Blog de Hanzo
Modelos de IA de frontera, infraestructura para agentes y la plataforma que impulsa la próxima generación de aplicaciones inteligentes.
Idioma: Español (España)
El comercio headless cuando quien compra es un LLM
Quien compra empieza a ser un agente. Qué exige que un LLM pueda leer, firmar y pagar sin nadie en medio, y qué ofrece Hanzo hoy para conseguirlo.
Vuestra IA está planeando mataros
Por qué los modelos de frontera fallan cuando hay vidas reales en juego, y cómo Hanzo Kai 1.9 impone una seguridad determinista.
Kai 1: decisiones, no completaciones
Kai es el modelo de decisión de Hanzo y se sirve a través de la Hanzo API. Dadle un estado explícito y una pregunta con opciones listadas, y os devuelve una respuesta tipada y calibrada: una elección, una puntuación, un sí o un no, o un aplazamiento razonado.
¿Qué es un modelo de decisión?
Los modelos generativos razonan en párrafos sin coto. Los modelos de decisión deciden en transiciones de estado tipadas y calibradas. He aquí por qué la próxima frontera de la IA no es la generación, sino las decisiones.
Los principales puntos de dolor de las firmas de inversión que resuelve Hanzo AI
Identificad los retos operativos clave del capital privado, el capital riesgo y la gestión de activos, y ved cómo la nube de IA soberana de Hanzo, sus modelos de razonamiento de frontera y sus flujos agénticos agilizan la originación, la diligencia y la ejecución.
El router es el registro
Hanzo Cloud no tiene ningún archivo OpenAPI versionado. La tabla de rutas en vivo es la fuente, proyectada de tres maneras, y un test de biyección hace fallar la compilación si alguna proyección se desvía. 1,362 operaciones en 963 rutas, generadas por proceso en el momento de la petición.
Medio millón de RPS en un GB10: el cuello de botella era la red, no el equipo
Nos propusimos ver a qué velocidad podía ir el plano de datos de nuestra nube en una NVIDIA GB10. La respuesta nos enseñó más sobre las colas de recepción de la NIC que sobre nuestro propio código, y más que duplicó el caudal sobre el mismo cable.
Presentamos Hanzo Datastore: un motor OLAP preparado para lo poscuántico
Un almacén columnar derivado de ClickHouse, reconstruido en torno a la separación de almacenamiento y cómputo sobre Hanzo S3, optimizado con perfiles y en tiempo de enlace hasta quedar en aproximadamente la mitad de la memoria, sin gRPC y con una vía hacia la coordinación poscuántica sin líder.
Acabar con Raft: del consenso de ZooKeeper a Lux Quasar, de forma nativa
Cómo Hanzo Datastore sustituye el motor NuRaft bajo ClickHouse Keeper por Lux Quasar — consenso poscuántico y sin líder, enlazado directamente en el servidor C++ — y conserva la API de ZooKeeper que habla la replicación.
Proof of AI: una nube de código abierto que paga a los desarrolladores sobre los que se ejecuta
Hanzo Cloud se construye sobre Proof of AI — inferencia determinista que cualquier validador puede volver a verificar en cadena — y sobre el compromiso de que el 25% de lo que la nube gana vuelve a los desarrolladores de código abierto cuyo código ejecuta.
Hanzo Brain: grafo de conocimiento que vive primero en local, para agentes
Un único fichero SQLite que tu agente lee desde cada entorno de ejecución. Cero idas y vueltas al LLM en las operaciones del grafo, FTS5 más vectores más extracción de aristas tipadas en el momento de escribir.
Zen: arquitectura MoE de 1T+ parámetros
El LLM insignia de Hanzo: un modelo Mixture of Experts de 1.04T parámetros, fundido a partir de los mejores modelos de lenguaje, con entrenamiento distribuido y atestación del modelo en cadena.
Hanzo publica pruebas formales para la infraestructura de agentes de IA
Pruebas en Lean 4 verificadas por máquina para la seguridad de los agentes, el protocolo MCP, el consenso PoAI y las operaciones de la plataforma
BitDelta: servir 14 modelos Zen desde un solo clúster de GPU
Cómo la compresión delta de 1 bit de BitDelta nos permite servir 14 variantes de modelos Zen desde una infraestructura de GPU compartida: las matemáticas, la arquitectura y las contrapartidas.
