diff --git a/README.md b/README.md
index e9fa900..1a7162d 100644
--- a/README.md
+++ b/README.md
@@ -1,331 +1,228 @@
-

+

-# `Substrate`
+# Substrate
-
-
-
-
+**An open-source framework for capturing, organizing, and analyzing different aspects of human civilization**
+
+
[](https://opensource.org/licenses/MIT)
+
-
-
Substrate An Open-source Framework for Human Understanding, Meaning, and Progress.
-
-
-[About](#about) •
-[How to Add Items](#how-to-add-problems) •
-[Meta](#meta)
+[About](#about) • [Data](#-data-directory) • [Updates](#-recent-updates) • [Docs](#-documentation) • [Contributing](#how-to-contribute)
-## Navigation
-
-- [About](#about)
-- [Recent Updates](#-recent-updates)
-- [Data Directory](#data-directory)
-- [How to Contribute](#how-to-contribute)
-- [Documentation](#-documentation)
-- [Meta](#meta)
-
----
-
-## 🚀 **Recent Updates**
-
-> [!IMPORTANT]
-> **🔥 2025-10:** Major data infrastructure upgrade complete!
->
-> **DATA REVOLUTION:**
-> - 5 authoritative datasets added (GDP, Inflation, COVID, Pulitzer, Salaries)
-> - Library science methodology implementation
-> - Comprehensive data management system
-> - 1,700+ data points spanning 107 years (1918-2025)
->
-> [See full changelog →](#recent-updates-detail)
-
-
-📅 Click to see all updates
-
-### Recent Changes
-
-#### **2025-10-25 - Dataset Updates & Validation**
-- ✅ **DS-00004:** Pulitzer Prize Winners - Arts & Letters data refreshed
-- ✅ **DS-00002:** U.S. GDP data updated (1929-2025)
-- ✅ **DS-00003:** U.S. CPI inflation data updated (1947-2025)
-- ✅ **DS-00005:** Knowledge Worker Global Salaries validation check completed
-
-#### **2025-10-18 - New Dataset**
-- 🆕 **DS-00005:** Knowledge Worker Global Compensation dataset added
-- 📊 Global salary data for knowledge workers
-- 🔍 Comprehensive geographic and role coverage
-
-#### **2025-10-16 - Data Management System**
-- 🏗️ **Library Science Methodology** implemented with 8-dimension source evaluation
-- ⚡ **TypeScript Automation** with Bun runtime
-- 📋 **Auto-Discovery Orchestrator** for dataset updates
-- 📊 **Central Logging System** with aggregated logs
-- 📈 **Dashboard Auto-Generation** with health metrics
-- 🔄 **Git Integration** for version control
-- 📚 **Comprehensive Documentation Suite:**
- - `GETTING_STARTED.md` - Complete setup guide
- - `PROJECT_SUMMARY.md` - Technical architecture
- - `QUICK_REFERENCE.md` - Command cheatsheet
- - `Data/README.md` - Data philosophy and standards
-
-#### **2025-10-07 - Major Dataset Additions**
-- 🆕 **DS-00004:** Pulitzer Prize Winners - Arts & Letters (1918-2024)
- - 249 winners across Poetry, Drama, General/Special awards
- - High-quality, complete coverage of selected categories
- - Source: Wikidata
-
-- 🆕 **DS-00003:** Bay Area COVID-19 Wastewater Surveillance
- - 161 weekly data points (2022-2025)
- - California statewide data (Bay Area proxy)
- - Leading health indicator
- - Source: California Department of Public Health (CDPH)
-
-#### **2025-10-06 - GitHub Automation**
-- 🤖 **Claude Code Review Workflow** - Automated code review
-- 🤖 **Claude PR Assistant Workflow** - PR analysis and assistance
-- ⚙️ **CI/CD Integration** for quality assurance
-
-#### **2025-10-06 - U.S. Inflation Dataset**
-- 🆕 **DS-00001:** U.S. Consumer Price Index (CPI-U)
-- 📊 945 monthly data points (1947-2025)
-- 📈 Gold standard inflation measure
-- 🏛️ Source: FRED/Bureau of Labor Statistics
-
-#### **2025-10-06 - Community Contributions**
-- 🌍 **Brazil - São Paulo Mental Health** problem added (@ktfth)
-- 📝 **Arguments** contributions (@DesertEaglePWN, @JaymanW)
-- 🎯 **Values** framework established (@karai114)
