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Bylines, paper authorship, correspondence addresses and the founder blurb under each post named an individual. They name the organisation that published the work instead: the brand on posts and pages, the research byline on papers, and research@ in place of a personal address. Both are what these repositories already used elsewhere — nothing new was coined. Co-authors are untouched. Where a paper named someone else alongside, they stay named; only the one byline changed. Bibliography entries, running heads, PDF metadata and affiliations move with it, so a citation still resolves to whoever the cited paper names. Sample and fixture data uses the placeholder name these tests already use elsewhere, so no assertion changed meaning.
62 lines
2.5 KiB
TeX
62 lines
2.5 KiB
TeX
\documentclass[11pt,twocolumn]{article}
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\usepackage{../shared/hanzocover}
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\usepackage[utf8]{inputenc}
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\usepackage{amsmath,amssymb,amsthm}
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\usepackage{graphicx}
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\usepackage{booktabs}
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\usepackage{algorithm}
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\usepackage{algorithmic}
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\usepackage{hyperref}
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\usepackage{xcolor}
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\usepackage{listings}
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\input{../shared/lstlang}
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\usepackage{tikz}
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\usetikzlibrary{shapes,arrows,positioning,fit,backgrounds}
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\definecolor{codegreen}{rgb}{0,0.6,0}
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\definecolor{codegray}{rgb}{0.5,0.5,0.5}
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\definecolor{codepurple}{rgb}{0.58,0,0.82}
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\definecolor{backcolour}{rgb}{0.95,0.95,0.92}
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\lstdefinestyle{mystyle}{
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backgroundcolor=\color{backcolour},
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commentstyle=\color{codegreen},
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keywordstyle=\color{codepurple},
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numberstyle=\tiny\color{codegray},
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stringstyle=\color{codegreen},
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basicstyle=\ttfamily\footnotesize,
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breakatwhitespace=false,
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breaklines=true,
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captionpos=b,
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keepspaces=true,
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numbers=left,
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numbersep=5pt,
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showspaces=false,
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showstringspaces=false,
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showtabs=false,
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tabsize=2
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}
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\lstset{style=mystyle}
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\title{Hanzo Agent SDK: Building AI Agents with Orchestration, Tool Use, and Memory Systems}
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\author{Antje Worring, Hanzo AI Research\thanks{[email protected]} \\ \textit{Hanzo Industries \quad Lux Industries \quad Zoo Labs Foundation} \\ \texttt{[email protected]}}
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\date{February 2024}
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\begin{document}
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\hanzocoverpage
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\begin{abstract}
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We present Hanzo Agent SDK, a multi-agent orchestration framework that unifies agent execution, tool management, and memory systems under a single, extensible architecture. The framework introduces three key innovations: (1) a generic Agent dataclass with support for dynamic instructions, typed contexts, and composable guardrails; (2) a hierarchical memory system with semantic retrieval, automatic compression, and reflection capabilities; and (3) an AgentNetwork abstraction enabling parallel execution, shared state management, and intelligent routing between specialized agents. We demonstrate that multi-agent orchestration with semantic routing achieves 34\% higher task completion rates compared to single-agent approaches on complex, multi-step reasoning benchmarks. The SDK is designed for production deployment with comprehensive tracing, lifecycle hooks, and Model Context Protocol (MCP) integration.
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\end{abstract}
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\input{sections/01-introduction}
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\input{sections/02-background-and-related-work}
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\input{sections/03-architecture}
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\input{sections/04-implementation-details}
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\input{sections/05-evaluation}
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\input{sections/06-discussion}
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\input{sections/99-conclusion}
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\end{document}
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