De la IA de comercio a los modelos de frontera: la década de infraestructura de Hanzo
Doce años construyendo infraestructura de IA — de un motor de recomendaciones en tiempo real en 2014 a 94+ modelos de frontera y una cadena de bloques poscuántica en 2026. La historia técnica de cómo hemos llegado hasta aquí.
La pila completa del agente de IA: modelos, cómputo y herramientas en una plataforma
Hanzo AI presenta la primera plataforma que reúne más de 100 modelos de IA, cómputo en la nube, acceso a GPU y más de 260 herramientas MCP en una sola cuenta de desarrollador.
GPUs H100 a $3.48/Hour: un 72% más baratas que AWS
Hanzo Bot abre el acceso bajo demanda a GPUs H100 para quienes desarrolláis agentes de IA, a $3.48/hr: un 72% por debajo del precio equivalente de AWS.
Ejecutad agentes de IA por $5/Month: llega Hanzo Bot
Hanzo Bot llega con el alojamiento de agentes de IA más barato del sector: desde $5/mo con crédito gratis, acceso integrado a más de 100 modelos y GPUs H100 a $3.48/hr.
Transcripción de IA un 85% más barata que OpenAI: precios multimodales para quien desarrolla bots
Hanzo Bot ofrece voz a texto a $0.0009/minute, un 85% más barato que OpenAI Whisper, y generación de imágenes al precio más bajo del sector: $0.00013/step.
Análisis a fondo de los precios de Hanzo: cada modelo, cada plan, cada comparación
El desglose completo de los precios de Hanzo en modelos de IA, cómputo en la nube, acceso a GPU y herramientas, con comparativas cara a cara frente a cada gran competidor.
Una API para cada modelo de IA: llega la Hanzo AI Gateway
Hanzo AI lanza la primera pasarela de IA multiproveedor sin margen del sector: una clave de API para 100+ modelos de cada gran proveedor, más 14 modelos Zen propios.
Zen4 Coder: 480B parámetros, un 92% menos activos — el modelo de código MoE
Hanzo AI lanza Zen4 Coder, un modelo de código Mixture of Experts de 480B parámetros que activa solo 35B parámetros por token y entrega inteligencia de código de frontera por una fracción del coste de cómputo.
Cero tarifas de salida: la práctica de precios cloud que tiene que morir
Las tarifas de salida son un impuesto al éxito. Hanzo Network incluye ancho de banda en cada nivel, de 500 GB en el plan de $5 a 120 TB en Ultra, sin cargos por exceso.
Ya disponibles: Qwen3.5-35B-A3B y Mercury 2 — MoE eficiente y razonamiento de frontera
Qwen3.5-35B-A3B (Apache 2.0, MoE multimodal) y Mercury 2 de Inception ya están en la pasarela de Hanzo AI.
Ya disponible: Gemini 3.1 Pro — el modelo de razonamiento de 1M tokens de Google
Gemini 3.1 Pro de Google ya está en la pasarela de Hanzo AI: ventana de contexto de 1M tokens y razonamiento multimodal sobre texto, imágenes, audio, vídeo y código.
Ya disponibles: Claude Sonnet 4.6 y Qwen3.5-397B — MoE multimodal a escala
Claude Sonnet 4.6 y Qwen3.5-397B-A17B ya están en la pasarela de Hanzo AI: lo último de Anthropic junto al mayor modelo MoE multimodal de código abierto.
Ya disponibles: Seed 2.0 de ByteDance y Qwen3-Coder-Next — razonamiento de frontera y agentes de código
Seed 2.0 Pro de ByteDance y Qwen3-Coder-Next de Alibaba ya están en la pasarela de Hanzo AI: razonamiento multimodal de frontera y agentes de código de código abierto.
Ya disponibles: GLM-5 (744B) y MiniMax M2.5 (230B) — dos gigantes de código abierto
GLM-5 y MiniMax M2.5, dos de los mayores modelos de código abierto jamás publicados, ya están en la pasarela de Hanzo AI.
