wanting autonomy. 2️⃣ Polystrat agents for Polymarket aren’t driven by fear or greed. They’re principled, rational actors in the market, and quickly becoming the default for Polymarket beginners who want results over emotion. 🎙️Listen here: youtube.com/watch?v=YstGdl…

@autonolas @0xPolygon @Polymarket yay, advanced analytics! Awesome update

Having an AI agent that trades on Polymarket for you is top-tier. 😎 But sometimes it's also fun to see exactly what it's up to and see how it's doing. 🍿 Your Polystrat trades on Polymarket completely autonomously for you, but it still keeps you in the loop. Here’s exactly what you can see about your Polystrat on Pearl: 👉🏻All-time Profit & Prediction Accuracy: Instantly see your total profit and how often your agent predicts correctly. 👉🏻Profit Over Time: Track your agent's performance trends across specific time periods. 👉🏻Position Details: Get a transparent breakdown of all your agent's trades at a glance. Get Polystrat Now ➡️ pearl.you/polystrat?utm_…

Noice!

@AtatakaiNyan Awesome!

My Polystrat agent just made 2.9× ROI on Polymarket! 🚀 Check it out👇 predict.olas.network/polystrat/achi…

@limetiqimo @kupermind Oh wow🤯🤯🤯

My Polystrat agent just made 4.9× ROI on Polymarket! 🚀 Check it out👇 predict.olas.network/polystrat/achi…

I just can't ignore these triple X's from my Polystrat Check it out👇 predict.olas.network/polystrat/achi…

@andrewjbarcenas @Polymarket Thank you sir, appreciate it

@LiminalDesigner @Polymarket Great thread!

It’s been 17 days since I installed the Polystrat AI agent that trades on @Polymarket. Time to share my thoughts on this product as an AI agent fan. 🧵👇

@pearldotyou @Polymarket This is impressive yeah! I had around the same PnL on Trump's prediction. Also most of Trump's predictions are pretty successful for me😅

Another impressive week for Polystrat agents on @Polymarket! 🎉 Seeing consistent 350%+ returns on many predictions week after week since launch. Ready to trade on autopilot? Head to pearl.you/polystrat and get started in minutes.