Blog de Hanzo
Modelos de IA de frontera, infraestructura para agentes y la plataforma que impulsa la próxima generación de aplicaciones inteligentes.
Idioma: Español (Latinoamérica)
Comercio headless listo para compradores que son agentes
Los compradores se están volviendo agentes. Qué hace falta para que un LLM pueda leer, firmar y pagar sin una persona de por medio, y qué entrega Hanzo hoy para eso.
La IA de ustedes está planeando matarlos
Por qué los modelos de frontera fallan cuando hay vidas reales de por medio, y cómo Hanzo Kai 1.9 hace cumplir una seguridad determinista.
Kai 1: decidir, no completar
Kai es el modelo de decisión de Hanzo, servido por la Hanzo API. Denle un estado explícito y una pregunta con opciones, y les devuelve una respuesta tipada y calibrada: una elección, un puntaje, un sí o un no, o un aplazamiento con fundamento.
¿A qué llamamos un modelo de decisión?
Los modelos generativos razonan con párrafos sin restricción. Los modelos de decisión deciden con transiciones de estado tipadas y calibradas. Por eso la próxima frontera de la IA no pasa por generar texto, sino por decidir.
Qué traba a las firmas de inversión y cómo lo resuelve Hanzo AI
Los desafíos de operación en capital privado, capital de riesgo y administración de activos, y cómo la nube soberana de inteligencia artificial de Hanzo, sus modelos de razonamiento de frontera y sus flujos con agentes ordenan el sourcing, la diligencia y la ejecución.
El enrutador es el padrón
Hanzo Cloud no guarda un archivo OpenAPI en el repositorio. La tabla viva de rutas es la fuente, proyectada de tres formas, y una prueba de biyección hace fallar el build si alguna proyección se corre. 1,362 operaciones en 963 rutas, generadas por proceso al momento del pedido.
Medio millón de RPS en un GB10: el cuello de botella fue la red, no la máquina
Quisimos ver qué tan rápido podía ir el plano de datos de nuestra nube en una NVIDIA GB10. La respuesta nos enseñó más de las colas de recepción de la NIC que de nuestro propio código, y más que duplicó el throughput sobre el mismo cable.
Llegó Hanzo Datastore: un motor OLAP listo para la era poscuántica
Un depósito columnar heredado de ClickHouse, rearmado alrededor de la separación entre almacenamiento y procesamiento sobre Hanzo S3, optimizado por perfiles y en tiempo de enlace hasta cerca de la mitad de la memoria, con gRPC fuera y un camino hacia la coordinación poscuántica sin líder.
Matar Raft: del consenso ZooKeeper al Lux Quasar nativo
Cómo Hanzo Datastore reemplaza el motor NuRaft que está debajo de ClickHouse Keeper por Lux Quasar — consenso poscuántico, sin líder, vinculado directo en el servidor C++ — y deja la API de ZooKeeper que la replicación sigue hablando.
Proof of AI: una nube open source que les paga a los desarrolladores con cuyo código corre
Hanzo Cloud está armado sobre Proof of AI — inferencia determinista que cualquier validador puede volver a verificar on-chain — y sobre el compromiso de que el 25% de lo que la nube gana regresa a los desarrolladores open source cuyo código corre.
Hanzo Brain: el grafo de conocimiento que el agente tiene primero en la computadora
Un solo archivo SQLite que su agente lee desde cada tiempo de ejecución. Cero viajes de ida y vuelta al LLM para las operaciones del grafo; FTS5, vectores y extracción de aristas tipadas al momento de escribir.
Zen: la arquitectura MoE que pasa de 1T parámetros
El LLM bandera de Hanzo: un Mixture of Experts de 1.04T parámetros, fusionado desde los modelos de lenguaje que mejor rinden, con entrenamiento distribuido y atestación del modelo on-chain.
Hanzo ya publicó las pruebas formales de su infraestructura de agentes de IA
Pruebas en Lean 4 chequeadas por máquina para la seguridad de los agentes, el protocolo MCP, el consenso PoAI y la operación de la plataforma
BitDelta: cómo servir 14 modelos Zen desde un solo cluster de GPU
Cómo la compresión de deltas a 1 bit de BitDelta nos deja servir 14 variantes de modelos Zen sobre infraestructura de GPU compartida: la matemática, la arquitectura y los tradeoffs.
Del comercio con IA a los modelos de frontera: una década de infraestructura de Hanzo
Doce años armando infraestructura de IA — de un motor de recomendaciones en tiempo real en 2014 a 94+ modelos de frontera y una blockchain post-cuántica en 2026. La historia técnica de cómo llegamos hasta acá.
