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https://github.com/zoo-apps/papers.git
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zeekayandHanzo Dev
dced1dcfb9
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. Co-authored-by: Hanzo Dev <[email protected]>
83 lines
3.2 KiB
TeX
83 lines
3.2 KiB
TeX
\documentclass[11pt,letterpaper]{article}
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\usepackage{shared/zoocover}
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% Packages
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\usepackage[utf8]{inputenc}
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\usepackage[T1]{fontenc}
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\usepackage{amsmath,amssymb,amsthm}
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\usepackage{algorithm}
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\usepackage{algorithmic}
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\usepackage{graphicx}
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\usepackage{hyperref}
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\usepackage{multirow}
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\usepackage{xcolor}
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\usepackage{booktabs}
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\usepackage{tikz}
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\usetikzlibrary{shapes,arrows,positioning}
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\usepackage{listings}
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\input{shared/lstlang}
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\usepackage{caption}
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\usepackage{subcaption}
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% Theorem environments
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\newtheorem{theorem}{Theorem}[section]
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\newtheorem{lemma}[theorem]{Lemma}
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\newtheorem{proposition}[theorem]{Proposition}
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\newtheorem{corollary}[theorem]{Corollary}
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\newtheorem{definition}{Definition}[section]
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\newtheorem{example}{Example}[section]
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% Custom commands
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\newcommand{\Zoo}{\textsc{Zoo}}
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\newcommand{\HLLM}{\textsc{hllm}}
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\newcommand{\DSO}{\textsc{dso}}
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\newcommand{\DAO}{\textsc{dao}}
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\newcommand{\IPFS}{\textsc{ipfs}}
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\newcommand{\LLM}{\textsc{llm}}
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% Hyperref setup
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\hypersetup{
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colorlinks=true,
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linkcolor=blue,
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citecolor=blue,
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urlcolor=blue
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}
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% Title and authors
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\title{\textbf{Experience Ledger: Decentralized Semantic Optimization for Large Language Models}}
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\author{
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Antje Worring, Zoo Labs Foundation Research\thanks{[email protected]}\\
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\textit{Hanzo Industries \quad Lux Industries \quad Zoo Labs Foundation}\\
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\texttt{[email protected]}
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}
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\date{September 2025}
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\begin{document}
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\zoocoverpage
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\begin{abstract}
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We present the \textit{Experience Ledger}, a decentralized infrastructure for semantic optimization of Large Language Models (\LLM{}s) that replaces centralized fine-tuning with community-driven knowledge curation. Unlike traditional approaches that update model parameters—an opaque, expensive, and centralized process—our system maintains a content-addressable library of semantic advantages: natural language insights extracted via introspection that guide model behavior through context injection. The Experience Ledger combines cryptographic verification (Merkle trees), decentralized storage (\IPFS{}/Arweave), and \DAO{}-based governance to enable transparent, auditable, and democratic model evolution. We demonstrate that semantic optimization achieves comparable or superior performance to parameter fine-tuning at 0.2\% of the cost while enabling cross-domain transfer, interpretability, and Byzantine-robust aggregation. This paradigm shift—from implicit weight updates to explicit wisdom commons—establishes a foundation for truly decentralized artificial intelligence.
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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-experience-format-specification}
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\input{sections/04-storage-architecture}
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\input{sections/05-retrieval-system}
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\input{sections/06-curation-protocol}
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\input{sections/07-decentralized-semantic-optimization-algo}
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\input{sections/08-evaluation}
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\input{sections/09-comparison-with-alternative-approaches}
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\input{sections/10-economic-model}
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\input{sections/11-security-and-adversarial-robustness}
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\input{sections/12-future-directions}
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\input{sections/13-conclusion}
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\input{sections/15-full-json-schemas}
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\input{sections/16-smart-contract-abi}
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\input{sections/17-prompt-templates}
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\input{sections/99-acknowledgments}
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\end{document}
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