hanzo.ai/lib/data/papers.json

{
  "source": "https://papers.hanzo.ai",
  "fetched": "2026-09-30",
  "papers": [
    {
      "slug": "hanzo-context-memory",
      "title": "Linkage, Not Similarity",
      "subtitle": "What long-term agent memory has to retrieve, and how it is measured",
      "date": "Sep 2026",
      "tags": [
        "Benchmarks",
        "Memory",
        "Retrieval",
        "LoCoMo"
      ],
      "pdf": "/pdfs/hanzo-context-memory.pdf"
    },
    {
      "slug": "hanzo-ai-chain",
      "title": "Hanzo AI Chain (AIVM)",
      "subtitle": "Useful-Work Mining, the Native AI Coin, and Post-Quantum Omnichain Settlement",
      "date": "Aug 2026",
      "tags": [
        "Proof of AI",
        "A-Chain",
        "P3Q",
        "AI Mining"
      ],
      "pdf": "/pdfs/hanzo-ai-chain.pdf"
    },
    {
      "slug": "hanzo-cloud-economics",
      "title": "Cloud Economics of a Sovereign OSS Stack",
      "subtitle": "A Regulated Capital-Markets Migration Case Study",
      "date": "Jun 2026",
      "tags": [
        "Sovereign AI",
        "Cloud Economics",
        "Sovereign Stack",
        "OSS"
      ],
      "pdf": "/pdfs/hanzo-cloud-economics.pdf"
    },
    {
      "slug": "hanzo-native-stack-thesis",
      "title": "One Native Stack for Private, Continuously-Learning AI",
      "subtitle": "Inference at the Bandwidth Wall, On-Device QLoRA, One Engine",
      "date": "Jun 2026",
      "tags": [
        "Engine",
        "Inference",
        "On-Device",
        "Privacy"
      ],
      "pdf": "/pdfs/hanzo-native-stack-thesis.pdf"
    },
    {
      "slug": "hanzo-rocm-inference",
      "title": "Native ROCm Inference on a Consumer RDNA3.5 APU",
      "subtitle": "Reaching llama.cpp Decode Parity via a Unified 1-bit-to-Full Quant Core",
      "date": "Jun 2026",
      "tags": [
        "Engine",
        "ROCm",
        "Inference",
        "Benchmarks"
      ],
      "pdf": "/pdfs/hanzo-rocm-inference.pdf"
    },
    {
      "slug": "hanzo-cross-backend-inference",
      "title": "Edge LLM Inference Across Commodity Accelerators",
      "subtitle": "Measured AMD, NVIDIA, and Apple Performance",
      "date": "Jun 2026",
      "tags": [
        "Engine",
        "Inference",
        "Edge",
        "Benchmarks"
      ],
      "pdf": "/pdfs/hanzo-cross-backend-inference.pdf"
    },
    {
      "slug": "hanzo-native-training",
      "title": "Native Training in the Hanzo Engine",
      "subtitle": "One Engine, One Quant Format, One Backend",
      "date": "Jun 2026",
      "tags": [
        "Engine",
        "Training",
        "QLoRA",
        "On-Device"
      ],
      "pdf": "/pdfs/hanzo-native-training.pdf"
    },
    {
      "slug": "hanzo-continuous-learning-privacy",
      "title": "Continuously-Learning Private AI",
      "subtitle": "Self-Improvement and Privacy in the Hanzo Native Stack",
      "date": "Jun 2026",
      "tags": [
        "Engine",
        "Privacy",
        "Continual Learning",
        "On-Device"
      ],
      "pdf": "/pdfs/hanzo-continuous-learning-privacy.pdf"
    },
    {
      "slug": "hanzo-platform-infra-desktop",
      "title": "Economical Serving and the hanzo.ai Platform",
      "subtitle": "A Bandwidth-Optimal Unified Train-and-Serve Runtime",
      "date": "Jun 2026",
      "tags": [
        "Engine",
        "Economics",
        "Platform",
        "On-Device"
      ],
      "pdf": "/pdfs/hanzo-platform-infra-desktop.pdf"
    },
    {
      "slug": "hanzo-unified-tenant-cloud",
      "title": "The Unified Sovereign-Tenant Cloud",
      "subtitle": "Linear Shared-Nothing Scaling via Per-Tenant SQLite and In-Process Composition",
      "date": "Jul 2026",
      "tags": [
        "Cloud",
        "Multi-Tenancy",
        "SQLite",
        "Benchmarks"
      ],
      "pdf": "/pdfs/hanzo-unified-tenant-cloud.pdf"
    },
    {
      "slug": "refutation-driven-perf",
      "title": "Refutation-Driven Performance Engineering",
      "subtitle": "An Empirical Study of a Multi-Week GPU Kernel Campaign",
      "date": "Jul 2026",
      "tags": [
        "Engine",
        "GPU Kernels",
        "Benchmarks",
        "Methodology"
      ],
      "pdf": "/pdfs/refutation-driven-perf.pdf"
    },
    {
      "slug": "evolutionary-schedule-search",
      "title": "Evolutionary Schedule Search in a One-Source Kernel DSL",
      "subtitle": "And the Continual-Improvement Loop It Anchors",
      "date": "Jul 2026",
      "tags": [
        "Engine",
        "Autotuning",
        "Evolutionary Search",
        "Kernels"
      ],
      "pdf": "/pdfs/evolutionary-schedule-search.pdf"
    },
    {
      "slug": "hanzo-router",
      "title": "Hanzo Router",
      "subtitle": "Memory-Aware, Local-First LLM Routing with a Learned SLO-Constrained Policy",
      "date": "Jul 2026",
      "tags": [
        "Router",
        "Routing",
        "Economics",
        "On-Device"
      ],
      "pdf": "/pdfs/hanzo-router.pdf"
    },
    {
      "slug": "hanzo-dormant-agents",
      "title": "What a Dormant Agent Costs",
      "subtitle": "State, Execution and Isolation Measured Separately at a Fleet of One Million",
      "date": "Sep 2026",
      "tags": [
        "Agents",
        "Cost",
        "Isolation",
        "Benchmarks"
      ],
      "pdf": "/pdfs/hanzo-dormant-agents.pdf"
    },
    {
      "slug": "hanzo-multi-hop-retrieval",
      "title": "Hops Do Not Fix Multi-Hop Retrieval",
      "subtitle": "A Negative Result on Long-Horizon Conversational Memory, and What the Failure Actually Is",
      "date": "Sep 2026",
      "tags": [
        "Memory",
        "Retrieval",
        "LoCoMo",
        "Benchmarks"
      ],
      "pdf": "/pdfs/hanzo-multi-hop-retrieval.pdf"
    },
    {
      "slug": "locomo-subject-scope",
      "title": "Retrieval Scoped by Subject",
      "subtitle": "A factorial measurement of conversational memory on LoCoMo, and the negative controls that locate the effect",
      "date": "Sep 2026",
      "tags": [
        "Memory",
        "Retrieval",
        "LoCoMo",
        "Negative Controls"
      ],
      "pdf": "/pdfs/locomo-subject-scope.pdf"
    },
    {
      "slug": "network-whitepaper",
      "title": "Hanzo Network Whitepaper",
      "subtitle": "L1 Blockchain for Decentralized AI Compute",
      "date": "Oct 2024",
      "tags": [
        "Blockchain",
        "Infrastructure",
        "Network",
        "Architecture"
      ],
      "pdf": ""
    }
  ]
}