-- ✅ Multiple problem database updates
-
-#### **2024-09-25 - Framework Expansion**
-- 📋 **Claims Framework** established (@ThatNateGuy)
- - Anthropogenic climate change
- - Everettian Interpretation of Quantum Mechanics
- - Supernaturalism
- - Atavistic Model of Cancer
- - Holographic Universe theory
-
-#### **2024-07-27 - Repository Consolidation**
-- 🏗️ **Single-Repo Structure** - Moved from multi-repo to unified structure
-- 📦 Easier project management and contribution workflow
-- 🚀 Simplified development process
-
-
-
-
-📊 Project Statistics (as of 2025-10-27)
-
-### Data & Coverage
-- **Datasets:** 5 authoritative ground-truth datasets
-- **Data Points:** 1,700+ (spanning multiple domains)
-- **Historical Coverage:** 1918-2025 (107 years maximum span)
-- **Geographic Coverage:** Global (U.S.-focused with expanding international data)
-
-### Infrastructure
-- **Update Scripts:** TypeScript with Bun runtime
-- **Automation:** Auto-discovery orchestrator with central logging
-- **Data Formats:** CSV, JSON, Markdown, Pipe-delimited
-- **Quality Framework:** 8-dimension library science evaluation
-- **Version Control:** Full git integration with automated commits
-- **GitHub Actions:** 2 active workflows (Code Review, PR Assistant)
-
-### Documentation
-- **Markdown:** 8,000+ lines of documentation
-- **TypeScript:** 1,000+ lines of automation code
-- **Documentation Files:** 25+ comprehensive guides and references
-- **Standards:** Dublin Core, MARC, SDMX, DDI metadata compliance
-
-### Community
-- **Contributors:** 6+ community members
-- **Pull Requests Merged:** 10+ contributions
-- **Object Types:** 17+ framework components (Problems, Solutions, Ideas, Plans, etc.)
-
-
-
-
-🎯 Milestones & Roadmap
-
-### ✅ Completed Milestones
-
-**Phase 1: Foundation (July 2024)**
-- ✅ Single-repo structure
-- ✅ Core object types defined (17+ types)
-- ✅ Basic directory structure
-- ✅ Initial documentation
-- ✅ Public launch with intro video
-
-**Phase 2: Community Building (Aug-Sep 2024)**
-- ✅ First community contributions
-- ✅ Claims framework established
-- ✅ Arguments and Values added
-- ✅ Multi-contributor ecosystem active
-
-**Phase 3: Data Infrastructure (Oct 2025)**
-- ✅ Five authoritative datasets added
-- ✅ Library science methodology implemented
-- ✅ TypeScript data management system
-- ✅ Comprehensive documentation suite
-- ✅ GitHub Actions automation
-- ✅ Quality assurance framework
-
-### 🚧 Upcoming (Planned)
-
-**Phase 4: Enhanced Access & Interaction**
-- [ ] Web-based contribution interface (non-coders can contribute)
-- [ ] Interactive data visualizations
-- [ ] RESTful API for programmatic access
-- [ ] Advanced cross-reference linking
-- [ ] Evidence-based problem/solution matching
-
-**Phase 5: Dataset Expansion**
-- [ ] Additional authoritative datasets (UNICEF, OECD, IHME)
-- [ ] Community-driven dataset requests
-- [ ] Real-time data feeds for select sources
-- [ ] Historical data archive expansion
-
-**Phase 6: Advanced Features**
-- [ ] Machine-readable catalog (DCAT/CKAN)
-- [ ] Automated quality scoring algorithms
-- [ ] Data quality trend tracking
-- [ ] Email/Slack notifications for updates
-- [ ] Parallel dataset updates
-
-
-
----
-
-**Full Update History:** See [`UPDATES.md`](./UPDATES.md) for complete chronological changelog
-
---
## About
-**Substrate** is an open-source framework for capturing, organizing, and analyzing different aspects of human civilization. It provides a structured knowledge system covering problems, solutions, plans, experiments, and empirical data—all interconnected and designed to be analyzed by both humans and AI systems.