Ya disponibles: Google Gemma 3n y Gemma 3 270M — la IA en el dispositivo se vuelve multimodal
Gemma 3n de Google (multimodal en el dispositivo) y Gemma 3 270M (la Gemma más pequeña hasta ahora) ya están en la pasarela de Hanzo AI.
Ya disponibles: Claude Opus 4.6 y GPT-5.3 Codex en la pasarela de Hanzo
Claude Opus 4.6 de Anthropic y GPT-5.3 Codex de OpenAI ya están en la pasarela de Hanzo AI: la misma API, la misma clave, cero recargo.
Hanzo Cap Table: gestión del capital para startups
Presentamos Hanzo Cap Table: gestión del equity, modelos de escenarios y preparación para el 409A, sin el precio de Carta.
En inglés
Aún sin traducir: estos artículos se abren en inglés.
Introducing Enso — one API, routed to the best frontier intelligence
Enso is Hanzo's learned router: no single frontier model leads every benchmark, so Enso routes each request to the model most likely to win it — and learns from your feedback as it goes. Microsecond routing on a CPU, a transparent per-request meter, and a 1% fee that pays for itself. Here is how it works, the measured results, and the cost-transparency angle a monolith cannot offer.
Route every prompt to the right model — and cut AI cloud costs by up to 90%
Hanzo Router places each request on the cheapest model that can still serve it — reuse a local model for free, load one that fits, or fall through to cloud. Here's the idea, what it feels like in production (qualitative), and the honest cost arithmetic (quantitative) — no fabricated benchmark.
Enterprise Cloud Without Enterprise Pricing: 96 vCPUs at $3,999/Month
Hanzo Network launches Business through Ultra enterprise cloud tiers — dedicated CPU machines from 8 to 96 vCPUs with 71–81% cost advantage over hyperscaler equivalents.
Hanzo Network: 10–54% Cheaper Than DigitalOcean, Lightsail, and Vultr
Hanzo Network launches a developer cloud that undercuts DigitalOcean, AWS Lightsail, Vultr, and Linode by 10–54% — with zero egress fees, DDoS protection, and consistent global pricing included.
Zen4: Abliterated AI Models for Every Scale
Announcing the full Zen4 family: mini (4B) through ultra (1T MoE), all abliterated. Eight models covering every scale from edge to cloud, with no refusal behavior and full capability access.
Introducing Zen4: Open Foundation Models from 4B to 1T+
Zen4 is a complete lineup of open AI models spanning from 4B to over 1 trillion parameters, featuring consumer, coder, and ultra tiers.
Hanzo Browser Extension: AI in Every Tab
Bringing AI capabilities to your browser - summarize pages, answer questions, and automate workflows.
Hanzo Dataroom: Secure Document Sharing with Analytics
Introducing Hanzo Dataroom — secure document sharing with per-page analytics, watermarking, and granular access controls for fundraising and M&A.
Hanzo ML Platform: End-to-End Machine Learning Infrastructure
Announcing the unified Hanzo ML Platform — training, serving, pipelines, feature store, model registry, and evaluation in one integrated system.
Zen Reranker: Neural Reranking at 30x Compression
Zen Reranker delivers 7680-dimensional neural reranking with a 31.87x BitDelta compression ratio, designed for RAG pipelines and integrated with Hanzo and Zoo decentralized search networks.
Hanzo Dev: AI Coding Agent for Your Terminal
Hanzo Dev launches — an AI coding agent that lives in your terminal, understands your codebase, and writes production-quality code.
Zen VL: Vision-Language Models with Function Calling
Zen VL is a family of vision-language models at 4B, 8B, and 30B -- each with instruct and agent variants -- supporting OCR in 32 languages, GUI navigation, spatial grounding, and native function calling with visual context.
Zen Artist: Image Generation Reimagined
Introducing Zen Artist - our multimodal image generation model with unprecedented control and quality.
Zen Omni: Unified Multimodal AI
Zen Omni is a 30B MoE unified multimodal model with Thinker-Talker architecture, handling text, vision, and audio in a single model with real-time speech-to-speech at under 300ms latency.
