Hanzo 博客
前沿 AI 模型、智能体基础设施，以及驱动下一代智能应用的平台。
在智能体大模型时代把无头电商准备好
买家正在变成智能体。要让大语言模型在没有人介入时读得懂、签得了名、付得了款，需要什么，以及 Hanzo 今天为此交付了什么。
你的 AI 正计划杀死你
前沿模型在真实人命悬于一线时为何失败，以及 Hanzo Kai 1.9 如何强制确定性安全。
Kai 1：要的是决策，不是补全
Kai 是 Hanzo 的决策模型，由 Hanzo API 提供。给出明确的状态和带有选项的问题，它会返回带类型、经过校准的答案——一次选择、一个分数、一个是/否，或一次有理由的暂缓。
什么是决策模型？
生成模型在不受约束的段落中推理。决策模型在带类型、经过校准的状态转移中做决定。这就是为什么人工智能的下一前沿不是生成，而是决策。
Hanzo AI 解决的投资机构核心痛点
识别私募股权、风险投资与资产管理中的关键运营挑战，并了解 Hanzo 的主权人工智能云、前沿推理模型与智能体工作流如何让项目挖掘、尽职调查与执行更加顺畅。
路由器就是注册表
Hanzo Cloud 没有签入的 OpenAPI 文件。活的路由表才是源头，以三种方式投影，任一投影漂移，双射测试就让构建失败。963 条路径上的 1,362 个操作，在请求时按进程生成。
GB10 上每秒五十万次请求：瓶颈在网络，不在机器
我们想看看云数据平面在 NVIDIA GB10 上能跑多快。答案教给我们的，与其说是我们自己的代码，不如说是网卡接收队列——而且在同一根线上，吞吐量翻了一倍还多。
今日正式发布 Hanzo Datastore：面向后量子时代的列式 OLAP 分析引擎
由 ClickHouse 派生的列式数仓，围绕 Hanzo S3 上的存储与计算分离重新构建，经配置文件引导优化与链接时优化后，常驻内存大约降到一半，并移除了 gRPC，同时留出通往无主后量子协调的路径。
在同一进程里终结 Raft：用无领导者的后量子共识 Lux Quasar 换下 ZooKeeper 的共识引擎
本文说明 Hanzo Datastore 如何把 ClickHouse Keeper 底下的 NuRaft 引擎换成 Lux Quasar。换上的是后量子、没有单一领导者的共识，直接链进同一套 C++ 服务器，复制层继续调用原来的 ZooKeeper 接口，调用方式保持不变。
人工智能之证：向自己所运行的开源开发者付费的云
Hanzo Cloud 建在人工智能之证上——任何验证者都能在链上重验的确定性推理——也建在一项承诺上：云赚到的 25% 流回它真正跑着的那些开源代码的开发者。
Hanzo Brain：面向智能体的本地优先知识图谱
一个 SQLite 文件，你的智能体从每个运行时读取它。图操作不做语言模型往返，写入时同时做 FTS5、向量和带类型边的抽取。
Zen：1T+ 参数的混合专家架构
Hanzo 的旗舰语言模型：由顶尖语言模型融合而成的 1.04 万亿参数混合专家模型，带有分布式训练和链上模型证明。
Hanzo 发布 AI 智能体基础设施的形式化证明
面向智能体安全、MCP 协议、PoAI 共识与平台运维的、经机器检验的 Lean 4 证明
BitDelta：从一个图形处理器集群提供 14 个 Zen 模型
BitDelta 的 1 比特增量压缩，让我们能从共享的图形处理器基础设施提供 14 个 Zen 模型变体——数学、架构与取舍。
从商务 AI 到前沿模型：Hanzo 的基础设施十年
搭建 AI 基础设施的 12 年：从 2014 年的实时推荐引擎，到 2026 年的 94+ 前沿模型与后量子区块链。这是我们如何走到这里的技术故事。
完整的 AI 智能体栈：模型、算力与工具，在一个平台上
Hanzo AI 推出第一个把 100 多个 AI 模型、云算力、GPU 访问和 260 多个 MCP 工具放进同一个开发者账户的平台。
按每小时 $3.48 提供 H100 显卡，比 AWS 便宜 72%
Hanzo Bot 以 $3.48/小时向 AI 智能体开发者开放按需 H100 GPU，比 AWS 的同等价格低 72%。
每月 $5 起，把模型、算力和工具放进同一个 AI 智能体平台：Hanzo Bot
