# Work we publish — Hanzo AI

> Hanzo builds infrastructure that has to hold up under audit, regulation and adversaries.

Research

# Work we publish

Hanzo builds infrastructure that has to hold up under audit, regulation and adversaries. The reasoning behind it is published rather than kept internal.

## Papers

Each one links to its page on papers.hanzo.ai, where the PDF and the LaTeX live.

[Cloud Economics of a Sovereign OSS StackJun 2026A Regulated Capital-Markets Migration Case Study](https://papers.hanzo.ai/hanzo-cloud-economics/)[One Native Stack for Private, Continuously-Learning AIJun 2026Inference at the Bandwidth Wall, On-Device QLoRA, One Engine](https://papers.hanzo.ai/hanzo-native-stack-thesis/)[Native ROCm Inference on a Consumer RDNA3.5 APUJun 2026Reaching llama.cpp Decode Parity via a Unified 1-bit-to-Full Quant Core](https://papers.hanzo.ai/hanzo-rocm-inference/)[Edge LLM Inference Across Commodity AcceleratorsJun 2026Measured AMD, NVIDIA, and Apple Performance](https://papers.hanzo.ai/hanzo-cross-backend-inference/)[Native Training in the Hanzo EngineJun 2026One Engine, One Quant Format, One Backend](https://papers.hanzo.ai/hanzo-native-training/)[Continuously-Learning Private AIJun 2026Self-Improvement and Privacy in the Hanzo Native Stack](https://papers.hanzo.ai/hanzo-continuous-learning-privacy/)[Economical Serving and the hanzo.ai PlatformJun 2026A Bandwidth-Optimal Unified Train-and-Serve Runtime](https://papers.hanzo.ai/hanzo-platform-infra-desktop/)[The Unified Sovereign-Tenant CloudJul 2026Linear Shared-Nothing Scaling via Per-Tenant SQLite and In-Process Composition](https://papers.hanzo.ai/hanzo-unified-tenant-cloud/)[Refutation-Driven Performance EngineeringJul 2026An Empirical Study of a Multi-Week GPU Kernel Campaign](https://papers.hanzo.ai/refutation-driven-perf/)[Evolutionary Schedule Search in a One-Source Kernel DSLJul 2026And the Continual-Improvement Loop It Anchors](https://papers.hanzo.ai/evolutionary-schedule-search/)[Hanzo RouterJul 2026Memory-Aware, Local-First LLM Routing with a Learned SLO-Constrained Policy](https://papers.hanzo.ai/hanzo-router/)[Hanzo Network WhitepaperOct 2024L1 Blockchain for Decentralized AI Compute](https://papers.hanzo.ai/network-whitepaper/)

## Open source

The systems described in these papers are open source. The cloud, the gateway, the agent runtime and the infrastructure around them are developed in the open at [github.com/hanzoai](https://github.com/hanzoai), and the platform pays the open-source authors whose work runs on it.