papers: cover-consistency + build pass on Hanzo Tier-2/3 catalogue

Fix shared/ include paths to ../shared/ for 55 subdirectory papers so
that hanzocover.sty and lstlang.tex resolve when building from each
paper's own directory (the build pattern used by latexmk per paper).

Build fixes:
- hanzo-operative/sections/03-screen-understanding-pipeline.tex: move
  \COMMENT from after \FOR{...} onto the \STATE line so the algorithmic
  env doesn't mis-parse.
- hanzo-network-architecture (abstract + sections 04, 12, 13): escape
  unicode mu (U+03BC) as $\mu$ for pdflatex.
- ntt-transform/sections/08-benchmark-results.tex: same mu escape.

All 55 Tier-2/3 papers now build clean with latexmk -pdf.

astle-reactive-sdk/astle-reactive-sdk.tex

@@ -1,5 +1,5 @@
 \documentclass[11pt,twocolumn]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 
 \usepackage[utf8]{inputenc}
 \usepackage[T1]{fontenc}
@@ -10,7 +10,7 @@
 \usepackage{algorithm}
 \usepackage{algorithmic}
 \usepackage{listings}
-\input{shared/lstlang}
+\input{../shared/lstlang}
 \usepackage{xcolor}
 
 \lstset{

crowdstart-commerce/crowdstart-commerce.tex

@@ -1,5 +1,5 @@
 \documentclass[11pt,twocolumn]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 
 \usepackage[utf8]{inputenc}
 \usepackage[T1]{fontenc}
@@ -10,7 +10,7 @@
 \usepackage{algorithm}
 \usepackage{algorithmic}
 \usepackage{listings}
-\input{shared/lstlang}
+\input{../shared/lstlang}
 \usepackage{xcolor}
 
 \lstset{

earle-genetic-marketing/earle-genetic-marketing.tex

@@ -1,5 +1,5 @@
 \documentclass[11pt,twocolumn]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 
 \usepackage[utf8]{inputenc}
 \usepackage[T1]{fontenc}
@@ -10,7 +10,7 @@
 \usepackage{algorithm}
 \usepackage{algorithmic}
 \usepackage{listings}
-\input{shared/lstlang}
+\input{../shared/lstlang}
 \usepackage{xcolor}
 
 \lstset{

hanzo-4-0-launch/hanzo-4-0-launch.tex

@@ -1,5 +1,5 @@
 \documentclass[11pt,letterpaper]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 
 \usepackage[utf8]{inputenc}
 \usepackage[T1]{fontenc}
@@ -18,7 +18,7 @@
 \usepackage{array}
 \usepackage{tabularx}
 \usepackage{multirow}
-\input{shared/lstlang}
+\input{../shared/lstlang}
 
 \hypersetup{colorlinks=true,linkcolor=black,citecolor=blue,urlcolor=blue}
 
@@ -275,7 +275,7 @@ is the canonical fallback for clients that prefer Lux-rooted threshold
 decryption.
 
 % ============================================================================
-\section{$AI Coin Tokenomics + GPU Mining (PoAI)}
+\section{\$AI Coin Tokenomics + GPU Mining (PoAI)}
 \label{sec:tokenomics}
 % ============================================================================
 

hanzo-aci/hanzo-aci.tex

@@ -1,6 +1,6 @@
 % Hanzo ACI: AI Chain Infrastructure for Decentralized Compute Markets
 \documentclass[11pt,twocolumn]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage{amsmath, amssymb, amsthm}
 \usepackage{mathtools}
 \usepackage{bm}
@@ -15,7 +15,7 @@
 \usepackage{subcaption}
 \usepackage{multirow}
 \usepackage{listings}
-\input{shared/lstlang}
+\input{../shared/lstlang}
 \usepackage[numbers]{natbib}
 \hypersetup{colorlinks=true,linkcolor=black,citecolor=blue,urlcolor=blue}
 