+Substrate provides a structured knowledge system covering **problems**, **solutions**, **plans**, **experiments**, and **empirical data**—all interconnected and designed to be analyzed by both humans and AI systems.
-The project combines:
-- **Conceptual Components**: Problems, Solutions, Ideas, Plans, Values, Models, Arguments, Claims
-- **Empirical Data**: Curated ground-truth datasets from authoritative sources
-- **Organizational Elements**: People, Projects, Organizations, Funding Sources
-- **Outcome Tracking**: Results, Experiments, Metrics, Risks
+The project combines conceptual frameworks (Problems, Solutions, Ideas, Plans, Values, Models, Arguments, Claims) with authoritative ground-truth datasets from verified sources. All data is provided in human-readable CSV and Markdown formats with complete methodology documentation.
-### Data Directory
+**Mission:** Build a trusted foundation of ground-truth data and structured knowledge to support human understanding and progress.
-Substrate includes a **Data/** directory with authoritative, ground-truth datasets about important aspects of human life, society, and progress. All datasets come from verified, reputable sources and are provided in human-readable CSV and Markdown formats.
+
+🎬 Watch Introduction Video
-**Current Datasets:**
-
-| Dataset ID | Dataset Name | Coverage | Data Points | Source | Description |
-|-----------|--------------|----------|-------------|--------|-------------|
-| **DS-00002** | **US-GDP** | 1929-2025 | 96 years (annual)
314 quarters | FRED/BEA | Real GDP (chained 2017 dollars) - primary measure of US economic activity |
-| **DS-00001** | **US-Inflation** | 1947-2025 | 945 months | FRED/BLS | Consumer Price Index (CPI-U) - gold standard inflation measure |
-| **DS-00003** | **Bay-Area-COVID-Wastewater** | 2022-2025 | 161 weeks | CDPH | California COVID-19 wastewater surveillance (leading health indicator) |
-| **DS-00004** | **Pulitzer-Prize-Winners** | 1918-2024 | 249 winners | Wikidata | Arts & Letters categories (Poetry, Drama, General/Special awards) |
-| **DS-00005** | **Knowledge-Worker-Global-Salaries** | Global | Multi-region | Research | Global compensation data for knowledge workers across roles and geographies |
-
-**Data Management System:**
-- **Library Science Methodology**: 8-dimension source quality evaluation
-- **TypeScript Automation**: Auto-discovery orchestrator with Bun runtime
-- **Quality Standards**: Dublin Core, MARC, SDMX, DDI metadata compliance
-- **Version Control**: Full git integration with automated updates
-- **Central Logging**: Aggregated logs and health monitoring
-- **Documentation**: Comprehensive guides for each dataset
-
-**Data Philosophy:**
-- **Ground Truth First**: Authoritative, verifiable sources only
-- **Human-Readable + Machine-Parseable**: CSV, JSON, and Markdown formats
-- **Full Transparency**: Complete methodology documentation and source attribution
-- **Shared Knowledge**: Public domain or openly licensed data
-- **Research-Grade Quality**: Professional library science evaluation
-
-See **[Data/README.md](./Data/README.md)** for complete documentation of all datasets, data quality standards, and contribution guidelines.
-
-## Introduction video
-
-Here's a video explaining the project and its structure.
+
-## Blog post
+
-And here's a full blog post about the project.
