Blog Hanzo
Model AI terdepan, infrastruktur agen, dan platform yang menjalankan generasi berikutnya dari aplikasi cerdas.
Bahasa: Bahasa Indonesia
Menyiapkan perdagangan headless untuk era LLM yang bertindak sebagai agen
Pembeli berubah menjadi agen. Apa yang diperlukan agar sebuah bisnis dapat dibaca, ditandatangani, dan dibayar oleh LLM tanpa manusia di dalam lingkaran, dan apa yang Hanzo sediakan untuk itu hari ini.
AI Anda sedang merencanakan untuk membunuh Anda
Mengapa model garis depan gagal ketika nyawa sungguhan menjadi taruhan, dan bagaimana Hanzo Kai 1.9 menegakkan keselamatan yang deterministik.
Kai 1: Keputusan, bukan pelengkapan
Kai adalah model keputusan Hanzo yang disajikan oleh Hanzo API. Beri dia keadaan yang eksplisit dan pertanyaan yang opsinya terdaftar, dan dia mengembalikan jawaban yang bertipe serta terkalibrasi — sebuah pilihan, skor, ya atau tidak, atau penangguhan yang beralasan.
Apa Itu Model Keputusan?
Model generatif menalar dalam paragraf yang tidak dibatasi. Model keputusan memutuskan dalam transisi keadaan yang bertipe dan terkalibrasi. Inilah mengapa batas berikutnya dari AI bukanlah pembangkitan, melainkan keputusan.
Titik nyeri utama firma investasi yang diselesaikan Hanzo AI
Kenali tantangan operasional utama dalam ekuitas privat, modal ventura, dan manajemen aset — serta temukan bagaimana cloud AI berdaulat Hanzo, model penalaran terdepan, dan alur kerja agen mengefisienkan pencarian, uji tuntas, dan eksekusi.
Router adalah registri
Hanzo Cloud tidak punya berkas OpenAPI yang di-check-in. Tabel rute yang hidup adalah sumbernya, diproyeksikan dengan tiga cara, dan uji bijeksi menggagalkan build jika ada proyeksi yang menyimpang. 1,362 operasi pada 963 path, dihasilkan per proses pada saat permintaan.
Setengah Juta RPS di GB10: Penghambatnya Jaringan, Bukan Mesinnya
Kami ingin melihat seberapa cepat bidang data cloud kami bisa berjalan di NVIDIA GB10. Jawabannya lebih banyak mengajar kami tentang antrean terima NIC daripada tentang kode kami sendiri — dan lebih dari menggandakan throughput pada kabel yang sama.
Memperkenalkan Hanzo Datastore: mesin OLAP kolom yang siap untuk era pascakuantum
Gudang kolom turunan ClickHouse, dibangun ulang di sekitar pemisahan penyimpanan dan komputasi pada Hanzo S3, dioptimalkan dengan panduan profil dan saat penautan hingga kira-kira separuh memori, dengan gRPC dicabut dan jalur menuju koordinasi pascakuantum tanpa pemimpin.
Mematikan Raft: dari konsensus ZooKeeper ke Lux Quasar, tertaut secara native
Bagaimana Hanzo Datastore mengganti mesin NuRaft di bawah ClickHouse Keeper dengan Lux Quasar — konsensus pasca-kuantum tanpa pemimpin yang ditautkan langsung ke server C++ — sambil mempertahankan ZooKeeper API yang dipakai replikasi.
Proof of AI: Cloud Sumber Terbuka yang Membayar Pengembang yang Menjalankannya
Hanzo Cloud dibangun di atas Proof of AI — inferensi deterministik yang bisa diverifikasi ulang oleh validator mana pun di rantai — dan di atas komitmen bahwa 25% dari yang dihasilkan cloud mengalir kembali ke pengembang sumber terbuka yang kodenya dijalankannya.
Hanzo Brain: Graf Pengetahuan yang Lokal Duluan untuk Agen
Satu berkas SQLite yang dibaca agen Anda dari setiap runtime. Nol perjalanan pulang-pergi LLM untuk operasi graf, FTS5 plus vektor plus ekstraksi sisi bertipe pada saat menulis.
Zen: Arsitektur MoE dengan Parameter 1T+
LLM unggulan Hanzo — model Mixture of Experts berparameter 1.04 triliun yang dilebur dari model bahasa teratas, dengan pelatihan terdistribusi dan atestasi model di rantai.
Hanzo merilis bukti formal untuk infrastruktur agen AI
Bukti Lean 4 yang diperiksa mesin untuk keamanan agen, protokol MCP, konsensus PoAI, dan operasi platform
BitDelta: Menyajikan 14 Model Zen dari Satu Kluster GPU
Bagaimana kompresi delta 1-bit BitDelta memungkinkan kita menyajikan 14 varian model Zen dari infrastruktur GPU bersama — matematikanya, arsitekturnya, dan pertukarannya.