hanzo-agent-sdk/hanzo-agent-sdk.tex

@@ -1,5 +1,5 @@
 \documentclass[11pt,twocolumn]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage[utf8]{inputenc}
 \usepackage{amsmath,amssymb,amsthm}
 \usepackage{graphicx}
@@ -9,7 +9,7 @@
 \usepackage{hyperref}
 \usepackage{xcolor}
 \usepackage{listings}
-\input{shared/lstlang}
+\input{../shared/lstlang}
 \usepackage{tikz}
 \usetikzlibrary{shapes,arrows,positioning,fit,backgrounds}
 

hanzo-agi-platform/hanzo-agi-platform.tex

@@ -1,6 +1,6 @@
 % Hanzo 3.0: AGI for All
 \documentclass[11pt,twocolumn]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage{amsmath, amssymb}
 \usepackage{graphicx}
 \usepackage{booktabs}

hanzo-ai-cloud/hanzo-ai-cloud.tex

@@ -1,6 +1,6 @@
 % Hanzo AI Cloud: Confidential Inference, Agent Hosting, and Model Serving
 \documentclass[11pt]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage{amsmath, amssymb, amsthm}
 \usepackage{mathtools}
 \usepackage{bm}
@@ -14,7 +14,7 @@
 \usepackage{float}
 \usepackage{multirow}
 \usepackage{listings}
-\input{shared/lstlang}
+\input{../shared/lstlang}
 \usepackage{tikz}
 \usetikzlibrary{shapes,arrows,positioning,fit}
 \usepackage{pgfplots}

hanzo-ai-commerce/hanzo-ai-commerce.tex

@@ -1,5 +1,5 @@
 \documentclass[11pt,twocolumn]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 
 \usepackage[utf8]{inputenc}
 \usepackage[T1]{fontenc}
@@ -10,7 +10,7 @@
 \usepackage{algorithm}
 \usepackage{algorithmic}
 \usepackage{listings}
-\input{shared/lstlang}
+\input{../shared/lstlang}
 \usepackage{xcolor}
 
 \lstset{

hanzo-ai-safety/hanzo-ai-safety.tex

@@ -1,6 +1,6 @@
 % AI and Cyberspace: Foundations for Safe Artificial General Intelligence
 \documentclass[11pt,twocolumn]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage{amsmath, amssymb}
 \usepackage{graphicx}
 \usepackage{booktabs}

hanzo-analytics-ml/hanzo-analytics-ml.tex

@@ -1,5 +1,5 @@
 \documentclass[11pt,a4paper]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 
 % Packages
 \usepackage[utf8]{inputenc}
@@ -11,7 +11,7 @@
 \usepackage{algpseudocode}
 \usepackage{booktabs}
 \usepackage{listings}
-\input{shared/lstlang}
+\input{../shared/lstlang}
 \usepackage{xcolor}
 \usepackage[numbers]{natbib}
 \usepackage{tikz}

hanzo-api-gateway/hanzo-api-gateway.tex

@@ -1,5 +1,5 @@
 \documentclass[11pt,a4paper]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 
 % Packages
 \usepackage[utf8]{inputenc}
@@ -11,7 +11,7 @@
 \usepackage{algpseudocode}
 \usepackage{booktabs}
 \usepackage{listings}
-\input{shared/lstlang}
+\input{../shared/lstlang}
 \usepackage{xcolor}
 \usepackage[numbers]{natbib}
 \usepackage{tikz}

hanzo-aso/hanzo-aso.tex

@@ -1,7 +1,7 @@
 % Hanzo ASO (Active Semantic Optimization) Paper
 % Fully self-contained -- no \input{} directives
 \documentclass[11pt]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage{amsmath, amssymb, amsthm}
 \usepackage{mathtools}
 \usepackage{bm}

hanzo-base-runtime/hanzo-base-runtime.tex

@@ -1,6 +1,6 @@
 % Hanzo Base: The Single-Binary Runtime for Sovereign Applications
 \documentclass[11pt]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage{amsmath, amssymb, amsthm}
 \usepackage{mathtools}
 \usepackage{bm}
@@ -12,7 +12,7 @@
 \usepackage{float}
 \usepackage{multirow}
 \usepackage{listings}
-\input{shared/lstlang}
+\input{../shared/lstlang}
 \usepackage{tikz}
 \usetikzlibrary{shapes,arrows,positioning,fit}
 \usepackage{pgfplots}