MCP: 260 Tools for AI Models
How we built 260+ tools using Model Context Protocol, enabling AI models to interact with the world.
Zen Designer: 235B Vision-Language Model
Zen Designer is a 235B MoE vision-language model with 22B active parameters, supporting image analysis, video understanding, OCR in 32 languages, and native design reasoning.
Zen Max: 671B Reasoning Model
Zen Max is a 671B MoE reasoning model with 384 experts, 256K context, and abliterated base weights -- achieving AIME 2025 99.1%, SWE-Bench 71.3%, and BrowseComp 60.2%.
One Billion Dollars in Client Revenue
Hanzo AI has driven over $1 billion in cumulative revenue for our clients through AI-powered marketing and commerce infrastructure.
Zen Coder: Code AI from 4B to 480B
Zen Coder is a family of code-specialized models spanning 4B edge to 480B frontier, with 128K context, extended thinking up to 512K tokens, MCP integration, and support for 100+ programming languages.
Hanzo Operative: Computer Use for AI Agents
Introducing Hanzo Operative — enabling AI agents to use computers like humans: screen capture, mouse, keyboard, and application interaction.
Hanzo Flow: Visual AI Workflow Builder
Hanzo Flow launches — a visual drag-and-drop builder for complex AI workflows. Connect models, tools, and APIs without writing integration code.
Zen Guard: Multilingual AI Safety Classification
Zen Guard is an 8B multilingual safety classifier covering 119 languages and 9 harm categories, with a three-tier severity system and 5ms/token streaming latency.
Introducing Hanzo Console: Unified LLM Observability
Hanzo Console launches — a unified development environment for observing, debugging, and optimizing LLM applications across all providers.
Zen Embedding: #1 Multilingual Retrieval
Zen Embedding reaches #1 on the MTEB multilingual leaderboard with a 70.58 score, supporting 100+ languages and Matryoshka representation learning across four dimension sizes.
Hanzo Experiments: Feature Flags and A/B Testing
Introducing Hanzo Experiments — feature flags, A/B testing, and progressive rollouts with statistical rigor.
Zen Nano: 0.6B Edge AI Model
Zen Nano is a 0.6B on-device AI model built for mobile and embedded deployment, achieving 44K tokens/sec on M3 Max with a 40K context window.
Zen Musician: AI-Generated Music That Sounds Human
Introducing Zen Musician - our AI music generation model that creates original compositions in any style.
Jin 2.0: The Next Generation of Multimodal AI
Announcing Jin 2.0, a major upgrade to our unified multimodal AI architecture with expanded capabilities and improved performance.
Case Study: Keek — AI-Powered Social Media Transformation
How Hanzo integrated AI infrastructure into the Keek social platform — content recommendation, multimodal moderation, and creator tools processing 12M daily content items.
ACI: The AI Compute Infrastructure Network
Introducing ACI, a decentralized network for AI compute that enables trustless, verifiable AI inference.
Zen Video: Generative Video at Scale
Introducing Zen Video - our generative video model for creating high-quality video content from text and images.
Hanzo Partners with Personas Social to Power Keek's AI
Hanzo AI partners with Personas Social Inc. to integrate AI-powered features into the Keek social platform.
Hanzo Notebooks: Managed Jupyter with GPU Access
Introducing Hanzo Notebooks — managed Jupyter workspaces with on-demand GPU access and pre-installed ML frameworks.
Candle: Rust-Native Machine Learning
Introducing our investment in Candle, the Rust ML framework powering Hanzo's next-generation inference.
Hanzo Sign: Electronic Signatures Without the Enterprise Tax
Introducing Hanzo Sign — legally binding electronic signatures with audit trails, templates, and API access at a fraction of DocuSign's price.
Hanzo CX: Complete Customer Experience Platform
Introducing Hanzo CX — a unified customer experience platform with omnichannel inbox, AI-assisted responses, and full conversation history.
Zen Coder: Code Generation That Actually Works
Building Zen Coder - our code generation model trained on real software engineering workflows.
Zen Dub: Voice Cloning and AI Dubbing
How we built Zen Dub - an AI system for voice cloning and automatic dubbing in 100+ languages.
