mirror of
https://github.com/zoo-apps/industries.git
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280 lines
10 KiB
TypeScript
280 lines
10 KiB
TypeScript
"use client";
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import Link from "next/link";
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import { motion } from "framer-motion";
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import { ArrowRight, ExternalLink, Brain, Shield, Network, Sparkles } from "lucide-react";
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import { cn } from "@/lib/utils";
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export default function ResearchHighlights() {
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const researchAreas = [
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{
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icon: Brain,
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title: "AI & Machine Learning",
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description: "100+ model weights from 0.6B to 1T+ with Training-Free GRPO optimization",
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papers: [
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{ title: "Active Semantic Optimization (ASO)", href: "https://github.com/zooai/papers", result: "18.2% SWE-bench resolution" },
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{ title: "Decentralized Semantic Optimization", href: "https://github.com/zooai/papers", result: "15.2% multi-agent improvement" },
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{ title: "HLLM Training-Free GRPO", href: "https://github.com/zooai/gym", result: "$18 vs $10,000+ training cost" },
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],
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link: "/research#ai"
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},
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{
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icon: Shield,
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title: "Cryptography & Security",
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description: "Post-quantum cryptography and GPU-accelerated fully homomorphic encryption",
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papers: [
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{ title: "Quasar Consensus", href: "https://github.com/luxfi/papers", result: "Quantum-secure finality" },
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{ title: "ETHFALCON Post-Quantum", href: "https://github.com/luxfi/papers", result: "FALCON signatures for EVM" },
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{ title: "NTT Transform", href: "https://github.com/luxfi/papers", result: "85% gas reduction for PQ crypto" },
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],
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link: "/research#crypto"
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},
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{
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icon: Network,
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title: "Consensus & Networks",
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description: "Multi-consensus blockchain architecture with TEE attestation",
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papers: [
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{ title: "Lux Multi-Consensus", href: "https://github.com/luxfi/papers", result: "Wave, Focus, Quasar protocols" },
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{ title: "Hamiltonian Market Maker", href: "https://github.com/zooai/papers", result: "<200ms quote latency" },
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{ title: "ZAP Protocol", href: "https://github.com/zap-protocol/zap", result: "Zero-copy AI agent RPC" },
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],
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link: "/research#consensus"
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},
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{
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icon: Sparkles,
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title: "Zen AI Models",
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description: "Zen4/5 — from 4B to 2T+ MoDE parameters with GT-QLoRA MoE fine-tuning",
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papers: [
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{ title: "GT-QLoRA: MoE Fine-Tuning", href: "https://zenlm.org/papers/zen4-ultra-gt-qlora.pdf", result: "Gate-targeted behavioral modification" },
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{ title: "Zen4 Model Family", href: "https://huggingface.co/zenlm", result: "4B-1T+ abliterated models" },
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{ title: "Zen5 Ultra (Research Preview)", href: "https://zenlm.org/docs/models#zen5", result: "2T+ MoDE — request access" },
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],
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link: "/models"
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}
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];
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const featuredPapers = [
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{
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date: "Jan 2026",
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category: "AI Training",
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title: "Training-Free Adaptation via Active Semantic Optimization",
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description: "Achieving 18.2% SWE-bench resolution with zero additional training through TF-GRPO and BitDelta compression.",
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href: "https://github.com/zooai/papers"
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},
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{
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date: "Jan 2026",
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category: "Cryptography",
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title: "Quasar: Dual-Certificate Quantum-Secure Consensus",
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description: "Post-quantum finality using BLS and Corona threshold signatures for blockchain security.",
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href: "https://github.com/luxfi/papers"
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},
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{
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date: "Dec 2025",
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category: "AI Economics",
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title: "Hamiltonian Market Maker for Decentralized AI Compute",
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description: "Novel invariant H(Ψ,Θ) = κ achieving <200ms latency and 98.7% price stability for AI compute markets.",
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href: "https://github.com/zooai/papers"
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}
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];
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return (
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<section className={cn(
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"py-20 transition-colors duration-300",
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"bg-secondary"
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)}>
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<div className="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8">
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{/* Section Header */}
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<div className="text-center mb-16">
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<motion.h2
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initial={{ opacity: 0, y: 20 }}
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whileInView={{ opacity: 1, y: 0 }}
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transition={{ duration: 0.5 }}
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className={cn(
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"text-4xl font-bold mb-4",
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"text-foreground"
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)}
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>
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Research at the Frontier
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</motion.h2>
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<motion.p
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initial={{ opacity: 0, y: 20 }}
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whileInView={{ opacity: 1, y: 0 }}
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transition={{ duration: 0.5, delay: 0.1 }}
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className={cn(
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"text-xl max-w-3xl mx-auto",
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"text-muted-foreground"
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)}
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>
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58 published papers across AI, cryptography, consensus, and distributed systems.