hanzo-blockchain-platform/hanzo-blockchain-platform.tex

@@ -1,6 +1,6 @@
 % Hanzo Blockchain Platform: Interplanetary-Scale Commerce Infrastructure
 \documentclass[11pt,twocolumn]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage{amsmath, amssymb}
 \usepackage{graphicx}
 \usepackage{booktabs}

hanzo-candle/hanzo-candle.tex

@@ -1,6 +1,6 @@
 % Hanzo Candle: A Rust ML Framework for High-Performance Inference
 \documentclass[11pt,twocolumn]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage{amsmath, amssymb, amsthm}
 \usepackage{mathtools}
 \usepackage{bm}
@@ -15,7 +15,7 @@
 \usepackage{subcaption}
 \usepackage{multirow}
 \usepackage{listings}
-\input{shared/lstlang}
+\input{../shared/lstlang}
 \usepackage[numbers]{natbib}
 \hypersetup{colorlinks=true,linkcolor=black,citecolor=blue,urlcolor=blue}
 

hanzo-chat/hanzo-chat.tex

@@ -1,6 +1,6 @@
 % Hanzo Chat: Multi-Model Conversational AI
 \documentclass[11pt,twocolumn]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage{amsmath, amssymb, amsthm}
 \usepackage{mathtools}
 \usepackage{bm}
@@ -15,7 +15,7 @@
 \usepackage{subcaption}
 \usepackage{multirow}
 \usepackage{listings}
-\input{shared/lstlang}
+\input{../shared/lstlang}
 \usepackage[numbers]{natbib}
 \hypersetup{colorlinks=true,linkcolor=black,citecolor=blue,urlcolor=blue}
 

hanzo-checkout/hanzo-checkout.tex

@@ -1,5 +1,5 @@
 \documentclass[11pt,a4paper]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 
 % Packages
 \usepackage[utf8]{inputenc}
@@ -11,7 +11,7 @@
 \usepackage{algpseudocode}
 \usepackage{booktabs}
 \usepackage{listings}
-\input{shared/lstlang}
+\input{../shared/lstlang}
 \usepackage{xcolor}
 \usepackage[numbers]{natbib}
 \usepackage{tikz}

hanzo-consensus-ai/hanzo-consensus-ai.tex

@@ -1,6 +1,6 @@
 % Hanzo Consensus AI: Consensus Mechanisms for Distributed AI
 \documentclass[11pt]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage{amsmath, amssymb, amsthm}
 \usepackage{mathtools}
 \usepackage{bm}

hanzo-crypto-commerce-2018/hanzo-crypto-commerce-2018.tex

@@ -1,6 +1,6 @@
 % Hanzo Crypto Commerce: Blockchain Payment APIs and Smart Contract Infrastructure
 \documentclass[11pt,twocolumn]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage{amsmath, amssymb}
 \usepackage{graphicx}
 \usepackage{booktabs}

hanzo-crypto-payments/hanzo-crypto-payments.tex

@@ -1,6 +1,6 @@
 % Hanzo Crypto Payment Rails: Multi-Chain Settlement with MPC Custody
 \documentclass[11pt]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage{amsmath,amssymb,amsthm}
 \usepackage{graphicx,hyperref,booktabs,enumitem,tikz}
 \usepackage{float}

hanzo-digital-securities-integration/hanzo-digital-securities-integration.tex

@@ -1,6 +1,6 @@
 % Hanzo Platform Integration with Digital Securities
 \documentclass[11pt]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage{amsmath,amssymb,amsthm}
 \usepackage{graphicx,hyperref,booktabs,enumitem,tikz}
 \usetikzlibrary{positioning,shapes,arrows,fit,backgrounds}

hanzo-dso/hanzo-dso.tex

@@ -1,7 +1,7 @@
 % Hanzo DSO (Decentralized Semantic Optimization) Paper
 % Fully self-contained -- no \input{} directives
 \documentclass[11pt]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage{amsmath, amssymb, amsthm}
 \usepackage{mathtools}
 \usepackage{bm}

