Sınırdaki yapay zeka modelleri, ajan altyapısı ve akıllı uygulamaların yeni kuşağını çalıştıran platform.

Alıcılar aracıya dönüşüyor. Bir dil modelinin arada insan olmadan okuyabilmesi, imzalayabilmesi ve ödeyebilmesi için gerekenler ve Hanzo'nun bugün bunun için sundukları.

Gerçek hayatlar tehlikedeyken frontier modeller neden başarısız olur ve Hanzo Kai 1.9 deterministik güvenliği nasıl zorunlu kılar.

Kai, Hanzo API üzerinden sunulan Hanzo karar modelidir. Açık bir durum ve seçenekleri listelenmiş bir soru verin; türü belli, kalibre edilmiş bir yanıt döner: bir seçim, bir puan, evet ya da hayır, ya da gerekçeli bir erteleme.

Üretken modeller kısıtsız paragraflarda akıl yürütür. Karar modelleri tipli, kalibre edilmiş durum geçişleriyle karar verir. Yapay zekânın bir sonraki sınırı üretim değil, karardır.

Özel sermaye, girişim sermayesi ve varlık yönetimindeki operasyonel darboğazlar ve Hanzo'nun egemen yapay zeka bulutunun, sınır muhakeme modellerinin ve aracı iş akışlarının kaynak bulmayı, incelemeyi ve icrayı nasıl hızlandırdığı.

Hanzo Cloud'da depoya girmiş bir OpenAPI dosyası yoktur. Canlı rota tablosu kaynaktır, üç biçimde yansıtılır ve herhangi bir izdüşüm kayarsa bir birebir eşleme testi derlemeyi düşürür. İstek anında süreç başına üretilen, 963 yol üzerinde 1,362 işlem.

Bulutumuzun veri düzleminin bir NVIDIA GB10 üzerinde ne kadar hızlı gidebildiğini görmek istedik. Yanıt bize kendi kodumuzdan çok NIC alma kuyruklarını öğretti ve aynı tel üzerinde aktarımı iki kattan fazla artırdı.

ClickHouse türevli sütunlu bir ambar. Hanzo S3 üzerinde depolama ile hesaplama ayrıldı, profil güdümlü ve bağlama zamanı eniyilemesiyle bellek yaklaşık yarıya indi, gRPC söküldü ve lidersiz kuantum sonrası eşgüdüme giden bir yol açıldı.

Hanzo Datastore, ClickHouse Keeper altındaki NuRaft motorunu Lux Quasar ile değiştirir — lidersiz, kuantum sonrası konsensüs, doğrudan C++ sunucusuna bağlanır — ve çoğaltmanın konuştuğu ZooKeeper API'sini yerinde bırakır.

Hanzo Cloud, Proof of AI üzerine kuruludur — herhangi bir doğrulayıcının zincir üstünde yeniden doğrulayabildiği belirleyici çıkarım — ve bulutun kazancının %25'inin, kodunu çalıştırdığı açık kaynak geliştiricilere geri akması taahhüdü üzerine.

Ajanınızın her çalışma zamanından okuduğu tek bir SQLite dosyası. Graf işlemlerinde sıfır LLM gidiş-dönüşü; yazma anında FTS5, vektör ve tipli kenar çıkarımı.

Hanzo'nun amiral gemisi dil modeli — en güçlü dil modellerinden kaynaştırılmış, 1.04 trilyon parametreli bir Mixture of Experts modeli; dağıtık eğitim ve zincir üstü model tasdikiyle.

Ajan güvenliği, MCP protokolü, PoAI uzlaşısı ve platform işlemleri için makineyle doğrulanmış Lean 4 kanıtları

BitDelta'nın 1 bitlik delta sıkıştırması, paylaşılan GPU altyapısından 14 Zen model varyantını nasıl sunar: matematik, mimari ve ödünler.

