Update README.md

README.md

@@ -4,12 +4,19 @@ task_categories:
 - text-classification
 - tabular-classification
 tags:
-- media-integrity
+- artificial-intelligence
+- ai-literacy
+- ai-education
+- ai-agents
+- coding
 - finance
+- media-integrity
+- democracy
 - deepfake-detection
 - education
-- student-curated
-pretty_name: AIYA Forums Toolkit & Benchmark Data
+- student-led
+- experiential-learning
+pretty_name: AIYA Programs Toolkit & Benchmark Data
 size_categories:
 - n<1K
 configs:
@@ -19,49 +26,190 @@ configs:
     path: sample.csv
 ---
 
-# AIYA Forums Toolkit & Benchmark Data 🛠️
+# AIYA Programs Toolkit & Benchmark Data 🛠️
+
+This repository provides technical resources, exercises, evaluation benchmarks, datasets, and starter materials supporting the experiential programming of the **AI Youth Alliance (AIYA)**.
+
+AIYA is a global, student-led educational network dedicated to building **foundational AI literacy, AI fluency, technical skills, critical AI literacy, student agency, and genuine authorship** through hands-on learning and collaborative problem-solving.
+
+The resources in this repository support AIYA's current five-program framework:
+
+- 🧠 **AIYA Autonomy** — Developing cognitive agency, critical autonomy, and genuine authorship while using and consuming AI.
+- 🔨 **AIYA Forge** — Building with AI through coding, applications, AI agents, prompt engineering, and collaborative workflows.
+- 📈 **AIYA Finance** — Exploring applications of AI and agentic tools to finance, research, analysis, modeling, and decision-making.
+- 🏛️ **AIYA Polis** — Exploring the impact of AI on media, democracy, political processes, and the information environment.
+- 🌎 **AIYA Impact** — Showcasing student projects that use AI to produce concrete outcomes and results across disciplines.
+
+For the current description of AIYA's programming, see the official **[AIYA Programming page](https://www.aiyouthalliance.org/programming)**.
+
+---
+
+## 📁 Dataset & Program Structure
+
+*UNDER CONSTRUCTION*
+
+The repository may include resources supporting different AIYA programs and project areas.
+
+### 🧠 AIYA Autonomy
+
+Resources designed to help students evaluate AI critically and maintain their own analytical capacity, cognitive agency, and authorship.
+
+Examples may include:
+
+- AI reasoning and evaluation exercises
+- Critical AI literacy challenges
+- Model limitation tests
+- Human-vs-AI reasoning exercises
+- AI output evaluation tasks
+- Authorship and agency exercises
+
+### 🔨 AIYA Forge
 
-This dataset repository serves as the official, foundational entry point for local school chapters of the **AI Youth Alliance (AIYA)**. It houses structured exercises, evaluation benchmarks, and framework starter kits used across the **AIYA Coding Forum**, the **AIYA Finance Forum**, and the **AIYA Democracy and Media Forum**.
+Technical resources for students building with AI.
+
+Examples may include:
+
+- Coding exercises
+- Prompt engineering challenges
+- AI agent experiments
+- Application-building resources
+- Model evaluation tasks
+- AI workflow experiments
+- Technical benchmarks
+
+### 📈 AIYA Finance
+
+Datasets and exercises exploring the intersection of artificial intelligence and finance.
+
+Examples may include:
+
+- Financial text classification
+- Sentiment analysis
+- Tabular financial datasets
+- Predictive modeling exercises
+- Economic analysis
+- AI-assisted financial research
+
+### 🏛️ AIYA Polis
+
+Resources exploring the relationship between AI, media, democracy, and the information environment.
+
+Examples may include:
+
+- Media-integrity benchmarks
+- Misinformation classification
+- Synthetic-media analysis
+- Deepfake detection resources
+- Political and civic information analysis
+- AI policy and governance research
+
+### 🌎 AIYA Impact
+
+Resources supporting student projects that use AI to produce concrete outcomes across disciplines.
+
+Examples may include:
+
+- Student project datasets
+- Research resources
+- Application benchmarks
+- Project evaluation frameworks
+- Technical demonstrations
+- Real-world AI use cases
+
+---
 
-## 📁 Dataset & Forum Structure - UNDER CONSTRUCTION
-*   `sample.csv` — Foundational evaluation rows for student verification workflows.
-*   `/coding-toolkit/` — Environments and prompts for testing model behaviors and algorithmic limitations.
-*   `/finance-toolkit/` — Tabular data structures for simple predictive analysis, market modeling, and economic tracking.
-*   `/democracy-&-the-media-toolkit/` — Reference text benchmarks for analyzing the impact of AI on media, democratic discourse, and political outcomes (including text/voice pattern testing and deepfake classification metrics).
+## ⚠️ Academic Notice & Cognitive Agency
 
-## ⚠️ Academic Notice & Cognitive Well-Being
-In alignment with recent cognitive science research (including landmark studies from MIT), AIYA explicitly warns against over-reliance on generative tooling. Offloading critical thought to automated systems causes measurable atrophy in analytical capacity, genuine subject mastery, and real authorship. 
+AIYA's programming is designed to help students **use AI without surrendering their own cognitive agency, analytical capacity, or authorship**.
 