hanzo-fhe-inference/hanzo-fhe-inference.tex

@@ -1,6 +1,6 @@
 % Hanzo FHE Inference: Fully Homomorphic Encryption for Confidential AI
 \documentclass[11pt]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage{amsmath, amssymb, amsthm}
 \usepackage{mathtools}
 \usepackage{bm}

hanzo-flow/hanzo-flow.tex

@@ -1,6 +1,6 @@
 % Hanzo Flow: Visual Workflow Builder for AI Agent Orchestration
 \documentclass[11pt,twocolumn]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage{amsmath, amssymb, amsthm}
 \usepackage{mathtools}
 \usepackage{bm}
@@ -15,7 +15,7 @@
 \usepackage{subcaption}
 \usepackage{multirow}
 \usepackage{listings}
-\input{shared/lstlang}
+\input{../shared/lstlang}
 \usepackage[numbers]{natbib}
 \hypersetup{colorlinks=true,linkcolor=black,citecolor=blue,urlcolor=blue}
 

hanzo-formal-verification/hanzo-formal-verification.tex

@@ -1,6 +1,6 @@
 % Hanzo Formal Verification: Proving Infrastructure Correctness with Lean 4
 \documentclass[11pt]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage{amsmath, amssymb, amsthm}
 \usepackage{mathtools}
 \usepackage{bm}

hanzo-gpu-inference/hanzo-gpu-inference.tex

@@ -1,6 +1,6 @@
 % Hanzo GPU Inference: GPU-Accelerated AI Inference on Hanzo Cloud
 \documentclass[11pt]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage{amsmath, amssymb, amsthm}
 \usepackage{mathtools}
 \usepackage{bm}

hanzo-hmm/hanzo-hmm.tex

@@ -1,7 +1,7 @@
 % Hanzo HMM (Hamiltonian Market Maker) Paper
 % Expanded academic treatment with full Hamiltonian mechanics formulation
 \documentclass[11pt,twocolumn]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage{amsmath, amssymb, amsthm}
 \usepackage{mathtools}
 \usepackage{bm}

hanzo-ico-infrastructure/hanzo-ico-infrastructure.tex

@@ -1,6 +1,6 @@
 % Hanzo: Scalable Infrastructure for Blockchain Token Sales and Securities Offerings
 \documentclass[11pt,letterpaper]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage{amsmath, amssymb}
 \usepackage{graphicx}
 \usepackage{booktabs}

hanzo-identity-nft/hanzo-identity-nft.tex

@@ -1,5 +1,5 @@
 \documentclass[11pt,twocolumn]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage[utf8]{inputenc}
 \usepackage{amsmath,amssymb,amsthm}
 \usepackage{graphicx}
@@ -9,7 +9,7 @@
 \usepackage{hyperref}
 \usepackage{xcolor}
 \usepackage{listings}
-\input{shared/lstlang}
+\input{../shared/lstlang}
 \usepackage{tikz}
 \usepackage{pgfplots}
 \pgfplotsset{compat=1.18}

hanzo-jin-architecture/hanzo-jin-architecture.tex

@@ -1,5 +1,5 @@
 \documentclass[11pt,twocolumn]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage[utf8]{inputenc}
 \usepackage{CJK}
 \usepackage{amsmath,amssymb,amsthm}
@@ -10,7 +10,7 @@
 \usepackage{hyperref}
 \usepackage{xcolor}
 \usepackage{listings}
-\input{shared/lstlang}
+\input{../shared/lstlang}
 \usepackage{tikz}
 \usetikzlibrary{shapes,arrows,positioning,fit,backgrounds}
 

hanzo-jin/hanzo-jin.tex

@@ -1,5 +1,5 @@
 \documentclass[11pt,twocolumn]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage[utf8]{inputenc}
 \usepackage{CJK}
 \usepackage{amsmath,amssymb,amsthm}
@@ -10,7 +10,7 @@
 \usepackage{hyperref}
 \usepackage{xcolor}
 \usepackage{listings}
-\input{shared/lstlang}
+\input{../shared/lstlang}
 \usepackage{tikz}
 \usetikzlibrary{shapes,arrows,positioning,fit,backgrounds}
 