Yapay zeka altyapısı kurmanın on iki yılı — 2014'te gerçek zamanlı bir öneri motorundan 2026'da 94+ öncü modele ve kuantum sonrası bir blok zincirine. Buraya nasıl geldiğimizin teknik hikâyesi.

Hanzo AI, 100'den fazla yapay zeka modelini, bulut hesabını, GPU erişimini ve 260'tan fazla MCP aracını tek bir geliştirici hesabında birleştiren ilk platformu tanıtıyor.

Hanzo Bot, yapay zeka ajanı geliştirenlere isteğe bağlı H100 GPU erişimini $3.48/hr fiyatla açıyor — AWS eşdeğerinin 72% altında.

Hanzo Bot, sektörün en ucuz yapay zeka ajanı barındırmasıyla çıkıyor — $5/mo'dan, ücretsiz krediyle, 100'den fazla modele bütünleşik erişimle ve $3.48/hr fiyatlı H100 GPU'larla.

Hanzo Bot konuşmadan metne $0.0009/minute fiyatla ulaşıyor — OpenAI Whisper'dan 85% daha ucuz — ve sektörün en düşük görüntü fiyatı $0.00013/step ile görüntü üretiyor.

Yapay zeka modelleri, bulut hesaplama, GPU erişimi ve araçlar genelinde Hanzo fiyatlarının kapsamlı dökümü; her büyük rakiple bire bir karşılaştırmalar.

Hanzo AI, sektörün ilk marjsız çok sağlayıcılı yapay zeka ağ geçidini başlatıyor: her büyük sağlayıcıdan 100+ model ve 14 tescilli Zen modeli için tek API anahtarı.

Hanzo AI, token başına yalnızca 35B parametre çalıştıran 480B parametreli Mixture of Experts kod modeli Zen4 Coder'ı çıkarıyor; sınır kod zekasını hesap maliyetinin çok küçük bir payına sunuyor.

Çıkış ücreti başarıdan alınan bir vergidir. Hanzo Network her kademede bant genişliğini dahil eder — $5 planında 500 GB'den Ultra'da 120 TB'ye — aşım bedeli olmadan.

Qwen3.5-35B-A3B (Apache 2.0, çok modlu MoE) ve Inception Mercury 2 artık Hanzo AI ağ geçidinde kullanılabilir.

Google'ın Gemini 3.1 Pro modeli Hanzo AI ağ geçidinde kullanılabilir: 1M tokenlik bağlam penceresi ve metin, görüntü, ses, video ve kod üzerinde çok modlu akıl yürütme.

Claude Sonnet 4.6 ve Qwen3.5-397B-A17B artık Hanzo AI ağ geçidinde kullanılabilir: Anthropic'in en yenisi, en büyük açık kaynaklı çok modlu MoE modelinin yanında.

ByteDance Seed 2.0 Pro ve Alibaba Qwen3-Coder-Next artık Hanzo AI ağ geçidinde kullanılabilir: sınır düzeyinde çok modlu akıl yürütme ve açık kaynaklı kod ajanları.

GLM-5 ve MiniMax M2.5, şimdiye kadar yayımlanmış en büyük açık kaynak modellerden ikisi, artık Hanzo AI ağ geçidi üzerinden kullanılabilir.

Google'ın Gemma 3n modeli (cihazda çok modlu) ve Gemma 3 270M (şimdiye kadarki en küçük Gemma) artık Hanzo AI ağ geçidinde kullanılabilir.

Anthropic Claude Opus 4.6 ve OpenAI GPT-5.3 Codex artık Hanzo AI ağ geçidi üzerinden kullanılabilir: aynı API, aynı anahtar, ek ücret yok.

Hanzo Cap Table geliyor: hisse yönetimi, senaryo modeli ve 409A hazırlığı, Carta'nın fiyatı olmadan.
Henüz çevrilmedi: bu yazılar İngilizce açılır.

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.

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.

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 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.

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.