Hanzo Bot 以业内最便宜的 AI 智能体托管上线——从 $5/月起，含免费额度，集成访问 100 多个模型，以及 $3.48/小时的 H100 GPU。
AI 转写比 OpenAI 便宜 85%：面向机器人开发者的多模态价格
Hanzo Bot 以 $0.0009/分钟提供语音转文字——比 OpenAI Whisper 便宜 85%——图像生成则是行业最低的 $0.00013/步。
Hanzo 定价深度解析：每一种模型、每一种方案、每一次比较
全面拆解 Hanzo 在 AI 模型、云计算、GPU 访问和工具上的定价，并与每一家主要竞品做正面比较。
一个接口覆盖所有 AI 模型：Hanzo AI 网关上线
Hanzo AI 推出业界首个零加价的多提供商 AI 网关——一把 API 密钥调用各大提供商的 100+ 模型，外加 14 个自有 Zen 模型。
Zen4 Coder：480B 参数里，真正动用的少了 92%，面向代码的专家混合模型
Hanzo AI 发布 Zen4 Coder，一个 480B 参数的 Mixture of Experts 代码模型，每个 token 只激活 35B 参数——以计算成本的一小部分提供前沿代码智能。
零出站费：该消亡的云定价做法
出站费是对成功征税。Hanzo Network 在每一档都包含带宽——从 $5 方案的 500 GB 到 Ultra 的 120 TB——没有超量费用。
现已上线并可调用：高效混合专家与前沿推理模型 Qwen3.5-35B-A3B 与 Mercury 2
Qwen3.5-35B-A3B（Apache 2.0，多模态 MoE）与 Inception 的 Mercury 2 现已在 Hanzo AI 网关提供。两者都通过同一密钥调用，不必另开账户，也不必换一套计费。
现已上线并可在网关使用：Google 的 1M 词元多模态推理模型 Gemini 3.1 Pro
Google 的 Gemini 3.1 Pro 现已在 Hanzo AI 网关提供——具备 1M 词元上下文窗口，以及跨越文本、图像、音频、视频与代码的多模态推理。
现已上线可供调用：大规模多模态混合专家模型 Claude Sonnet 4.6 与 Qwen3.5-397B
Claude Sonnet 4.6 与 Qwen3.5-397B-A17B 现已在 Hanzo AI 网关提供——Anthropic 的最新模型，以及最大的开源多模态 MoE 模型。两者都通过同一密钥调用，不必另开账户。
现已上线可供使用的两个新模型：前沿多模态推理与开源代码智能体 ByteDance Seed 2.0 与 Qwen3-Coder-Next
ByteDance 的 Seed 2.0 Pro 与阿里巴巴的 Qwen3-Coder-Next 现已在 Hanzo AI 网关提供——前沿多模态推理与开源代码智能体。两者都已接入同一网关，无需另开账户。
现已上线：参数规模空前的两个开源巨头 GLM-5（744B）与 MiniMax M2.5（230B）
GLM-5 与 MiniMax M2.5——有史以来发布的最大开源模型中的两个——现已通过 Hanzo AI 网关提供。
现已上线可供使用：面向端侧的多模态人工智能，Google Gemma 3n 与史上最小的 Gemma 3 270M
Google 的 Gemma 3n（端侧多模态）与 Gemma 3 270M（史上最小的 Gemma）现已在 Hanzo AI 网关提供。两者都适合在手机和边缘设备上运行。
现已上线并可立即调用：零加价的同一接口与同一密钥，Hanzo 网关上的旗舰模型 Claude Opus 4.6 与代码模型 GPT-5.3 Codex
Anthropic 的 Claude Opus 4.6 与 OpenAI 的 GPT-5.3 Codex 现已通过 Hanzo AI 网关提供——同一 API、同一密钥、零加价。两者都在发布后不久即可从同一入口调用。
Hanzo Cap Table：面向初创公司的股权管理
推出 Hanzo Cap Table。用它管理股权、测算融资情景，并为四百零九Ａ评估做好准备，而不必支付 Carta 那样的年费。
英文
尚未翻译：这些文章会以英文打开。
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.