hanzo-llm-gateway/hanzo-llm-gateway.tex

@@ -1,5 +1,5 @@
 \documentclass[11pt,twocolumn]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage[utf8]{inputenc}
 \usepackage{amsmath,amssymb,amsthm}
 \usepackage{graphicx}
@@ -9,7 +9,7 @@
 \usepackage{hyperref}
 \usepackage{xcolor}
 \usepackage{listings}
-\input{shared/lstlang}
+\input{../shared/lstlang}
 \usepackage{tikz}
 \usetikzlibrary{shapes,arrows,positioning,fit,backgrounds,calc}
 \usepackage{enumitem}

hanzo-mcp-server/hanzo-mcp-server.tex

@@ -1,5 +1,5 @@
 \documentclass[11pt,twocolumn]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage[utf8]{inputenc}
 \usepackage{amsmath,amssymb,amsthm}
 \usepackage{graphicx}
@@ -9,7 +9,7 @@
 \usepackage{hyperref}
 \usepackage{xcolor}
 \usepackage{listings}
-\input{shared/lstlang}
+\input{../shared/lstlang}
 \usepackage{tikz}
 \usetikzlibrary{shapes,arrows,positioning,fit,backgrounds}
 

hanzo-ml-framework/hanzo-ml-framework.tex

@@ -1,5 +1,5 @@
 \documentclass[11pt,twocolumn]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage[utf8]{inputenc}
 \usepackage{amsmath,amssymb,amsthm}
 \usepackage{graphicx}
@@ -9,7 +9,7 @@
 \usepackage{hyperref}
 \usepackage{xcolor}
 \usepackage{listings}
-\input{shared/lstlang}
+\input{../shared/lstlang}
 \usepackage{tikz}
 \usetikzlibrary{shapes,arrows,positioning,fit,backgrounds}
 

hanzo-network-architecture/hanzo-network-architecture.tex

@@ -1,5 +1,5 @@
 \documentclass[11pt,twocolumn]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage[utf8]{inputenc}
 \usepackage{amsmath,amssymb,amsfonts}
 \usepackage{graphicx}
@@ -7,7 +7,7 @@
 \usepackage{algorithm}
 \usepackage{algorithmic}
 \usepackage{listings}
-\input{shared/lstlang}
+\input{../shared/lstlang}
 \usepackage{xcolor}
 \usepackage{cite}
 
@@ -26,7 +26,7 @@ Antje Worring, Zach Kelling\thanks{Corresponding author: [email protected]} \\
 \hanzocoverpage
 
 \begin{abstract}
-We present Hanzo Network, a decentralized compute platform that integrates blockchain consensus, confidential computing, and advanced AI inference routing into a unified architecture. The system introduces four core innovations: (1) \textbf{HLLM (Hamiltonian Hidden-Markov LLM)}, a physics-inspired routing framework that combines regime detection with Hamiltonian dynamics for optimal model selection; (2) \textbf{Post-Quantum Cryptography (PQC)} integration with NIST FIPS 203/204 compliance and five-tier privacy model supporting GPU TEE-I/O; (3) \textbf{Unified Runtime Abstraction} enabling seamless orchestration across Docker, Kubernetes, WASM, and Firecracker runtimes; and (4) \textbf{Compute DEX (Decentralized Exchange)} with on-chain resource accounting and AI token mining. Benchmarks demonstrate 9M+ blocks/second consensus throughput with sub-100μs PQC operations. The system supports 20+ LLM providers, native Qwen3 embeddings with 4096 dimensions, and blockchain-integrated compute metering. This architecture enables practical decentralized AI infrastructure with quantum-safe security guarantees.
+We present Hanzo Network, a decentralized compute platform that integrates blockchain consensus, confidential computing, and advanced AI inference routing into a unified architecture. The system introduces four core innovations: (1) \textbf{HLLM (Hamiltonian Hidden-Markov LLM)}, a physics-inspired routing framework that combines regime detection with Hamiltonian dynamics for optimal model selection; (2) \textbf{Post-Quantum Cryptography (PQC)} integration with NIST FIPS 203/204 compliance and five-tier privacy model supporting GPU TEE-I/O; (3) \textbf{Unified Runtime Abstraction} enabling seamless orchestration across Docker, Kubernetes, WASM, and Firecracker runtimes; and (4) \textbf{Compute DEX (Decentralized Exchange)} with on-chain resource accounting and AI token mining. Benchmarks demonstrate 9M+ blocks/second consensus throughput with sub-100$\mu$s PQC operations. The system supports 20+ LLM providers, native Qwen3 embeddings with 4096 dimensions, and blockchain-integrated compute metering. This architecture enables practical decentralized AI infrastructure with quantum-safe security guarantees.
 \end{abstract}
 