Zen4 is a complete lineup of open AI models spanning from 4B to over 1 trillion parameters, featuring consumer, coder, and ultra tiers.

Bringing AI capabilities to your browser - summarize pages, answer questions, and automate workflows.

Introducing Hanzo Dataroom — secure document sharing with per-page analytics, watermarking, and granular access controls for fundraising and M&A.

Announcing the unified Hanzo ML Platform — training, serving, pipelines, feature store, model registry, and evaluation in one integrated system.

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 launches — an AI coding agent that lives in your terminal, understands your codebase, and writes production-quality code.

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.

Introducing Zen Artist - our multimodal image generation model with unprecedented control and quality.

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.

How we built 260+ tools using Model Context Protocol, enabling AI models to interact with the world.

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 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%.

Hanzo AI has driven over $1 billion in cumulative revenue for our clients through AI-powered marketing and commerce infrastructure.

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.

Introducing Hanzo Operative — enabling AI agents to use computers like humans: screen capture, mouse, keyboard, and application interaction.

Hanzo Flow launches — a visual drag-and-drop builder for complex AI workflows. Connect models, tools, and APIs without writing integration code.

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.

Hanzo Console launches — a unified development environment for observing, debugging, and optimizing LLM applications across all providers.

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.

Introducing Hanzo Experiments — feature flags, A/B testing, and progressive rollouts with statistical rigor.

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.

Introducing Zen Musician - our AI music generation model that creates original compositions in any style.

Announcing Jin 2.0, a major upgrade to our unified multimodal AI architecture with expanded capabilities and improved performance.

How Hanzo integrated AI infrastructure into the Keek social platform — content recommendation, multimodal moderation, and creator tools processing 12M daily content items.

Introducing ACI, a decentralized network for AI compute that enables trustless, verifiable AI inference.

Introducing Zen Video - our generative video model for creating high-quality video content from text and images.

Hanzo AI partners with Personas Social Inc. to integrate AI-powered features into the Keek social platform.

Introducing Hanzo Notebooks — managed Jupyter workspaces with on-demand GPU access and pre-installed ML frameworks.

Introducing our investment in Candle, the Rust ML framework powering Hanzo's next-generation inference.

Introducing Hanzo Sign — legally binding electronic signatures with audit trails, templates, and API access at a fraction of DocuSign's price.

Introducing Hanzo CX — a unified customer experience platform with omnichannel inbox, AI-assisted responses, and full conversation history.

Building Zen Coder - our code generation model trained on real software engineering workflows.

How we built Zen Dub - an AI system for voice cloning and automatic dubbing in 100+ languages.

How we built infrastructure to serve billions of LLM requests for commerce applications.

Introducing Hanzo Auto — AI-powered workflow automation with 280+ integrations and a visual builder.

Introducing Hanzo CRM — a modern, AI-enhanced CRM for teams that want to close deals, not manage software.

Introducing Zen Agent - our framework for building AI systems that can take action in the real world.

Introducing Zen, our system for ensuring AI follows business rules, compliance requirements, and brand guidelines.

Introducing Hanzo Insights — product analytics with event tracking, funnels, cohorts, and session replay, without selling user data.

Introducing Hanzo Edge — a high-performance API gateway with sub-millisecond routing, rate limiting, and authentication at the edge.

Introducing Gym - our platform for distributed AI model training that turns the world's GPUs into a supercomputer.

Introducing Jin, our unified architecture for multimodal AI that powers the next generation of Hanzo intelligence.

How we brought large language models to edge devices using llama.cpp and what we learned along the way.

Launching the Hanzo Observability stack — unified metrics, logs, and distributed tracing with OpenTelemetry-native ingestion.

Bringing AI capabilities to Vim without sacrificing the terminal-native experience.

Introducing Identity NFTs: blockchain-based portable identity for commerce.

Announcing Hanzo's open-source strategy — why we're open-sourcing our core infrastructure and introducing revenue sharing for contributors.

