# 🧠 LastIn AI: The Fluff Whisperer

[![Fluff Shield](https://img.shields.io/badge/Protected%20By-BS--O--Meter™-yellow?style=for-the-badge)](https://youtu.be/EkTq6m1TeKA?si=0x9sBZ7J3ZvZ1Z1Z)

**Academic paper analysis that separates the wheat from the chaff... and burns the chaff** 🔥

## 🚀 Features

- 🤖 **Fluff Annihilation Engine**: Detects filler content with surgical precision (and sass)
- 📊 **BS-o-Meter™**: Rates papers on our patented _How-Dare-You-Waste-My-Time™_ scale
- 🔍 **Context-Aware Roasting**: Reads between LaTeX equations to ask "where's the beef?"
- 🛠 **Self-Healing Storage**: Fixes databases while judging your citation choices
- 🕰 **Time-Aware Snark**: Remembers when papers promised "revolutionary results" (spoiler: they didn't)

## ⚙️ Installation

```bash
# Clone repository (contains 0% filler content)
git clone https://github.com/your-lab/lastin-ai.git
cd lastin-ai

# Install dependencies (virtual env recommended)
pip install -r requirements.txt  # Includes anti-fluff field generators

# Initialize the system (PostgreSQL required)
python -m src.main init-db  # Creates tables and your first existential crisis
```

## 🔧 Configuration

Rename `.env.example` to `.env` and feed it:
```ini
OPENAI_API_KEY=sk-your-key-here  # We solemnly swear to misuse this responsibly
DEEPSEEK_API_KEY=sk-moon-shot     # For when regular snark isn't enough

DB_HOST=localhost                # Where we store academic sins
DB_NAME=paper_analysis           # Schema designed during a heated Twitter debate
```

## 🧠 Usage

```bash
# Harvest papers like a combine harvesting buzzwords
python -m src.main fetch --categories cs.AI --days 7

# Query your collection with sass
python -m src.main query "papers using 'transformative' unironically"
```

**Pro Tip:** Add `--loglevel DEBUG` to watch the AI question authors' life choices in real-time.

## 🏗 Architecture

```
lastin-ai/
├── src/
│   ├── data_acquisition/   # Where PDFs go to get judged
│   ├── storage/            # Home of our disappointment vector space
│   ├── utils/              # AgentController lives here (the Simon Cowell of AIs)
│   └── main.py             # The "I Regret Nothing" button
```

Our **Agent Controller** handles:
- 🧨 Fluff detection with precision-guided snark
- 📉 Quality metrics that hurt authors' feelings
- 🧮 Vector math that judges papers by their covers

## 🌌 Roadmap

- [ ] Automated "Why Was This Published?" report generator
- [ ] Sarcasm intensity slider (default: academic)
- [ ] Support for papers that cite "inspired by ChatGPT" as methodology
- [ ] Integration with Imposter Syndrome Detection API

## 🌟 Acknowledgments

- **ArXiv** for the raw material
- **GPT-4** for pretending our prompts make sense
- **The letter F** - for being the first character in "Fluff"

---

*Disclaimer: Our fluff scores may correlate with your citation count. Not liable for sudden drops in academic self-esteem.* 📉😭  
*P.S. Coffee-free since 2023 - runs on pure snark* 🤖☕️➡️🗑️  
*P.P.S. Yes, we know the irony of an AI judging human creativity* 🤖🔄🧑🎓