Files
industries/components/ResearchHighlights.tsx
2026-05-08 16:08:27 -04:00

280 lines
10 KiB
TypeScript

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