Hanzo AI

Research Papers

55 papers

Hanzo AIResearch Papers

AI compute infrastructure and market mechanisms for decentralized AI workloads

Active Semantic Optimization (ASO)

Training-Free GRPO for Single-Agent Adaptation

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+).

Hanzo AI Research
ASOGRPOCode GenerationCost Reduction
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HIP-002 SpecificationZoo DSO (builds on ASO)

Decentralized Semantic Optimization (DSO)

Byzantine-Robust Prior Aggregation

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

Hanzo AI Research
DSOByzantine RobustDecentralized Learning
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Hamiltonian Market Maker (HMM)

Oracle-Minimal Pricing for AI Compute Marketplace

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.

Hanzo AI Research
EconomicsDeFiCompute MarketplaceAMM
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HIP-004 SpecificationHanzo Network

Hanzo Network Whitepaper

L1 Blockchain for Decentralized AI Compute

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

Hanzo AI Team
BlockchainInfrastructureNetworkArchitecture
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Hanzo Network Architecture

Decentralized AI Compute with Post-Quantum Security

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

Hanzo AI Team
ArchitecturePost-QuantumLLM Routing
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Jin: Unified Multimodal AI Architecture

Vision-Language, Audio, and Cross-Modal Understanding

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

Hanzo AI Research
MultimodalVision-LanguageAudioArchitecture
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Jin: Unified Multimodal Architecture (Extended)

Extended Technical Report

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

Hanzo AI Research
MultimodalArchitectureTechnical Report
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Model Context Protocol Server Architecture

Context Management and Tool Execution for AI Systems

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

Hanzo AI Research
MCPContext ManagementTool Use
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Hanzo Agent SDK

Orchestration, Tool Use, and Memory Systems

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

Hanzo AI Research
AgentsSDKTool UseMemory
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Hanzo ML: Production ML Framework

Model Serving and A/B Testing

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

Hanzo AI Research
MLOpsModel ServingA/B Testing
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Identity NFTs for AI Agents

Capability Tokens for Autonomous Agents

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

Hanzo AI Research
NFTAI IdentityCapability Tokens
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Hanzo API Gateway

Unified Commerce API Architecture

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

Hanzo AI Team
APIGatewayCommerce
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Hanzo: An AI-First Commerce Platform

AI-Native Commerce Architecture

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

Hanzo AI Team
CommerceAI PlatformE-Commerce
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Machine Learning for Commerce Analytics

Predictive Models for Customer Behavior

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

Hanzo AI Team
AnalyticsMLPredictions
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Hanzo Checkout

Frictionless Payment Processing

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

Hanzo AI Team
PaymentsCheckoutCommerce
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The Hanzo SDK Ecosystem

Multi-Language Commerce Integration

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

Hanzo AI Team
SDKMulti-LanguageIntegration
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Event-Driven Commerce: Webhook Architecture

Real-Time Event-Driven Integration

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

Hanzo AI Team
WebhooksEventsReal-Time
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Astle.js: A Reactive JavaScript SDK

Reactive Commerce Integration

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

Hanzo AI Team
JavaScriptSDKReactive
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Crowdstart: A Cloud-Native E-Commerce Platform

Cloud-Native Commerce Architecture

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

Hanzo AI Team
Cloud-NativeE-CommercePlatform
PDFSource

Earle: Genetic Algorithms for Marketing Optimization

Evolutionary Campaign Optimization

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

Hanzo AI Team
Genetic AlgorithmsMarketingOptimization
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Verus: Real-Time Commerce Analytics at Scale

Streaming Analytics Infrastructure

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

Hanzo AI Team
AnalyticsReal-TimeScale
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Hanzo LLM Gateway

Unified Proxy for 100+ AI Providers

Unified LLM proxy supporting 100+ providers with intelligent routing, cost optimization, and observability.

Hanzo AI Research
LLMGatewayAI ProvidersRouting
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Hanzo Operative: Computer Use for AI

Browser and Desktop Automation for AI Agents

Computer use framework enabling AI agents to operate browsers and desktops autonomously with vision-based interaction.