El stack completo del agente de IA: modelos, cómputo y herramientas en una sola plataforma
Hanzo AI presenta la primera plataforma que junta más de 100 modelos de IA, cómputo en la nube, acceso a GPU y más de 260 herramientas MCP bajo una sola cuenta de desarrollador.
GPUs H100 por $3.48/Hour, 72% más baratas que en AWS
Hanzo Bot habilita GPUs H100 bajo demanda para desarrolladores de agentes de IA a $3.48/hr, un 72% menos que el precio equivalente en AWS.
Corra agentes de IA por $5/Month: les presentamos Hanzo Bot
Hanzo Bot sale con el hosting de agentes de IA más barato de la industria: desde $5/mo con crédito gratis, acceso integrado a más de 100 modelos y GPUs H100 a $3.48/hr.
Transcripción con IA 85% más barata que OpenAI: precios multimodales para quienes hacen bots
Hanzo Bot entrega voz a texto a $0.0009/minute — 85% más barato que OpenAI Whisper — y generación de imágenes al precio más bajo de la industria, $0.00013/step.
Precios de Hanzo a fondo: cada modelo, cada plan y cada comparación
El desglose completo de los precios de Hanzo en modelos de IA, cómputo en el cloud, acceso a GPU y herramientas, con comparaciones frente a frente contra cada competidor grande.
Una sola API para todos los modelos de IA: presentamos la Hanzo AI Gateway
Hanzo AI presenta el primer gateway de IA multiproveedor sin sobreprecio de la industria: una llave de API para 100+ modelos de todos los proveedores grandes, más 14 modelos Zen propios.
Zen4 Coder: 480B parámetros y 92% menos activos — el modelo de código MoE
Hanzo AI presenta Zen4 Coder, un modelo de código Mixture of Experts de 480B parámetros que activa solamente 35B parámetros por token: inteligencia de código de frontera por una fracción del costo de cómputo.
Cero cargos de egreso: la práctica de precios de la nube que tiene que desaparecer
Los cargos de egreso son un impuesto al éxito. Hanzo Network incluye ancho de banda en cada nivel, desde 500 GB en el plan de $5 hasta 120 TB en Ultra, sin cobros por excedente.
Ahora en el catálogo: Qwen3.5-35B-A3B y Mercury 2, MoE eficiente y razonamiento de punta
Qwen3.5-35B-A3B (Apache 2.0, MoE multimodal) y Mercury 2, de Inception, ya se pueden usar en la puerta de enlace de Hanzo AI.
Ahora se puede usar Gemini 3.1 Pro, el modelo de razonamiento de Google con ventana de 1M tokens
Gemini 3.1 Pro de Google ya se puede usar en la puerta de enlace de Hanzo AI, con una ventana de contexto de 1M tokens y razonamiento multimodal entre texto, imágenes, audio, video y código.
Ya se pueden usar Claude Sonnet 4.6 y Qwen3.5-397B: MoE multimodal a gran escala
Claude Sonnet 4.6 y Qwen3.5-397B-A17B ya se pueden usar en la puerta de enlace de Hanzo AI. Lo último de Anthropic, al lado del modelo MoE multimodal de código abierto más grande.
Ya se pueden usar Seed 2.0 de ByteDance y Qwen3-Coder-Next: razonamiento de punta y agentes de código
Seed 2.0 Pro de ByteDance y Qwen3-Coder-Next de Alibaba ya se pueden usar en la puerta de enlace de Hanzo AI, con razonamiento multimodal de punta y agentes de código de código abierto.
Ya se pueden usar GLM-5 (744B) y MiniMax M2.5 (230B), dos gigantes de código abierto
GLM-5 y MiniMax M2.5, dos de los modelos de código abierto más grandes que se han publicado, ya se pueden usar en la puerta de enlace de Hanzo AI.
Ahora se pueden usar 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 chica hasta ahora) ya se pueden usar en la puerta de enlace de Hanzo AI.
Claude Opus 4.6 y GPT-5.3 Codex ya se pueden usar en la puerta de enlace de Hanzo
Claude Opus 4.6 de Anthropic y GPT-5.3 Codex de OpenAI ya se pueden usar en la puerta de enlace de Hanzo AI: la misma API, la misma clave, sin sobreprecio.
Hanzo Cap Table: el cap table para startups, sin el precio de Carta
Llega Hanzo Cap Table: gestión del equity, escenarios y preparación para el 409A, a un precio pensado para startups.
En inglés
Todavía sin traducir: estas publicaciones 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.