-Use the exercises and benchmarks in this repository to explore AI as a **force multiplier for your mind**, not a replacement for your intellect.
+AI tools can accelerate research, coding, analysis, and creative work, but students should remain active participants in the learning process. AIYA therefore encourages students to question AI outputs, test model limitations, verify claims, understand underlying methods, and make meaningful intellectual contributions of their own.
+
+Use these exercises and benchmarks to explore AI as a **force multiplier for human thinking**, not a substitute for it.
+
+---
 
 ## 🚀 Getting Started with the Data
-### 1. Previewing Data Online
-You can explore, filter, and preview the hosted CSV benchmarks directly using the **Dataset Viewer** tab at the top of this Hugging Face page.
 
-### 2. Loading via the Datasets Library
-To pull these toolkits and benchmark rows directly into your local Python scripts or Jupyter Notebooks, install the Hugging Face `datasets` library and run:
+### 1. Preview the Data Online
+
+You can explore, filter, and preview compatible CSV benchmarks directly using the **Dataset Viewer** on Hugging Face.
+
+### 2. Load the Dataset with the Datasets Library
+
+To load the dataset into Python or a Jupyter Notebook, install the Hugging Face `datasets` library:
 
 ```python
 from datasets import load_dataset
 
-# Load the student forums toolkit dataset
 dataset = load_dataset("aiyouthalliance/aiya-forums-toolkit")
-print(dataset['train'])
-```
 
-## 🚀 Local Chapter Coordination
-Coordinate with your school's **Faculty and Administrative Advisor** to clear local school network guidelines regarding dataset access. For support, reach out to your local chapter lead or contact us directly at **[aiyouthalliance.org](https://www.aiyouthalliance.org)**.
+print(dataset["train"])
+````
+
+> **Note:** Update the dataset identifier above if this repository is renamed to reflect the current AIYA Programs structure.
+
+---
+
+## 🏫 Local Chapter Use
+
+AIYA resources may be used by participating students, school chapters, faculty advisors, and collaborators as part of AIYA's experiential programming.
+
+Students working through these materials should coordinate with their school's **Faculty or Administrative Advisor** where required by local school policies or network guidelines.
+
+For information about AIYA's programming and participation, visit:
+
+**https://www.aiyouthalliance.org/programming**
+
+For general information about AIYA:
+
+**https://www.aiyouthalliance.org/about**
 
 ---
 
-## 🤝 Connect with Us
-*   **Official Website:** [aiyouthalliance.org](https://www.aiyouthalliance.org)
-*   **GitHub Organization:** [AIYA-on-GitHub](https://github.com/AIYA-on-Git-Hub)
-*   **Instagram:** [ai.youth.alliance](https://instagram.com/ai.youth.alliance)
-*   **Youtube:** [@AI_Youth_Alliance](https://youtube.com/@AI_Youth_Alliance)
-*   **X (Twitter):** [@AIYA_on_X](https://x.com/AIYA_on_X)
-*   **Kaggle:** [aiyaonkaggle](https://www.kaggle.com/aiyaonkaggle)
-*   **LinkedIn:** [AI Youth Alliance (AIYA)](https://linkedin.com/company/ai-youth-alliance-aiya)
-*   **Contact Email:** info@aiyouthalliance.org
-
-© 2026 AI Youth Alliance & Hey AI! Foundation. All Rights Reserved.
+## 🔬 Open Technical Work
+
+AIYA uses Hugging Face to support transparent, collaborative exploration of artificial intelligence.
+
+Depending on the repository, AIYA resources may include:
+
+* Datasets
+* Benchmarks
+* Models
+* Evaluation frameworks
+* Coding resources
+* Prompting experiments
+* AI-agent experiments
+* Media-integrity research
+* Student-led technical projects
+
+All resources should be interpreted in the context of AIYA's broader educational mission and commitment to responsible, critical, and experiential engagement with AI.
+
+---
+
+## 🤝 Connect with AIYA
+
+* **Official Website:** https://www.aiyouthalliance.org
+* **Programming:** https://www.aiyouthalliance.org/programming
+* **About AIYA:** https://www.aiyouthalliance.org/about
+* **GitHub:** https://github.com/AIYA-on-Git-Hub
+* **Hugging Face:** https://huggingface.co/AIYA-on-Huggingface
+* **Kaggle:** https://www.kaggle.com/aiyaonkaggle
+* **Instagram:** https://instagram.com/ai.youth.alliance
+* **YouTube:** https://youtube.com/@AI_Youth_Alliance
+* **X:** https://x.com/AIYA_on_X
+* **LinkedIn:** https://linkedin.com/company/ai-youth-alliance-aiya
+* **Contact:** [info@aiyouthalliance.org](mailto:info@aiyouthalliance.org)
+
+---
+
+## 🌐 About AI Youth Alliance
+
+The **AI Youth Alliance (AIYA)** is a global, student-led educational network dedicated to helping students and schools meet the generational challenge of artificial intelligence.
+
+AIYA develops experiential opportunities for students to build AI literacy and fluency, explore technical applications of AI, solve real-world problems, collaborate with peers, and maintain agency and authorship in an AI-driven learning environment.
+
+AIYA operates under the auspices of the **Hey AI! Foundation**.
+
+**Official website:** https://www.aiyouthalliance.org
+
+© 2026 AI Youth Alliance & Hey AI! Foundation. All Rights Reserved.