Files
zeekay f1416618b7 wire models page to @zenlm/models server-side; fix Diverse brand copy
- package.json: add @zenlm/models (file:../docs/packages/zen-models)
- models/page.tsx: full rewrite as Next.js server component — imports allModels
  and families from @zenlm/models, transforms to serializable FamilyData[],
  passes as props to _client.tsx (no more hardcoded model list)
- models/_client.tsx: accept familyData/totalModels props, add FAMILY_ICONS
  lookup table, mark old hardcoded array as legacy/unused
- case-studies/_client.tsx, blog/_client.tsx: fix Distilled → Diverse
- LLM.md: update brand copy
2026-03-01 18:12:26 -08:00

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"use client";
import { motion } from "framer-motion";
import { Brain, Shield, Network, Sparkles, Cpu, Lock, Zap } from "lucide-react";
import { cn } from "@/lib/utils";
export default function PageClient() {
const caseStudies = [
{
icon: Brain,
category: "AI Training",
title: "Training-Free GRPO: Efficient Model Adaptation",
description: "Developed Training-Free GRPO achieving dramatic training cost reduction versus traditional fine-tuning methods",
results: [
"Significant reduction in training costs",
"100x data efficiency (100 examples vs 10,000+)",
"Comparable performance to full fine-tuning",
"Open-sourced via Zoo Labs Foundation"
],
technologies: ["GRPO", "LoRA", "Zen MoDE", "Distributed Training"],
impact: "Democratizing AI training for researchers and organizations worldwide",
link: "https://github.com/zooai/gym"
},
{
icon: Sparkles,
category: "Research Publication",
title: "Active Semantic Optimization (ASO)",
description: "Published ASO framework achieving 18.2% SWE-bench resolution through training-free adaptation",
results: [
"18.2% SWE-bench resolution rate",
"BitDelta 1-bit compression for model adaptation",
"Zero additional training required",
"Published HIP-002 specification"
],
technologies: ["TF-GRPO", "BitDelta", "1-bit Compression", "Semantic Optimization"],
impact: "Advancing state-of-the-art in efficient model adaptation",
link: "https://github.com/hanzoai/papers"
},
{
icon: Shield,
category: "Post-Quantum Cryptography",
title: "Quasar: Quantum-Secure Consensus",
description: "Developed dual-certificate quantum-secure finality using BLS and Corona threshold signatures",
results: [
"Post-quantum secure finality guarantees",
"Dual-certificate architecture for safety",
"Integration with existing consensus protocols",
"29 research papers published"
],
technologies: ["FALCON", "Corona", "BLS Signatures", "Threshold Cryptography"],
impact: "Future-proofing blockchain infrastructure against quantum threats",
link: "https://github.com/luxfi/papers"
},
{
icon: Network,
category: "Consensus Protocols",
title: "Lux Multi-Consensus Architecture",
description: "Built multi-consensus blockchain with Wave, Focus, and Quasar protocols",
results: [
"Sub-second finality with Wave consensus",
"High-throughput with Focus protocol",
"Quantum-secure with Quasar consensus",
"TEE attestation integration"
],
technologies: ["Snow++", "DAG Consensus", "TEE", "Post-Quantum Crypto"],
impact: "Creating the most versatile consensus framework for diverse use cases",
link: "https://github.com/luxfi/papers"
},
{
icon: Cpu,
category: "AI Models",
title: "Zen Model Family (600M–1T+ parameters)",
description: "Released 100+ model weights spanning text, vision, video, audio, 3D, code, and agents",
results: [
"41 models across 8 families",
"1.04T MoE flagship (zen4-max, Zen MoDE architecture)",
"671B MoE (zen-max) with 71.3% SWE-bench",
"Zen5 (2T+) in training — on-chain via NVIDIA TEE"
],
technologies: ["Zen MoDE", "Flash Attention", "MoE", "Mixture of Diverse Experts"],
impact: "Providing accessible, efficient frontier AI to the research community",
link: "https://huggingface.co/zenlm"
},
{
icon: Lock,
category: "AI Economics",
title: "Hamiltonian Market Maker (HMM)",
description: "Novel invariant H(Psi,Theta) = kappa for decentralized AI compute markets",
results: [
"<200ms quote latency",
"Hamiltonian invariant pricing",
"No impermanent loss for providers",
"Published HIP-004 specification"
],
technologies: ["AMM", "Energy-based Pricing", "Compute Markets", "DeFi"],
impact: "Enabling efficient, fair markets for AI compute resources",
link: "https://github.com/hanzoai/papers"
},
{
icon: Zap,
category: "Agent Infrastructure",
title: "ZAP: Zero-copy Agent Protocol",
description: "The MCP Killer -- unified protocol achieving ~500x faster agent communication with zero-copy RPC",
results: [
"<1us local latency (vs 500us MCP)",
"1.2M/s throughput (vs 2.2k/s MCP)",
"~5% message overhead (vs 40% JSON)",
"40-50x infrastructure cost reduction"
],
technologies: ["ZAP Binary Format", "Zero-copy", "Metastable Consensus", "Post-Quantum"],