+**Blog Post:** [Introducing Substrate](https://danielmiessler.com/p/introducing-substrate)
-[Introducing Substrate](https://danielmiessler.com/p/introducing-substrate)
+---
-## 📚 **Documentation**
+## 📊 Data Directory
-Substrate includes comprehensive documentation for all aspects of the project:
+Substrate includes **5 authoritative datasets** with 1,700+ data points spanning 107 years (1918-2025):
-### **Getting Started**
-- **[GETTING_STARTED.md](./GETTING_STARTED.md)** - Complete setup and usage guide for the data management system
-- **[QUICK_REFERENCE.md](./QUICK_REFERENCE.md)** - Quick command reference and cheatsheet
-- **[Data/README.md](./Data/README.md)** - Data directory philosophy, standards, and contribution guidelines
+| Dataset | Coverage | Data Points | Source |
+|---------|----------|-------------|--------|
+| **US-GDP** | 1929-2025 | 96 years annual
314 quarters | FRED/BEA |
+| **US-Inflation** | 1947-2025 | 945 months | FRED/BLS |
+| **Bay Area COVID Wastewater** | 2022-2025 | 161 weeks | CDPH |
+| **Pulitzer Prize Winners** | 1918-2024 | 249 winners | Wikidata |
+| **Knowledge Worker Salaries** | Global | Multi-region | Research |
-### **Technical Documentation**
-- **[PROJECT_SUMMARY.md](./PROJECT_SUMMARY.md)** - Technical architecture and system design overview
-- **[Data/README-LIBRARY-SCIENCE.md](./Data/README-LIBRARY-SCIENCE.md)** - Library science methodology framework
-- **[Data/MIGRATION-GUIDE.md](./Data/MIGRATION-GUIDE.md)** - Guide for data directory structure changes
+**Data Quality:**
+- ✅ Library science methodology with 8-dimension source evaluation
+- ✅ Authoritative sources only (government agencies, verified databases)
+- ✅ Complete documentation and methodology for each dataset
+- ✅ TypeScript automation with quality assurance
+- ✅ CSV, JSON, and Markdown formats
-### **Update Logs & Changes**
-- **[UPDATES.md](./UPDATES.md)** - Complete project update history and changelog
-- **[Data/UPDATES.md](./Data/UPDATES.md)** - Data directory-specific update log
-- Individual dataset update logs in each `Data/*/UPDATES.md` file
+**[→ Explore Data Directory](./Data/README.md)**
-### **Dataset Documentation**
-Each dataset includes comprehensive documentation:
-- **README.md** - Dataset overview, research methodology, and usage
-- **UPDATES.md** - Dataset-specific update history
-- **RESOURCES.md** - Data sources, APIs, and download instructions
-- **source.md** - Library science evaluation (8-dimension quality assessment)
+---
-### **Video & Blog**
-- **[Introduction Video](https://www.youtube.com/watch?v=ky7ejowc_qY)** - Project explanation and structure
-- **[Blog Post](https://danielmiessler.com/p/introducing-substrate)** - Detailed project introduction
+## 🚀 Recent Updates
+
+> [!IMPORTANT]
+> **🔥 October 2025:** Major data infrastructure upgrade complete!
+>
+> - 5 authoritative datasets added (1,700+ data points)
+> - Library science methodology implementation
+> - TypeScript automation with Bun runtime
+> - Comprehensive documentation suite
+
+
+📅 View detailed changelog
+
+### Recent Changes
+
+**2025-10-25 - Dataset Updates**
+- ✅ Pulitzer Prize, GDP, and inflation data refreshed
+- ✅ Knowledge Worker Salaries validation completed
+
+**2025-10-18 - New Dataset**
+- 🆕 Knowledge Worker Global Compensation added
+
+**2025-10-16 - Infrastructure**
+- 🏗️ Library science methodology (8-dimension evaluation)
+- ⚡ TypeScript automation with auto-discovery
+- 📊 Central logging and health monitoring
+- 📚 Documentation suite (Getting Started, Technical Summary, Quick Reference)
+
+**2025-10-07 - Major Datasets**
+- 🆕 Pulitzer Prize Winners (1918-2024, 249 winners)
+- 🆕 Bay Area COVID Wastewater (161 weeks, 2022-2025)
+
+**2025-10-06 - Automation & Data**
+- 🤖 GitHub Actions workflows (Code Review, PR Assistant)
+- 🆕 U.S. Inflation dataset (945 months, 1947-2025)
+
+**2024-09 - Community**
+- 📝 Claims, Arguments, and Values frameworks established
+- 🌍 Multiple community contributions
+
+**2024-07 - Foundation**
+- 🏗️ Single-repo structure
+- 🚀 Public launch
+
+### Project Stats (2025-10-27)
+
+**Data:** 5 datasets • 1,700+ points • 107-year span (1918-2025)
+
+**Infrastructure:** TypeScript automation • Library science framework • GitHub Actions
+
+**Community:** 6+ contributors • 10+ merged PRs • 17 object types
+
+**Docs:** 8,000+ lines markdown • 25+ documentation files
+
+**[→ Full update history](./UPDATES.md)**
+
+
+
+---
+
+## 📚 Documentation
+
+### Getting Started
+- **[Getting Started Guide](./GETTING_STARTED.md)** - Complete setup and usage
+- **[Quick Reference](./QUICK_REFERENCE.md)** - Command cheatsheet
+- **[Data Directory Guide](./Data/README.md)** - Data philosophy and standards
+
+### Technical
+- **[Project Summary](./PROJECT_SUMMARY.md)** - Architecture overview
+- **[Library Science Framework](./Data/README-LIBRARY-SCIENCE.md)** - Methodology
+- **[Migration Guide](./Data/MIGRATION-GUIDE.md)** - Structure changes
+
+### Updates & Changes
+- **[UPDATES.md](./UPDATES.md)** - Complete project changelog
+- **[Data Updates](./Data/UPDATES.md)** - Dataset-specific logs
+- Individual dataset update logs in `Data/*/UPDATES.md`
---
## How to Contribute
-You can contribute to Substrate by submitting PRs to modify the various Substrate object files within each directory, e.g.: `Problems`, `Solutions`, `Ideas`, etc.
