Sean Ren

1.2K posts

Sean Ren

Sean Ren

@xiangrenNLP

🍦Building @SaharaAI🍦| Professor @USCViterbi @nlp_usc | @MIT TR 35 , @ForbesUnder30 | Prev: @allen_ai, @Snapchat, @Stanford, @UofIllinois

Katılım Ağustos 2012
563 Takip Edilen13.4K Takipçiler
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Sean Ren
Sean Ren@xiangrenNLP·
We just published @SaharaAI's 2026 vision — and I want to share some of my own thinking behind it. When we started Sahara, the bet was that AI agents would eventually need more than just great models. They'd need trust. They'd need a way to prove what they did, compensate the people whose data and work made them possible, and give users real ownership — not just access. That bet came from a simple belief: very soon, building an AI agent or app will be as easy as describing what you want. AI coding is already making this a reality. The barrier to creating agents is dropping to near zero — and that means everyone, not just developers, will be building agents for themselves, their businesses, their communities. When that happens, something powerful emerges. Your agent doesn't just work alone — it calls other people's tools, pulls from shared datasets, uses models that others trained, and connects to services built by other creators. Agents start building on top of each other. That's not a product — that's an economy. But an economy only thrives if there's trust and fair value exchange. If your agent uses my data to make a decision, that should be tracked. If my model powers your agent's output, I should get compensated. Right now, none of that infrastructure exists. Value gets created, but it doesn't flow back to the people who made it possible. That's what Sahara is building. Not just the agents — but the rails underneath them. Verifiable execution so you can prove what happened. Attribution so every contribution is tracked. Automatic value distribution so creators actually benefit. And accessible tools like Sorin and ClawApp so anyone can participate. Our 2026 roadmap — from Sahara Open Protocols to Agentic AppChain upgrades to marketplace expansion — is all in service of this vision: a thriving agentic economy where building, sharing, and getting rewarded are all part of the same loop. The infrastructure decisions we make today will define who benefits from AI tomorrow. That's what drives everything we're building at @SaharaAI.
Sahara AI 🔆@SaharaAI

x.com/i/article/2029…

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Sahara AI 🔆
Sahara AI 🔆@SaharaAI·
We built LATTICE, a benchmark for AI crypto agents. @HeySorinAI was tested alongside other top crypto agents: @HeyElsaAI | @minara | @askjuneai | @SurfAI | @askginadotai 1,200 queries 16 task types 6 dimensions of decision support utility 18,481 blind human judgments Sorin scored highest across the board.
Sahara AI 🔆 tweet media
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HeySorin.AI
HeySorin.AI@HeySorinAI·
Sorin is live. Your personal AI agent for global digital markets. Get started at HeySorin.AI
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Aaron | Sahara AI 🔆
Aaron | Sahara AI 🔆@aarzchan·
I kept seeing crypto trading agents all over my X feed, so I decided to build one myself. A few hours later, I had an agent that: ✅ Generates buy/sell signals ✅ Explains its reasoning and confidence ✅ Executes trades with user-defined guardrails I let it run for an hour while I napped. Woke up to +$100 💰 Still early, but this feels like a glimpse into the future of AI-native crypto. Built with Sorin (@HeySorinAI) and ClawApp (clawapp.saharaai.com). Powered by @SaharaAI 🔥
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Xisen Jin
Xisen Jin@XisenJ·
As AI agents become products - and anyone can deploy bots w/@openclaw - trust & safety become critical. Proof-of-guardrail enables an agent to present hardware-rooted, cryptographic proof that they executed safety & factuality guardrails. Guardrail claims❌ guardrail proof ✅
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Sean Ren
Sean Ren@xiangrenNLP·
We implemented this for @openclaw agents and measured the deployment overhead. But we also want to be upfront about what this doesn't solve — for example, a malicious developer could still jailbreak the guardrail itself. Proof-of-guardrail guarantees execution, not effectiveness.
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Sean Ren
Sean Ren@xiangrenNLP·
We've been thinking a lot about trust in AI agents — specifically, trust in the developer running it. Right now, there's no way to verify that the safety guardrails an agent claims to have are actually enforced. New work w/ @XisenJ @aarzchan et al. tackles exactly this. Paper, code, and demo here: t.co/6nArSWYHkA
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Sean Ren
Sean Ren@xiangrenNLP·
We implemented this for @openclaw agents and measured the deployment overhead. But we also want to be upfront about what this doesn't solve — a malicious developer could still jailbreak the guardrail itself. Proof-of-guardrail guarantees execution, not effectiveness.
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Sahara AI 🔆
Sahara AI 🔆@SaharaAI·
ClawApp is live on @ProductHunt 🚀 ClawApp is our new desktop app that makes it easy for anyone to set up their own OpenClaw agents locally. Try it out, share feedback, and show some love with an upvote if you found it useful! producthunt.com/products/clawa…
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Sean Ren
Sean Ren@xiangrenNLP·
Personal agents like @openclaw can operate on properitary info and tools. But it’s lacking trust & economic value exchanges. Here’s what we’re doing @SaharaAI 👇 1. ClawGuard: Proof-of-guardrails on TEE —> agents are safe to interact with at scale 2. x402 extensions for verifiable on-chain payment —> agents to run business with their own wallets
Xisen Jin@XisenJ

#Openclaw agents are deployed & communicating at scale 🚀 But how do we trust a remote agent is safe? As a research scientist at @SaharaAI, we prototyped ClawGuard - enabling cryptographic proof that a private agent runs behind known guardrails. Github: github.com/SaharaLabsAI/V…

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Sahara AI 🔆
Sahara AI 🔆@SaharaAI·
🚀 A new chapter is beginning at Sahara AI! We believe everyone — from individual investors to institutions — deserves a smarter way to invest in crypto. Which is why we’re excited to finally introduce Sorin, our AI-powered crypto copilot. 👇
Sahara AI 🔆 tweet media
HeySorin.AI@HeySorinAI

🚀 The Sorin Waitlist is now live! Built by @SaharaAI, Sorin is your personal AI-powered crypto copilot grounded in one belief: everyone deserves a smarter way to invest. Join now at HeySorin.AI

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