 \input{sections/01-introduction}

hanzo-network-architecture/sections/04-post-quantum-cryptography.tex

@@ -122,9 +122,9 @@ Measured on Apple M2 Max (12-core CPU):
 \hline
 \textbf{Operation} & \textbf{ML-KEM-768} & \textbf{ML-DSA-65} \\
 \hline
-Keygen & 47 μs & 98 μs \\
-Encap/Sign & 58 μs & 241 μs \\
-Decap/Verify & 71 μs & 117 μs \\
+Keygen & 47 $\mu$s & 98 $\mu$s \\
+Encap/Sign & 58 $\mu$s & 241 $\mu$s \\
+Decap/Verify & 71 $\mu$s & 117 $\mu$s \\
 \hline
 \end{tabular}
 \caption{PQC operation latencies}

hanzo-network-architecture/sections/12-discussion.tex

@@ -38,7 +38,7 @@ SPHINCS+ (SLH-DSA) provides hash-based signatures without lattice assumptions. F
 
 \subsubsection{Hardware Acceleration}
 
-FPGA/ASIC implementations of ML-KEM could reduce latency to $<$10μs, enabling PQC in ultra-low-latency applications.
+FPGA/ASIC implementations of ML-KEM could reduce latency to $<$10$\mu$s, enabling PQC in ultra-low-latency applications.
 
 \subsubsection{Federated Learning}
 

hanzo-network-architecture/sections/13-conclusion.tex

@@ -6,7 +6,7 @@ Hanzo Network demonstrates that decentralized AI compute infrastructure can achi
 Key results:
 \begin{itemize}
 \item \textbf{9M+ blocks/second} local consensus throughput
-\item \textbf{$<$100μs} PQC operations (ML-KEM-768)
+\item \textbf{$<$100$\mu$s} PQC operations (ML-KEM-768)
 \item \textbf{2.8ms} HLLM routing overhead
 \item \textbf{5-tier privacy model} from open to GPU TEE-I/O
 \item \textbf{20+ LLM providers} with unified interface

hanzo-operative/hanzo-operative.tex

@@ -1,5 +1,5 @@
 \documentclass[11pt,twocolumn]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage[utf8]{inputenc}
 \usepackage{amsmath,amssymb,amsthm}
 \usepackage{graphicx}
@@ -9,7 +9,7 @@
 \usepackage{hyperref}
 \usepackage{xcolor}
 \usepackage{listings}
-\input{shared/lstlang}
+\input{../shared/lstlang}
 \usepackage{tikz}
 \usetikzlibrary{shapes,arrows,positioning,fit,backgrounds,calc}
 \usepackage{enumitem}

hanzo-operative/sections/03-screen-understanding-pipeline.tex

@@ -59,8 +59,8 @@ The three detection sources are fused using a matching algorithm that associates
     \STATE $e.\text{text} \gets \text{bestText}(e.\text{text}, o^*.\text{text})$
     \STATE $M \gets M \cup \{e\}$
 \ENDFOR
-\FOR{$a \in A$} \COMMENT{Unmatched a11y elements}
-    \STATE $M \gets M \cup \{\text{fromA11y}(a)\}$
+\FOR{$a \in A$}
+    \STATE $M \gets M \cup \{\text{fromA11y}(a)\}$ \COMMENT{Unmatched a11y elements}
 \ENDFOR
 \RETURN $M$
 \end{algorithmic}