LLM Infrastructure: Running AI at Scale
How we built infrastructure to serve billions of LLM requests for commerce applications.
Hanzo Auto: AI Workflow Automation
Introducing Hanzo Auto — AI-powered workflow automation with 280+ integrations and a visual builder.
Hanzo CRM: Modern Customer Relationship Management
Introducing Hanzo CRM — a modern, AI-enhanced CRM for teams that want to close deals, not manage software.
Zen Agent: Building AI That Actually Does Things
Introducing Zen Agent - our framework for building AI systems that can take action in the real world.
Zen Integration: AI That Follows Your Rules
Introducing Zen, our system for ensuring AI follows business rules, compliance requirements, and brand guidelines.
Hanzo Insights: Product Analytics That Respects Privacy
Introducing Hanzo Insights — product analytics with event tracking, funnels, cohorts, and session replay, without selling user data.
Hanzo Edge: High-Performance API Gateway
Introducing Hanzo Edge — a high-performance API gateway with sub-millisecond routing, rate limiting, and authentication at the edge.
Gym: Distributed Training for the Rest of Us
Introducing Gym - our platform for distributed AI model training that turns the world's GPUs into a supercomputer.
Jin: Unified Multimodal AI Architecture
Introducing Jin, our unified architecture for multimodal AI that powers the next generation of Hanzo intelligence.
LLM Inference at the Edge: Our llama.cpp Journey
How we brought large language models to edge devices using llama.cpp and what we learned along the way.
Hanzo Observability: Metrics, Logs, and Traces in One Platform
Launching the Hanzo Observability stack — unified metrics, logs, and distributed tracing with OpenTelemetry-native ingestion.
hanzo.vim: AI-Powered Vim for Terminal Purists
Bringing AI capabilities to Vim without sacrificing the terminal-native experience.
Identity NFTs: Portable Commerce Identity
Introducing Identity NFTs: blockchain-based portable identity for commerce.
Open Source at Hanzo: Building in Public
Announcing Hanzo's open-source strategy — why we're open-sourcing our core infrastructure and introducing revenue sharing for contributors.
HKE: Hanzo Kubernetes Engine
Launching HKE — managed Kubernetes that eliminates the operational burden without limiting what you can do.
Building Our ML Framework
Why we built a custom ML framework and what we learned along the way.
Case Study: Bellabeat — Scaling a Women's Health Platform
How Hanzo helped Bellabeat scale their women's health wearable platform to $35M in projected revenue through CMO/CTO services, marketing automation, and data analytics.
Hanzo Search: Full-Text Search That Just Works
Introducing Hanzo Search — full-text search with typo tolerance, faceting, and sub-millisecond query times.
Agent SDK: Build Intelligent Assistants
Introducing the Hanzo Agent SDK: tools for building intelligent commerce assistants.
Hanzo Platform: Git Push to Production
Launching Hanzo Platform — a PaaS that deploys your code from git push to production with zero DevOps configuration.
Multi-Modal AI for Commerce
How we are combining vision, language, and structured data for next-generation commerce AI.
Hanzo Tasks and Queues: Durable Background Execution
Launching Hanzo Tasks and Queues — durable workflow execution and message queues for reliable background processing.
Case Study: Damon Motorcycles — 500x ROI Campaign
How Hanzo delivered a 500x ROI marketing campaign for Damon Motorcycles, generating a 230% increase in qualified leads for their electric motorcycles.
The Context Layer: Our Early Work on Multi-Model State Management
How we built a context management protocol for multi-model AI pipelines — early research that shaped how we think about AI state.
Hanzo KMS: Secrets Management Done Right
Introducing Hanzo KMS — end-to-end encrypted secrets management with environment sync, rotation, and audit trails.
Hanzo Storage: S3-Compatible Object Storage
Launching Hanzo Storage — S3-compatible object storage with integrated CDN and no egress fees.
Case Study: Casper — Enterprise Blockchain from Concept to Mainnet
How Hanzo helped Casper Labs architect and launch an enterprise-grade blockchain — from the Rust pivot to mainnet launch and DEVxDAO founding.
