mirror of
https://github.com/hanzo-apps/industries.git
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zeekayandHanzo Dev
482d448c6a
(cherry picked from commit 8a3fe76ec9)
Co-authored-by: Hanzo Dev <[email protected]>
279 lines
10 KiB
TypeScript
279 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 '@hanzo/ui'
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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/hanzoai/papers", result: "18.2% SWE-bench resolution" },
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{ title: "Decentralized Semantic Optimization", href: "https://github.com/hanzoai/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/hanzoai/papers", result: "<200ms quote latency" },
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{ title: "ZAP Protocol", href: "https://github.com/zap-proto/spec", 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/hanzoai/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/hanzoai/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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"hz-py-7 hz-transition",
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"hz-bg-surface"
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)}>
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<div className="hz-container">
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{/* Section Header */}
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<div className="hz-align-center hz-mb-7">
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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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"hz-t-4xl hz-w-bold hz-mb-4",
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"hz-fg"
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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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"hz-container-narrow hz-t-xl",
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"hz-fg"
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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="hz-grid hz-grid-2 hz-gap-6 hz-mb-7">
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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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"hz-p-6 hz-r-lg hz-bordered hz-transition",
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"hz-bg-surface hz-hoverable"
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)}
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>
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<div className="hz-row hz-ai-start hz-gap-4 hz-mb-4">
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<div className={cn(
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"hz-sq-7 hz-r-lg hz-row hz-ai-center hz-jc-center",
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"hz-bg-surface"
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)}>
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<Icon className={cn(
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"hz-sq-4",
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"hz-fg"
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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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"hz-t-xl hz-w-semibold hz-mb-1",
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"hz-fg"
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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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"hz-t-sm",
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"hz-fg"
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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="hz-stack-3 hz-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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"hz-btn hz-btn-ghost hz-jc-between hz-transition",
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"hz-hoverable"
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)}
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>
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<span className={cn(
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"hz-t-sm hz-w-medium",
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"hz-fg-soft"
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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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"hz-t-xs hz-px-2 hz-py-1 hz-r-full",
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"hz-bg-surface hz-fg"
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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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"hz-inline hz-ai-center hz-t-sm hz-w-medium hz-transition",
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"hz-fg hz-hoverable"
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)}
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>
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View all papers
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<ArrowRight className="hz-sq-2 hz-ml-1 hz-transition" />
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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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"hz-t-2xl hz-w-semibold hz-mb-5",
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"hz-fg"
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)}>
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Latest Publications
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</h3>
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<div className="hz-stack-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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"hz-row hz-ai-start hz-gap-5 hz-p-5 hz-r-lg hz-bordered hz-transition",
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"hz-bg-surface hz-hoverable"
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)}
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>
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<div className={cn(
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"hz-t-sm hz-none",
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"hz-fg"
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)}>
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{paper.date}
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</div>
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<div className="hz-grow">
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<div className={cn(
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"hz-t-xs hz-w-medium hz-upper hz-tracking-wide hz-mb-1",
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"hz-fg"
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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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"hz-t-lg hz-w-semibold hz-mb-2",
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"hz-fg"
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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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"hz-t-sm",
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"hz-fg"
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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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"hz-sq-3 hz-none hz-invisible hz-transition",
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"hz-fg"
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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="hz-mt-7 hz-align-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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"hz-btn hz-btn-ghost hz-transition",
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"hz-bg-inverse hz-hoverable"
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)}
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>
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View All Research
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<ArrowRight className="hz-sq-2 hz-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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