hanzo-payments-platform/hanzo-payments-platform.tex

@@ -1,6 +1,6 @@
 % Hanzo: A Crypto-Commerce Platform for Every Business
 \documentclass[11pt,letterpaper]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage{amsmath, amssymb}
 \usepackage{graphicx}
 \usepackage{booktabs}

hanzo-platform/hanzo-platform.tex

@@ -1,6 +1,6 @@
 % Hanzo Platform: PaaS for AI-Native Application Deployment
 \documentclass[11pt,twocolumn]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage{amsmath, amssymb, amsthm}
 \usepackage{mathtools}
 \usepackage{bm}
@@ -15,7 +15,7 @@
 \usepackage{subcaption}
 \usepackage{multirow}
 \usepackage{listings}
-\input{shared/lstlang}
+\input{../shared/lstlang}
 \usepackage[numbers]{natbib}
 \hypersetup{colorlinks=true,linkcolor=black,citecolor=blue,urlcolor=blue}
 

hanzo-pq-crypto/hanzo-pq-crypto.tex

@@ -1,6 +1,6 @@
 % Hanzo Post-Quantum Cryptography: Migration Path for AI Infrastructure
 \documentclass[11pt]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage{amsmath, amssymb, amsthm}
 \usepackage{mathtools}
 \usepackage{bm}

hanzo-sdk-ecosystem/hanzo-sdk-ecosystem.tex

@@ -1,5 +1,5 @@
 \documentclass[11pt,a4paper]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 
 % Packages
 \usepackage[utf8]{inputenc}
@@ -11,7 +11,7 @@
 \usepackage{algpseudocode}
 \usepackage{booktabs}
 \usepackage{listings}
-\input{shared/lstlang}
+\input{../shared/lstlang}
 \usepackage{xcolor}
 \usepackage[numbers]{natbib}
 \usepackage{tikz}

hanzo-search/hanzo-search.tex

@@ -1,6 +1,6 @@
 % Hanzo Search: AI-Powered Search with RAG
 \documentclass[11pt,twocolumn]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage{amsmath, amssymb, amsthm}
 \usepackage{mathtools}
 \usepackage{bm}
@@ -15,7 +15,7 @@
 \usepackage{subcaption}
 \usepackage{multirow}
 \usepackage{listings}
-\input{shared/lstlang}
+\input{../shared/lstlang}
 \usepackage[numbers]{natbib}
 \hypersetup{colorlinks=true,linkcolor=black,citecolor=blue,urlcolor=blue}
 

hanzo-threshold-signing/hanzo-threshold-signing.tex

@@ -1,6 +1,6 @@
 % Hanzo Threshold Signing: MPC Key Management for AI Infrastructure
 \documentclass[11pt]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage{amsmath, amssymb, amsthm}
 \usepackage{mathtools}
 \usepackage{bm}

hanzo-tokenomics/hanzo-tokenomics.tex

@@ -1,6 +1,6 @@
 % Hanzo Tokenomics: Token Economics for AI Infrastructure at Scale
 \documentclass[11pt]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 \usepackage{amsmath, amssymb, amsthm}
 \usepackage{mathtools}
 \usepackage{bm}

hanzo-webhooks/hanzo-webhooks.tex

@@ -1,5 +1,5 @@
 \documentclass[11pt,a4paper]{article}
-\usepackage{shared/hanzocover}
+\usepackage{../shared/hanzocover}
 
 % Packages
 \usepackage[utf8]{inputenc}
@@ -11,7 +11,7 @@
 \usepackage{algpseudocode}
 \usepackage{booktabs}
 \usepackage{listings}
-\input{shared/lstlang}
+\input{../shared/lstlang}
 \usepackage{xcolor}
 \usepackage[numbers]{natbib}
 \usepackage{tikz}