Hanzo AI Research
Computer UseAutomationAI AgentsVision
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Hanzo Chat: Multi-Model AI Interface

14 Zen Models with MCP Tool Integration

AI chat platform supporting 14 Zen models and 100+ third-party providers with MCP tool integration.

Hanzo AI Research
ChatMulti-ModelMCPInterface
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Hanzo Search: AI-Powered Search Engine

Generative Search with Real-Time UI

AI-powered search engine with generative UI, real-time results, and semantic understanding.

Hanzo AI Research
SearchAIGenerative UISemantic
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Hanzo Flow: Visual Workflow Builder

Visual AI Pipeline Orchestration

Visual workflow builder for AI pipeline orchestration with drag-and-drop composition.

Hanzo AI Research
WorkflowVisualOrchestrationPipeline
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Hanzo Platform: PaaS Infrastructure

Platform-as-a-Service for AI Workloads

Platform-as-a-Service infrastructure for deploying and managing AI workloads at scale.

Hanzo AI Research
PaaSInfrastructureDeploymentCloud
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Hanzo Candle: Rust ML Framework

High-Performance Tensor Operations in Rust

Rust-based ML framework with tensor operations, neural network layers, and GPU acceleration.

Hanzo AI Research
RustML FrameworkTensorGPU
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Hanzo ACI: AI Chain Infrastructure

Blockchain for Decentralized AI Operations

Blockchain infrastructure for decentralized AI compute, model verification, and inference consensus.

Hanzo AI Research
BlockchainAIDecentralized ComputeConsensus
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The Zen AI Model Family

Democratizing AI Through Efficient Architecture

Technical overview of the full Zen model family and architecture whitepaper covering 600M to 1T+ parameters.

Hanzo AI Inc · Zoo Labs Foundation
ZenOverviewArchitectureModel Family
PDFSource
Model HubDocumentation

Zen Coder: Agentic Code Generation Models

4B-1T Parameter Code Generation

Code generation models with agentic capabilities across parameter scales from 4B to 1T.

Hanzo AI Inc · Zoo Labs Foundation
ZenCoderCode GenerationAgentic
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Zen-Omni: Multimodal Text Model

Multimodal Text Understanding and Generation

Multimodal text understanding and generation across modalities in a unified architecture.

Hanzo AI Inc · Zoo Labs Foundation
ZenOmniMultimodalText
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Zen-Next: Flagship Model

Next-Generation Frontier Model

Next-generation flagship model technical report covering architecture innovations and benchmark results.

Hanzo AI Inc · Zoo Labs Foundation
ZenFlagshipNext-GenModel
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Zen-Nano: Mobile and IoT Intelligence

Ultra-Efficient Models for Edge Deployment

Ultra-efficient models for mobile and IoT deployment with minimal resource requirements.

Hanzo AI Inc · Zoo Labs Foundation
ZenNanoMobileIoT
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Zen-Eco: Consumer Hardware Models

Optimized for Consumer-Grade Hardware

Models optimized for consumer-grade hardware with excellent quality-to-compute ratio.

Hanzo AI Inc · Zoo Labs Foundation
ZenEcoConsumerEfficient
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Zen-Artist: Text-to-Image Generation

High-Quality Image Synthesis

Text-to-image generation model with high-quality synthesis and artistic control.

Hanzo AI Inc · Zoo Labs Foundation
ZenArtistText-to-ImageGeneration
PDFSource

Zen-Artist-Edit: Image Editing and Inpainting

Instruction-Following Image Editing

Image editing and inpainting capabilities with instruction-following for precise modifications.

Hanzo AI Inc · Zoo Labs Foundation
ZenArtistImage EditingInpainting
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Zen-Designer-Instruct: Design Generation

Instruction-Following Design Model

Instruction-following design generation model for professional design workflows.

Hanzo AI Inc · Zoo Labs Foundation
ZenDesignerInstructDesign
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Zen-Designer-Thinking: Visual Reasoning

Visual Reasoning and Analysis

Visual reasoning and analysis for design tasks with chain-of-thought design understanding.

Hanzo AI Inc · Zoo Labs Foundation
ZenDesignerVisual ReasoningAnalysis
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Zen-Scribe: Speech Recognition and Transcription

Multi-Language Speech-to-Text

Speech recognition and transcription model with multi-language support and high accuracy.