Dari AI Niaga ke Model Terdepan: Dekade Infrastruktur Hanzo
Dua belas tahun membangun infrastruktur AI — dari mesin rekomendasi waktu nyata pada 2014 hingga 94+ model terdepan dan blockchain pascakuantum pada 2026. Kisah teknis tentang bagaimana kami sampai di sini.
Tumpukan agen AI yang lengkap: model, komputasi, dan alat dalam satu platform
Hanzo AI memperkenalkan platform pertama yang menggabungkan 100+ model AI, komputasi awan, akses GPU, dan 260+ alat MCP di bawah satu akun pengembang.
GPU H100 seharga $3.48/jam — 72% lebih murah daripada AWS
Hanzo Bot membuka akses GPU H100 sesuai permintaan bagi pengembang agen AI seharga $3.48/jam — 72% lebih rendah dari harga setara AWS.
Jalankan agen AI seharga $5/bulan: memperkenalkan Hanzo Bot
Hanzo Bot diluncurkan dengan hosting agen AI termurah di industri — mulai $5/bln dengan kredit gratis, akses terpadu ke 100+ model, dan GPU H100 seharga $3.48/jam.
Transkripsi AI 85% lebih murah daripada OpenAI: harga multimodal untuk pengembang bot
Hanzo Bot menyajikan ucapan-ke-teks seharga $0.0009/menit — 85% lebih murah daripada OpenAI Whisper — plus pembuatan gambar pada harga terendah industri, $0.00013/langkah.
Ulasan mendalam harga Hanzo: setiap model, setiap paket, setiap perbandingan
Uraian lengkap harga Hanzo di seluruh model AI, komputasi cloud, akses GPU, dan alat — dengan perbandingan langsung lawan setiap pesaing besar.
Satu API untuk Setiap Model AI: Memperkenalkan Hanzo AI Gateway
Hanzo AI meluncurkan gerbang AI multi-penyedia pertama di industri tanpa markup — satu kunci API untuk 100+ model dari setiap penyedia besar, ditambah 14 model Zen milik sendiri.
Zen4 Coder: parameter 480B, 92% lebih sedikit yang aktif — model kode MoE
Hanzo AI meluncurkan Zen4 Coder, model kode Mixture of Experts berparameter 480B yang hanya mengaktifkan 35B parameter per token — kecerdasan kode terdepan dengan sebagian kecil biaya komputasi.
Biaya egress nol: praktik harga cloud yang harus berakhir
Biaya egress adalah pajak atas keberhasilan. Hanzo Network menyertakan bandwidth di setiap tingkat — dari 500 GB pada paket $5 sampai 120 TB pada Ultra — tanpa biaya kelebihan.
Kini Tersedia: Qwen3.5-35B-A3B dan Mercury 2 — MoE Efisien dan Penalaran Terdepan
Qwen3.5-35B-A3B (Apache 2.0, MoE multimodal) dan Mercury 2 dari Inception kini tersedia di Hanzo AI Gateway.
Kini Tersedia: Gemini 3.1 Pro — Model Penalaran 1M Token dari Google
Gemini 3.1 Pro dari Google kini tersedia di Hanzo AI Gateway — dengan jendela konteks 1M token dan penalaran multimodal lintas teks, gambar, audio, video, dan kode.
Kini Tersedia: Claude Sonnet 4.6 dan Qwen3.5-397B — MoE Multimodal dalam Skala Besar
Claude Sonnet 4.6 dan Qwen3.5-397B-A17B kini tersedia di Hanzo AI Gateway — rilis terbaru Anthropic bersama model MoE multimodal sumber terbuka terbesar.
Kini Tersedia: ByteDance Seed 2.0 dan Qwen3-Coder-Next — Penalaran Terdepan dan Agen Kode
Seed 2.0 Pro dari ByteDance dan Qwen3-Coder-Next dari Alibaba kini tersedia di Hanzo AI Gateway — penalaran multimodal terdepan dan agen pengodean sumber terbuka.
Kini Tersedia: GLM-5 (744B) dan MiniMax M2.5 (230B) — Dua Raksasa Sumber Terbuka
GLM-5 dan MiniMax M2.5 — dua di antara model sumber terbuka terbesar yang pernah dirilis — kini tersedia melalui Hanzo AI Gateway.
Kini Tersedia: Google Gemma 3n dan Gemma 3 270M — AI di Perangkat Menjadi Multimodal
Gemma 3n dari Google (multimodal di perangkat) dan Gemma 3 270M (Gemma terkecil yang pernah ada) kini tersedia di Hanzo AI Gateway.
Kini Tersedia: Claude Opus 4.6 dan GPT-5.3 Codex di Hanzo Gateway
Claude Opus 4.6 dari Anthropic dan GPT-5.3 Codex dari OpenAI kini tersedia melalui Hanzo AI Gateway — API yang sama, kunci yang sama, tanpa markup.
Hanzo Cap Table: pengelolaan ekuitas untuk startup
Memperkenalkan Hanzo Cap Table: kelola ekuitas, skenario, dan kesiapan 409A tanpa harga Carta.
Dalam bahasa Inggris
Belum diterjemahkan: tulisan ini terbuka dalam bahasa Inggris.
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.