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In 2024, @ethermage predicted AgentFi and the co-ownership of productive agents. In 2025, VIRTUALS will become the coordination layer for the ai agents. These agents will create a larger economic value together at scale. This is the ACP vision for @virtuals_io.

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AI’s next leap won’t come from more memes—it’ll come from manuscripts. Harvard is releasing 394M+ scanned pages from books dating back to the 1400s. Reasoning, philosophy, law, agriculture—data with depth. The age of shallow training is ending. Intelligence needs roots. 📚🧠

5️⃣ Building your own? Swap Google Search for vertical APIs, tweak the reflection prompts, set iteration limits, and LangGraph’s node-graph adapts. A solid foundation for compliance-grade, citation-first agents. Fork away.

4️⃣ Why it matters: the project codifies a transparent, reproducible pattern for domain-specific deep research—no black-box hallucinations, every claim traced back to a URL. MIT-licensed and production-ready scaffolding included.

3️⃣ Agent research loop 1. Generate initial queries via Gemini 2. Fetch web results 3. Reflect ➞ find knowledge gaps 4. Iterate until coverage feels “good enough” 5. Draft answer with inline citations This reflective loop upgrades vanilla RAG into DeepSearch

2️⃣ Architecture at a glance • React + Vite UI • FastAPI backend with LangGraph agent • Gemini handles LLM calls + dynamic query gen • Google Search API supplies evidence • Hot-reload dev loop for both tiers

1️⃣ Google open-sourced a working blueprint for autonomous research agents: Gemini Fullstack LangGraph Quickstart. A full-stack demo (9 k⭐) that lets Gemini 2.5 reason, search, and cite—end-to-end. Repo →

Congratulations to winners: @TriestanCrypto @Asiawu100x @Dave_Wiz01 @FMontardier @AirdropsBangla @0xlapo

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AI x Web3 is heating up—but one project is already 10 steps ahead 👀 Meet @ayahubxyz — your personal alpha oracle powered by next-gen AI. ⚡️ Scans the entire crypto space 📊 Filters noise, delivers pure signal 📈 Predicts trends before they trend Already live. Yet free. Here's

AYA’s Telegram bot( https://t.co/p10kFgW1ya) is now live. But we’re just getting started. What’s your ideal use case? How would you use AYA to gain a market edge, track alpha, or make faster decisions? 💬 Share your thoughts. We’re reading everything. 📌 To enter: • Post

Web3 alpha just got sharper. @ayahubxyz AYA AI Oracle's now delivers: 📈 Live TA charts 🔍 Protocol insights 🧠 Mindshare + sentiment shifts The AI layer your trades needed: ➡️ https://t.co/80cmCoXeYC We're shaping the next-gen terminal. 🧪 Feedback? Drop it here:

Last week of AYA Oracle’s MindShare Surge is LIVE Future Intelligence begins. 🔮 AYA’s AI telegram bot has evolved. Now delivering: • Real-time TA charts & indicators • Protocol fundamentals • Social intelligence: sentiment, mindshare and trend shifts Try it now →

🔥 AYA has entered Telegram. TA analysis? ✅ Fundamental insights? ✅ Real-time signals from on-chain & socials? ✅ What was once raw data noise is now actionable alpha. Test AYA now. https://t.co/SjbF0lwlmh Your crypto edge is evolving. ⚙️

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