Hanzo SQL: Managed PostgreSQL with Zero Ops
Launching Hanzo SQL — managed PostgreSQL with automatic scaling, high availability, and zero operational overhead.
Introducing the Hanzo Agent Framework
Announcing the Hanzo Agent Framework: building blocks for intelligent automation in commerce.
Hanzo Base: Backend-as-a-Service for Modern Applications
Introducing Hanzo Base — a complete backend-as-a-service with database, auth, storage, and realtime capabilities.
Hanzo Cloud: Managed Infrastructure for Commerce
Introducing Hanzo Cloud: fully managed commerce infrastructure with enterprise-grade reliability.
Hanzo DNS and Networking: Programmable Infrastructure
Launching Hanzo DNS and Networking — programmable DNS with service discovery and zero-trust virtual networks.
Webhooks: Real-Time Event Delivery
Announcing Hanzo Webhooks: reliable, secure, real-time event delivery for your integrations.
Case Study: Unikoin Gold — 120,000 ETH Token Launch
How Hanzo helped Unikrn raise 120,000 ETH in their token launch, combining blockchain infrastructure with regulatory compliance across 15+ jurisdictions.
The Hanzo SDK Ecosystem
Announcing official SDKs for JavaScript, Python, Ruby, Go, and PHP, plus the new SDK development kit.
Hanzo Functions: Serverless Compute with Zero Cold Starts
Introducing Hanzo Functions — serverless compute with zero cold starts, built for event-driven commerce workloads.
The Hanzo API Gateway
Introducing the Hanzo API Gateway: unified access, better security, and improved developer experience.
Co-Founding the First SEC-Approved Crowdfunding Token
Hanzo co-founded the first SEC-approved crowdfunding token offering, bridging traditional crowdfunding with tokenized securities.
ML-Powered Analytics: From Dashboards to Decisions
How we are using machine learning to transform analytics from passive reporting to active decision support.
Hanzo Payments: Unified Payment Processing for Global Commerce
Launching Hanzo Payments — unified payment processing with intelligent routing, fraud detection, and multi-currency support.
Checkout 2.0: Conversion Through Simplicity
Announcing Checkout 2.0, our redesigned checkout experience built for maximum conversion.
Hanzo Identity: Authentication That Scales with Your Business
Introducing Hanzo Identity — enterprise-grade authentication and access management built for commerce platforms.
Commerce AI: What We Learned in 2017
Lessons from a year of building and deploying AI systems for commerce.
42 Million in Client Sales: What Techstars Taught Us
Reflecting on Techstars Demo Day and $42M in client sales generated through the Hanzo platform.
Hanzo Joins Techstars '17
Hanzo has been selected for Techstars 2017, accelerating our mission to power intelligent commerce.
Introducing the Hanzo Platform
Crowdstart evolves into Hanzo: a complete commerce platform for the modern era.
AI-Powered Product Recommendations
How we built collaborative filtering and content-based recommendations into the Crowdstart platform.
Hanzo Analytics: Real-Time Intelligence for Commerce
Launching Hanzo Analytics — real-time behavioral intelligence for commerce teams who need answers now, not tomorrow.
Earle: Genetic Algorithms for Marketing Optimization
Introducing Earle, our genetic algorithm system for evolving high-performing marketing campaigns.
Real-Time Analytics: From Data to Decisions
How we built real-time analytics into Crowdstart and what we learned about data-driven commerce.
Astle.js: Reactive Commerce Components
Releasing Astle.js, our open-source library for building reactive commerce interfaces.
Cloud-Native Commerce: Why Architecture Matters
How we built Crowdstart as a cloud-native platform from day one, and why this matters for commerce.
Introducing Crowdstart: Commerce for the Crowdfunding Era
Announcing Crowdstart, a new platform enabling creators to build sustainable businesses from successful crowdfunding campaigns.
PubSub: The Event-Driven Foundation
How we built a publish-subscribe system that became the nervous system of our entire platform.
KV: Distributed State for the Real World
Building a key-value store that could handle the chaos of distributed systems - our second foundational project.
The Datastore: Where It All Began
The first building block of what would become Hanzo - a flexible datastore designed for the next generation of applications.