Grenzmodelle für KI, Infrastruktur für Agenten und die Plattform für die nächste Generation intelligenter Anwendungen.

Käufer werden zu Agenten. Was es braucht, damit ein LLM lesen, unterschreiben und bezahlen kann, ohne dass ein Mensch eingreift, und was Hanzo dafür heute liefert.

Warum Frontier-Modelle versagen, wenn echte Menschenleben auf dem Spiel stehen, und wie Hanzo Kai 1.9 deterministische Sicherheit durchsetzt.

Kai ist das Entscheidungsmodell von Hanzo und wird über die Hanzo API bereitgestellt. Übergeben Sie einen expliziten Zustand und eine Frage mit aufgeführten Optionen, und es liefert eine typisierte, kalibrierte Antwort: eine Auswahl, eine Bewertung, ein Ja oder Nein oder eine begründete Zurückstellung.

Generative Modelle schlussfolgern in unbeschränkten Absätzen. Entscheidungsmodelle entscheiden in typisierten, kalibrierten Zustandsübergängen. Darum liegt die nächste Grenze der KI nicht in der Erzeugung, sondern in Entscheidungen.

Erkennen Sie die operativen Kernprobleme in Private Equity, Venture Capital und Asset Management — und wie die souveräne KI-Cloud von Hanzo, Frontier-Reasoning-Modelle und agentische Abläufe Sourcing, Prüfung und Umsetzung straffen.

Hanzo Cloud hat keine eingecheckte OpenAPI-Datei. Die lebende Routentabelle ist die Quelle, dreifach projiziert, und ein Bijektionstest lässt den Build scheitern, wenn eine Projektion abweicht. 1,362 Operationen über 963 Pfade, je Prozess zur Anfragezeit erzeugt.

Wir wollten sehen, wie schnell die Datenebene unserer Cloud auf einer NVIDIA GB10 werden kann. Die Antwort hat uns mehr über die Empfangsqueues der NIC beigebracht als über unseren eigenen Code, und sie hat unseren Durchsatz auf demselben Kabel mehr als verdoppelt.

Ein von ClickHouse abgeleitetes, spaltenorientiertes Warehouse, neu aufgebaut rund um getrennten Speicher und Compute auf Hanzo S3, profilgeführt und zur Linkzeit auf etwa den halben Speicher optimiert, ohne gRPC und mit einem Weg zur postquantischen Koordination ohne Leader.

Wie Hanzo Datastore die NuRaft-Engine unter ClickHouse Keeper durch Lux Quasar ersetzt — postquantenfest, Konsens ohne Leader, direkt in den C++-Server gelinkt — und die ZooKeeper-API behält, die die Replikation spricht.

Hanzo Cloud steht auf Proof of AI — deterministische Inferenz, die jeder Validator on-chain nachprüfen kann — und auf der Zusage, dass 25% von dem, was die Cloud einnimmt, an die Open-Source-Entwickler zurückfließt, deren Code sie ausführt.

Eine einzelne SQLite-Datei, die dein Agent aus jeder Laufzeit liest. Null LLM-Rundreisen für Graph-Operationen, FTS5 plus Vektor plus typisierte Kantenextraktion zur Schreibzeit.

Hanzos Flaggschiff-LLM — ein Mixture-of-Experts-Modell mit 1.04T Parametern, verschmolzen aus den stärksten Sprachmodellen, mit verteiltem Training und On-Chain-Attestierung des Modells.

Maschinengeprüfte Lean-4-Beweise für Agentensicherheit, das MCP-Protokoll, PoAI-Konsens und den Plattformbetrieb

Wie die 1-Bit-Delta-Kompression von BitDelta 14 Zen-Modellvarianten aus gemeinsamer GPU-Infrastruktur ausliefert: die Mathematik, die Architektur und die Kompromisse.

Zwölf Jahre Aufbau von KI-Infrastruktur — von einer Echtzeit-Empfehlungsengine 2014 zu 94+ Frontier-Modellen und einer Post-Quanten-Blockchain 2026. Die technische Geschichte, wie wir hierher gekommen sind.

Hanzo AI stellt die erste Plattform vor, die über 100 KI-Modelle, Cloud-Rechnen, GPU-Zugang und über 260 MCP-Werkzeuge unter einem Entwicklerkonto vereint.

Hanzo Bot öffnet On-Demand-Zugang zu H100-GPUs für Entwickler von KI-Agenten zu $3.48/hr — 72% unter dem vergleichbaren AWS-Preis.

Hanzo Bot startet mit dem günstigsten Hosting für KI-Agenten der Branche — ab $5/mo mit Startguthaben, integriertem Zugang zu über 100 Modellen und H100-GPUs zu $3.48/hr.

Hanzo Bot liefert Sprache-zu-Text für $0.0009/minute — 85% günstiger als OpenAI Whisper — plus Bilderzeugung zum niedrigsten Preis der Branche, $0.00013/step.

Die vollständige Aufschlüsselung der Hanzo-Preise für KI-Modelle, Cloud-Rechnen, GPU-Zugang und Werkzeuge, mit Direktvergleichen gegen jeden großen Wettbewerber.

Hanzo AI startet das erste Multi-Provider-KI-Gateway der Branche ohne Aufschlag: ein API-Schlüssel für 100+ Modelle aller großen Anbieter plus 14 eigene Zen-Modelle.

Hanzo AI stellt Zen4 Coder vor, ein Mixture-of-Experts-Code-Modell mit 480B Parametern, das pro Token nur 35B Parameter aktiviert und Grenz-Code-Intelligenz zu einem Bruchteil der Rechenkosten liefert.

Ausgangsgebühren sind eine Steuer auf Erfolg. Hanzo Network schließt Bandbreite in jeder Stufe ein, von 500 GB im $5-Tarif bis 120 TB bei Ultra, ohne Mehrverbrauch.

Qwen3.5-35B-A3B (Apache 2.0, multimodales MoE) und Mercury 2 von Inception sind jetzt auf dem Hanzo AI Gateway verfügbar.

Googles Gemini 3.1 Pro ist jetzt auf dem Hanzo AI Gateway verfügbar: ein Kontextfenster von 1M Tokens und multimodales Schlussfolgern über Text, Bilder, Audio, Video und Code.

Claude Sonnet 4.6 und Qwen3.5-397B-A17B sind jetzt auf dem Hanzo AI Gateway verfügbar: das Neueste von Anthropic neben dem größten offenen multimodalen MoE-Modell.

Seed 2.0 Pro von ByteDance und Qwen3-Coder-Next von Alibaba sind jetzt auf dem Hanzo AI Gateway verfügbar: multimodales Schlussfolgern der Spitzenklasse und Open-Source-Code-Agenten.

GLM-5 und MiniMax M2.5, zwei der größten je veröffentlichten Open-Source-Modelle, sind jetzt über das Hanzo AI Gateway verfügbar.

Googles Gemma 3n (multimodal auf dem Gerät) und Gemma 3 270M (die kleinste Gemma bisher) sind jetzt auf dem Hanzo AI Gateway verfügbar.

Claude Opus 4.6 von Anthropic und GPT-5.3 Codex von OpenAI sind jetzt über das Hanzo AI Gateway verfügbar: dieselbe API, derselbe Schlüssel, kein Aufschlag.

Hanzo Cap Table: Equity verwalten, Szenarien rechnen und 409A vorbereiten, ohne Cartas Preis.
Noch nicht übersetzt: Diese Beiträge öffnen sich auf Englisch.

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.