Hanzo AI Inc · Zoo Labs Foundation
ZenScribeSpeechTranscription
PDFSource

Zen-Guard: Multilingual Safety Moderation

AI Safety and Content Moderation

Safety and content moderation across languages for responsible AI deployment.

Hanzo AI Inc · Zoo Labs Foundation
ZenGuardSafetyModeration
PDFSource

Zen-Reranker: 7680-Dimensional Embeddings

Semantic Optimization with BitDelta Compression

High-dimensional embeddings with BitDelta compression for semantic search and retrieval optimization.

Hanzo AI Inc · Zoo Labs Foundation
ZenRerankerEmbeddings7680-Dim
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Zen-Agent: Autonomous AI Agent Model

Planning, Reasoning, and Tool Use

Autonomous AI agent model with planning, reasoning, and tool use capabilities.

Hanzo AI Inc · Zoo Labs Foundation
ZenAgentPlanningTool Use
PDFSource

Zen-3D: 3D Scene Generation

Text-to-3D and Image-to-3D Synthesis

3D scene generation from text and image inputs with high-fidelity synthesis.

Hanzo AI Inc · Zoo Labs Foundation
Zen3DGenerationSynthesis
PDFSource

Zen-World: World Model

Predictive World Simulation

Predictive world model for simulation and planning in complex environments.

Hanzo AI Inc · Zoo Labs Foundation
ZenWorld ModelSimulationPrediction
PDFSource

Zen-Foley: Sound Effects Generation

AI-Powered Foley and Sound Design

AI-powered foley and sound effects generation for film, games, and media production.

Hanzo AI Inc · Zoo Labs Foundation
ZenAudioSound EffectsFoley
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Zen-Musician: Music Generation

Composition and Arrangement AI

AI music generation model for composition, arrangement, and production.

Hanzo AI Inc · Zoo Labs Foundation
ZenMusicGenerationComposition
PDFSource

Zen-Voyager: Embodied AI Navigation

Autonomous Exploration and Navigation

Embodied AI model for autonomous exploration and navigation in physical and virtual environments.

Hanzo AI Inc · Zoo Labs Foundation
ZenEmbodied AINavigationExploration
PDFSource

Zen Technical Architecture

MoDE Architecture and Training Methodology

Technical architecture report covering the MoDE (Mixture of Diverse Experts) design and training methodology.

Hanzo AI Inc · Zoo Labs Foundation
ZenArchitectureMoDETechnical Report
PDFSource

Zen-Reasoning: Chain-of-Thought Models

Advanced Mathematical and Logical Reasoning

Chain-of-thought reasoning model for advanced mathematical and logical problem solving.

Hanzo AI Inc · Zoo Labs Foundation
ZenReasoningCoTMathematics
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Zen-Medical: Clinical AI Models

Medical Diagnosis and Clinical Decision Support

Clinical AI model for medical diagnosis and clinical decision support systems.

Hanzo AI Inc · Zoo Labs Foundation
ZenMedicalClinicalDiagnosis
PDFSource

Zen-Voice-Clone: Voice Synthesis

Zero-Shot Voice Cloning and TTS

Zero-shot voice cloning and text-to-speech synthesis with high fidelity.

Hanzo AI Inc · Zoo Labs Foundation
ZenVoiceTTSCloning
PDFSource

Zen-Translator: Neural Machine Translation

Multilingual Translation Across 100+ Languages

Neural machine translation model supporting 100+ languages with high quality.

Hanzo AI Inc · Zoo Labs Foundation
ZenTranslationNMTMultilingual
PDFSource

Zen-Video: Video Generation

Text-to-Video and Video Editing

Text-to-video generation and video editing model with temporal consistency.

Hanzo AI Inc · Zoo Labs Foundation
ZenVideoGenerationEditing
PDFSource

Zen-Director: AI Film Production

Scene Composition and Cinematography AI

AI-powered film production model for scene composition and cinematography.

Hanzo AI Inc · Zoo Labs Foundation
ZenFilmDirectorCinematography
PDFSource