Launching HKE — managed Kubernetes that eliminates the operational burden without limiting what you can do.

Why we built a custom ML framework and what we learned along the way.

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.

Introducing Hanzo Search — full-text search with typo tolerance, faceting, and sub-millisecond query times.

Introducing the Hanzo Agent SDK: tools for building intelligent commerce assistants.

Launching Hanzo Platform — a PaaS that deploys your code from git push to production with zero DevOps configuration.

How we are combining vision, language, and structured data for next-generation commerce AI.

Launching Hanzo Tasks and Queues — durable workflow execution and message queues for reliable background processing.

How Hanzo delivered a 500x ROI marketing campaign for Damon Motorcycles, generating a 230% increase in qualified leads for their electric motorcycles.

How we built a context management protocol for multi-model AI pipelines — early research that shaped how we think about AI state.

Introducing Hanzo KMS — end-to-end encrypted secrets management with environment sync, rotation, and audit trails.

Launching Hanzo Storage — S3-compatible object storage with integrated CDN and no egress fees.

How Hanzo helped Casper Labs architect and launch an enterprise-grade blockchain — from the Rust pivot to mainnet launch and DEVxDAO founding.

Launching Hanzo SQL — managed PostgreSQL with automatic scaling, high availability, and zero operational overhead.

Announcing the Hanzo Agent Framework: building blocks for intelligent automation in commerce.

Introducing Hanzo Base — a complete backend-as-a-service with database, auth, storage, and realtime capabilities.

Introducing Hanzo Cloud: fully managed commerce infrastructure with enterprise-grade reliability.

Launching Hanzo DNS and Networking — programmable DNS with service discovery and zero-trust virtual networks.

Announcing Hanzo Webhooks: reliable, secure, real-time event delivery for your integrations.

How Hanzo helped Unikrn raise 120,000 ETH in their token launch, combining blockchain infrastructure with regulatory compliance across 15+ jurisdictions.

Announcing official SDKs for JavaScript, Python, Ruby, Go, and PHP, plus the new SDK development kit.

Introducing Hanzo Functions — serverless compute with zero cold starts, built for event-driven commerce workloads.

Introducing the Hanzo API Gateway: unified access, better security, and improved developer experience.

Hanzo co-founded the first SEC-approved crowdfunding token offering, bridging traditional crowdfunding with tokenized securities.

How we are using machine learning to transform analytics from passive reporting to active decision support.

Launching Hanzo Payments — unified payment processing with intelligent routing, fraud detection, and multi-currency support.

Announcing Checkout 2.0, our redesigned checkout experience built for maximum conversion.

Introducing Hanzo Identity — enterprise-grade authentication and access management built for commerce platforms.

Lessons from a year of building and deploying AI systems for commerce.

Reflecting on Techstars Demo Day and $42M in client sales generated through the Hanzo platform.

Hanzo has been selected for Techstars 2017, accelerating our mission to power intelligent commerce.

Crowdstart evolves into Hanzo: a complete commerce platform for the modern era.

How we built collaborative filtering and content-based recommendations into the Crowdstart platform.

Launching Hanzo Analytics — real-time behavioral intelligence for commerce teams who need answers now, not tomorrow.

Introducing Earle, our genetic algorithm system for evolving high-performing marketing campaigns.

How we built real-time analytics into Crowdstart and what we learned about data-driven commerce.

Releasing Astle.js, our open-source library for building reactive commerce interfaces.

How we built Crowdstart as a cloud-native platform from day one, and why this matters for commerce.

Announcing Crowdstart, a new platform enabling creators to build sustainable businesses from successful crowdfunding campaigns.

How we built a publish-subscribe system that became the nervous system of our entire platform.

Building a key-value store that could handle the chaos of distributed systems - our second foundational project.

The first building block of what would become Hanzo - a flexible datastore designed for the next generation of applications.