Hanzo AI

Research Papers

Hanzo AI Research Papers

AI compute infrastructure and market mechanisms for decentralized AI workloads

Active Semantic Optimization (ASO)

Training-Free GRPO for Single-Agent Adaptation

Hanzo AI Research

Training-free adaptation via Bayesian product-of-experts (PoE) decoding with token/embedding-level experiential priors. Foundation for Zoo's DSO multi-agent coordination. Achieves 99.8% cost reduction ($18 vs $10,000+).

ASOGRPOCode GenerationCost Reduction
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Decentralized Semantic Optimization (DSO)

Byzantine-Robust Prior Aggregation

Hanzo AI Research

Decentralized learning protocol with Byzantine fault tolerance and three-layer semantic storage architecture for multi-agent coordination.

DSOByzantine RobustDecentralized Learning
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Hamiltonian Market Maker (HMM)

Oracle-Minimal Pricing for AI Compute Marketplace

Hanzo AI Research

A novel AMM design for heterogeneous compute resources with provably-stable pricing via Hamiltonian invariants. Enables oracle-minimal economic settlement for AI inference and training workloads.

EconomicsDeFiCompute MarketplaceAMM
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Hanzo Network Whitepaper

L1 Blockchain for Decentralized AI Compute

Hanzo AI Team

Comprehensive whitepaper describing Hanzo Network's Layer-1 blockchain infrastructure, integrating HMM for compute pricing and supporting PoAI consensus for quality verification.

BlockchainInfrastructureNetworkArchitecture
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Hanzo Network Architecture

Decentralized AI Compute with Post-Quantum Security

Hanzo AI Team

Network architecture with post-quantum cryptography and physics-inspired LLM routing for decentralized AI compute.

ArchitecturePost-QuantumLLM Routing
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Jin: Unified Multimodal AI Architecture

Vision-Language, Audio, and Cross-Modal Understanding

Hanzo AI Research

Unified architecture for vision-language, audio, and cross-modal understanding in a single multimodal framework.

MultimodalVision-LanguageAudioArchitecture
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Jin: Unified Multimodal Architecture (Extended)

Extended Technical Report

Hanzo AI Research

Extended technical report on the Jin multimodal AI architecture covering implementation details and benchmarks.

MultimodalArchitectureTechnical Report
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Model Context Protocol Server Architecture

Context Management and Tool Execution for AI Systems

Hanzo AI Research

Context management and tool execution for AI systems via the Model Context Protocol with 260+ integrated tools.

MCPContext ManagementTool Use
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Hanzo Agent SDK

Orchestration, Tool Use, and Memory Systems

Hanzo AI Research

Building AI agents with multi-agent coordination, tool use, planning, and persistent memory systems.

AgentsSDKTool UseMemory
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Hanzo ML: Production ML Framework

Model Serving and A/B Testing

Hanzo AI Research

Enterprise ML operations with model versioning, feature stores, and inference infrastructure for production deployment.

MLOpsModel ServingA/B Testing
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Identity NFTs for AI Agents

Capability Tokens for Autonomous Agents

Hanzo AI Research

Token standard for autonomous AI agents with economic agency, identity, and capability delegation.

NFTAI IdentityCapability Tokens
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Hanzo API Gateway

Unified Commerce API Architecture

Hanzo AI Team

API gateway architecture for unified commerce operations and integrations with 100+ provider support.

APIGatewayCommerce
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Hanzo: An AI-First Commerce Platform

AI-Native Commerce Architecture

Hanzo AI Team

AI-native commerce platform architecture and capabilities for next-generation e-commerce.

CommerceAI PlatformE-Commerce
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Machine Learning for Commerce Analytics

Predictive Models for Customer Behavior

Hanzo AI Team

Predictive models for customer behavior using machine learning applied to commerce analytics.

AnalyticsMLPredictions
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Hanzo Checkout

Frictionless Payment Processing

Hanzo AI Team

Modern payment processing architecture for e-commerce with frictionless checkout flows.

PaymentsCheckoutCommerce
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The Hanzo SDK Ecosystem

Multi-Language Commerce Integration

Hanzo AI Team

TypeScript, Python, Go, and Rust SDK architecture for commerce integration.

SDKMulti-LanguageIntegration
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Event-Driven Commerce: Webhook Architecture

Real-Time Event-Driven Integration

Hanzo AI Team

Real-time webhook architecture for event-driven commerce integration and automation.

WebhooksEventsReal-Time
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Astle.js: A Reactive JavaScript SDK

Reactive Commerce Integration

Hanzo AI Team

Reactive JavaScript SDK architecture for commerce applications with observable state management.

JavaScriptSDKReactive
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Crowdstart: A Cloud-Native E-Commerce Platform

Cloud-Native Commerce Architecture

Hanzo AI Team

Cloud-native e-commerce platform design and architecture for scalable commerce operations.

Cloud-NativeE-CommercePlatform
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Earle: Genetic Algorithms for Marketing Optimization

Evolutionary Campaign Optimization

Hanzo AI Team

Evolutionary algorithms applied to marketing campaign optimization for automated A/B testing at scale.

Genetic AlgorithmsMarketingOptimization
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Verus: Real-Time Commerce Analytics at Scale

Streaming Analytics Infrastructure

Hanzo AI Team

Real-time analytics infrastructure for commerce at scale with streaming processing and dashboards.

AnalyticsReal-TimeScale
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About Hanzo AI Inc (Techstars '17)

AI compute infrastructure and market mechanisms for decentralized AI workloads

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