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Our research teams investigate the safety, efficiency, and societal impacts of AI.
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</motion.p>
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</div>
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{/* Research Areas Grid */}
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<div className="grid grid-cols-1 lg:grid-cols-2 gap-8 mb-16">
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{researchAreas.map((area, index) => {
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const Icon = area.icon;
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return (
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<motion.div
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key={area.title}
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initial={{ opacity: 0, y: 20 }}
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whileInView={{ opacity: 1, y: 0 }}
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transition={{ duration: 0.5, delay: index * 0.1 }}
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className={cn(
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"p-8 rounded-xl border transition-all duration-300 group",
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"bg-foreground/5 border-border hover:border-border"
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)}
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>
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<div className="flex items-start gap-4 mb-4">
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<div className={cn(
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"w-12 h-12 rounded-xl flex items-center justify-center",
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"bg-foreground/10"
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)}>
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<Icon className={cn(
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"w-6 h-6",
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"text-foreground"
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)} />
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</div>
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<div>
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<h3 className={cn(
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"text-xl font-semibold mb-1",
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"text-foreground"
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)}>
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{area.title}
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</h3>
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<p className={cn(
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"text-sm",
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"text-muted-foreground"
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)}>
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{area.description}
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</p>
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</div>
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</div>
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<div className="space-y-3 mb-4">
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{area.papers.map((paper) => (
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<a
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key={paper.title}
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href={paper.href}
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target="_blank"
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rel="noopener noreferrer"
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className={cn(
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"flex items-center justify-between py-2 px-3 rounded-lg transition-colors group/paper",
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"hover:bg-accent"
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)}
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>
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<span className={cn(
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"text-sm font-medium",
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"text-foreground/80"
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)}>
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{paper.title}
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</span>
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<span className={cn(
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"text-xs px-2 py-1 rounded-full",
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"bg-foreground/10 text-muted-foreground"
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)}>
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{paper.result}
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</span>
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</a>
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))}
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</div>
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<Link href={area.link}
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className={cn(
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"inline-flex items-center text-sm font-medium transition-colors",
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"text-muted-foreground hover:text-foreground"
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)}
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>
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View all papers
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<ArrowRight className="w-4 h-4 ml-1 transition-transform group-hover:translate-x-1" />
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</Link>
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</motion.div>
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);
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})}
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</div>
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{/* Featured Papers */}
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<motion.div
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initial={{ opacity: 0, y: 20 }}
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whileInView={{ opacity: 1, y: 0 }}
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transition={{ duration: 0.5, delay: 0.4 }}
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>
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<h3 className={cn(
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"text-2xl font-semibold mb-6",
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"text-foreground"
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)}>
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Latest Publications
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</h3>
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<div className="space-y-4">
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{featuredPapers.map((paper, index) => (
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<a
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key={paper.title}
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href={paper.href}
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target="_blank"
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rel="noopener noreferrer"
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className={cn(
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"flex items-start gap-6 p-6 rounded-xl border transition-all duration-300 group",
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"bg-foreground/5 border-border hover:border-border"
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)}
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>
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<div className={cn(
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"text-sm shrink-0",
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"text-muted-foreground"
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)}>
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{paper.date}
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</div>
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<div className="flex-1 min-w-0">
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<div className={cn(
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"text-xs font-medium uppercase tracking-wider mb-1",
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"text-muted-foreground"
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)}>
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{paper.category}
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</div>
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<h4 className={cn(
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"text-lg font-semibold mb-2 group-hover:underline",
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"text-foreground"
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)}>
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{paper.title}
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</h4>
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<p className={cn(
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"text-sm",
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"text-muted-foreground"
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)}>
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{paper.description}
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</p>
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</div>
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<ExternalLink className={cn(
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"w-5 h-5 shrink-0 opacity-0 group-hover:opacity-100 transition-opacity",
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"text-muted-foreground"
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)} />
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</a>
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))}
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</div>
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</motion.div>
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{/* CTA */}
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<motion.div
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initial={{ opacity: 0, y: 20 }}
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whileInView={{ opacity: 1, y: 0 }}
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transition={{ duration: 0.5, delay: 0.5 }}
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className="mt-12 text-center"
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>
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<Link href="/research">
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<motion.button
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whileHover={{ scale: 1.02 }}
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whileTap={{ scale: 0.98 }}
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className={cn(
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"inline-flex items-center px-6 py-3 rounded-full font-medium transition-colors",
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"bg-primary text-primary-foreground hover:bg-primary/90"
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)}
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>
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View All Research
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<ArrowRight className="w-4 h-4 ml-2" />
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</motion.button>
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</Link>
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</motion.div>
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</div>
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</section>
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);
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}
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