impact: "Enabling real-time agent swarms with native consensus and capability security",
link: "https://github.com/zap-proto/zap"
}
];
return (
<div className={cn("min-h-screen transition-colors duration-300", "bg-background text-foreground")}>
<main className="pt-32 pb-16 px-4 sm:px-6 lg:px-8">
<div className="max-w-7xl mx-auto">
{/* Hero Section */}
<motion.div
initial={{ opacity: 0, y: 20 }}
animate={{ opacity: 1, y: 0 }}
transition={{ duration: 0.5 }}
className="text-center mb-16"
>
<h1 className="text-5xl sm:text-6xl font-bold mb-6">
Research Impact
</h1>
<p className={cn("text-xl sm:text-2xl max-w-3xl mx-auto", "text-muted-foreground")}>
Delivering measurable breakthroughs in AI efficiency, cryptography, and distributed systems
</p>
</motion.div>
{/* Success Metrics */}
<motion.div
initial={{ opacity: 0, y: 20 }}
whileInView={{ opacity: 1, y: 0 }}
viewport={{ once: true, amount: 0.1 }}
transition={{ duration: 0.5 }}
className="grid grid-cols-2 md:grid-cols-4 gap-6 mb-20"
>
<div className={cn("p-6 rounded-lg text-center", "bg-foreground/5 border border-border")}>
<div className="text-3xl font-bold mb-2">130+</div>
<div className={cn("text-sm", "text-muted-foreground")}>Research Papers</div>
</div>
<div className={cn("p-6 rounded-lg text-center", "bg-foreground/5 border border-border")}>
<div className="text-3xl font-bold mb-2">100+</div>
<div className={cn("text-sm", "text-muted-foreground")}>AI Model Weights</div>
</div>
<div className={cn("p-6 rounded-lg text-center", "bg-foreground/5 border border-border")}>
<div className="text-3xl font-bold mb-2">2,500+</div>
<div className={cn("text-sm", "text-muted-foreground")}>OSS Projects</div>
</div>
<div className={cn("p-6 rounded-lg text-center", "bg-foreground/5 border border-border")}>
<div className="text-3xl font-bold mb-2">4</div>
<div className={cn("text-sm", "text-muted-foreground")}>Research Organizations</div>
</div>
</motion.div>
{/* Case Studies Grid */}
<div className="space-y-12">
{caseStudies.map((study, index) => {
const Icon = study.icon;
return (
<motion.a
key={study.title}
href={study.link}
target="_blank"
rel="noopener noreferrer"
initial={{ opacity: 0, y: 20 }}
whileInView={{ opacity: 1, y: 0 }}
viewport={{ once: true, amount: 0.1 }}
transition={{ duration: 0.5, delay: Math.min(index * 0.1, 0.3) }}
className={cn("block rounded-lg p-8 transition-colors group", "bg-foreground/5 border border-border hover:border-border")}
>
<div className="flex items-start space-x-4 mb-6">
<div className="flex-shrink-0">
<div className={cn("w-12 h-12 rounded-lg flex items-center justify-center transition-colors", "bg-primary group-hover:bg-primary/90")}>
<Icon className={cn("w-6 h-6", "text-primary-foreground")} />
</div>
</div>
<div className="flex-1">
<div className={cn("text-sm mb-1", "text-muted-foreground")}>{study.category}</div>
<h3 className={cn("text-2xl font-semibold mb-2 transition-colors", "group-hover:text-foreground/80")}>{study.title}</h3>
<p className={cn("text-muted-foreground")}>{study.description}</p>
</div>
</div>
<div className="grid grid-cols-1 md:grid-cols-2 gap-8 mb-6">
<div>
<h4 className="text-lg font-semibold mb-3">Key Results</h4>
<ul className="space-y-2">
{study.results.map((result, idx) => (
<li key={idx} className="flex items-start">
<div className={cn("w-1.5 h-1.5 rounded-full mt-2 mr-3 flex-shrink-0", "bg-primary")} />
<span className={cn("text-sm", "text-muted-foreground")}>{result}</span>
</li>
))}
</ul>
</div>
<div>
<h4 className="text-lg font-semibold mb-3">Technologies Used</h4>
<div className="flex flex-wrap gap-2 mb-4">
{study.technologies.map((tech, idx) => (
<span
key={idx}
className={cn("px-3 py-1 rounded-full text-sm", "bg-foreground/10 text-muted-foreground")}
>
{tech}
</span>
))}
</div>
<div className={cn("text-sm", "text-muted-foreground")}>
<strong>Impact:</strong> {study.impact}
</div>
</div>
</div>
</motion.a>
);
})}
</div>
{/* CTA Section */}
<motion.div
initial={{ opacity: 0, y: 20 }}
whileInView={{ opacity: 1, y: 0 }}
viewport={{ once: true, amount: 0.1 }}
transition={{ duration: 0.5 }}
className="mt-20 text-center"
>
<h2 className="text-3xl font-bold mb-6">
Explore Our Research
</h2>
<p className={cn("text-xl mb-8 max-w-2xl mx-auto", "text-muted-foreground")}>
Dive deeper into our published papers and open source projects
</p>
<div className="flex flex-col sm:flex-row gap-4 justify-center">
<a
href="/research#papers"
className={cn("inline-block px-8 py-4 rounded-lg font-semibold transition-colors", "bg-primary text-primary-foreground hover:bg-primary/90")}
>
View All Papers
</a>
<a
href="https://github.com/hanzoai"
target="_blank"
rel="noopener noreferrer"
className={cn("inline-block bg-transparent px-8 py-4 rounded-lg font-semibold transition-colors", "border border-primary text-foreground hover:bg-accent")}
>
Open Source
</a>
</div>
</motion.div>
</div>
</main>
</div>
);
}