Rethinking AI Systems, Decision & Responsibility
AI is not a capability problem. It is a relationship structure failure.
PIDA-LAB is a research and publishing platform focused on AI system design, decision responsibility frameworks, and structural approaches to human-AI interaction.
The site is built with Next.js, deployed on Vercel, and connected to GitHub for continuous deployment.
Live site: www.pida-lab.com
STME is a decision framework developed at PIDA-LAB. It decomposes decision problems into structured states and transitions without making decisions for the user.
Research:
- SSRN Paper: papers.ssrn.com · abstract_id=6548019
- Provisional Patent Pending (USPTO) · Application No.: 64/045,009
| Version | Name | Description |
|---|---|---|
| V1 | Core Engine | Pure structural output. No interpretation layer. |
| V2 | Interactive Demo | Adds interpretation and user guidance. |
| V3 | Condition-Based Analysis | Validates conditions before entering STME. |
| V4 | Guided Scenario Demo | Preset scenarios with Demo Mode (no API key required). |
| V5 | Full Production | Decision History, Interpretation Engine, Export / Audit. |
| Layer | Tool |
|---|---|
| Framework | Next.js |
| Hosting | Vercel |
| Source Control | GitHub |
| Content | Markdown (.md) |
| Styling | CSS (globals.css) |
| AI Integration | OpenAI API (gpt-4o-mini) |
pida-lab/
├── components/ # Nav, Footer, ArticleCard
├── lib/ # posts.server.js, categories.js
├── pages/
│ ├── demo/ # v1.js, v2.js, v3.js, v4.js, v5.js
│ ├── posts/ # [id].js — dynamic post rendering
│ ├── categories/ # category pages
│ ├── index.js # Home
│ ├── about.js
│ ├── contact.js
│ ├── privacy.js
│ ├── demo.js # Demo index
│ └── sitemap.xml.js
├── posts/ # Markdown articles (.md)
├── styles/
│ └── globals.css
├── next.config.js
└── vercel.json
Articles are written in Markdown and placed in the posts/ folder. No local setup required — edit directly on GitHub.
File naming: your-article-slug.md
Required frontmatter:
---
title: 'Your Article Title'
date: '2026-05-08'
category: 'ai-systems'
excerpt: 'A short description of the article.'
---
Article content starts here...Once committed to main, Vercel automatically deploys. The sitemap updates automatically.
- Email: richchang0721@gmail.com
- Research Collaboration: pida-lab.com/contact
All written content on PIDA-LAB is © PIDA-LAB. All rights reserved.
Code structure is available for reference. Please contact us before reuse.