+Contribute by submitting PRs to modify Substrate object files in directories like `Problems/`, `Solutions/`, `Ideas/`, etc.
-We're working on a web-based interface for this as well to make it easier for non-coders to contribute.
+**Contributing Datasets:**
+- See **[Data/README.md](./Data/README.md)** for data quality standards
+- Follow **[Getting Started Guide](./GETTING_STARTED.md)** for step-by-step instructions
-### Contributing Datasets
-
-To contribute new datasets, see:
-- **[Data/README.md](./Data/README.md)** - Data contribution guidelines and quality standards
-- **[GETTING_STARTED.md](./GETTING_STARTED.md)** - Step-by-step guide for adding new data sources
-
-
+**Note:** We're developing a web-based contribution interface for non-coders.
> [!NOTE]
-> July 27, 2024 — We moved to a single-repo structure to make the project easier to manage.
+> **July 27, 2024** — We moved to a single-repo structure to make the project easier to manage.
+---
+
+## Roadmap
+
+### ✅ Completed
+
+**Phase 1: Foundation (July 2024)**
+- Single-repo structure with 17+ object types
+- Core framework and documentation
+- Public launch
+
+**Phase 2: Community (Aug-Sep 2024)**
+- Community contributions and frameworks
+- Claims, Arguments, and Values established
+
+**Phase 3: Data Infrastructure (Oct 2025)**
+- 5 authoritative datasets added
+- Library science methodology
+- TypeScript automation system
+- Comprehensive documentation
+
+### 🚧 Planned
+
+**Phase 4: Enhanced Access**
+- Web-based contribution interface
+- Interactive visualizations
+- RESTful API
+
+**Phase 5: Dataset Expansion**
+- Additional authoritative datasets (UNICEF, OECD, IHME)
+- Real-time data feeds
+- Community-driven requests
+
+**Phase 6: Advanced Features**
+- Machine-readable catalog (DCAT/CKAN)
+- Automated quality scoring
+- Email/Slack notifications
+
+---
## Meta
-> [!NOTE]
-> Special thanks to the following people for their inspiration and contributions!
+### Special Thanks
-- _Jonathan Dunn_ for being the person most similar in goals that I've met so far.
-- _Joel Parish_ for a neverending source of inspiration and structure wisdom.
-- _Joseph Thacker_ a constant flow of solid ideas about all aspects of the project.
+**Inspiration & Contributions:**
+- _Jonathan Dunn_ - Similar goals and collaboration
+- _Joel Parish_ - Structure wisdom
+- _Joseph Thacker_ - Continuous flow of ideas
-### Primary contributors
+### Primary Contributors
-`Substrate` was created by Daniel Miessler in July of 2024.
-
+### Community Contributors
+
+Special thanks to all contributors: @ThatNateGuy, @JaymanW, @karai114, @DesertEaglePWN, @ktfth
+
+### Created By
+
+`Substrate` was created by Daniel Miessler in July 2024.
+

+---
+
+
+
+**[↑ Back to Top](#substrate)**
+
+