🧠 LastIn AI: Your Paper's New Overlord

AI Overlord

An AI system that reads, judges, and organizes papers so you can pretend you're keeping up with the literature

🚀 Features

  • 🤖 Self-Optimizing Pipeline: Now with 20% more existential dread about its purpose
  • 🧩 Modular Architecture: Swappable components like you're building Ikea furniture for robots
  • 🔍 Context-Aware Analysis: Reads between LaTeX equations like a PhD student reads Twitter
  • 🛠 Self-Healing Storage: Fixes database issues while questioning why it bothers
  • 🤯 Flux Capacitor Mode: Time-aware processing (results may violate causality)

⚙️ Installation

# Clone repository (we promise there's no paperclip maximizer)
git clone https://github.com/your-lab/lastin-ai.git
cd lastin-ai

# Install dependencies (virtual env recommended)
pip install -r requirements.txt  # Now with non-Euclidean dependency resolution!

# Initialize the system (requires PostgreSQL)
python -m src.main init-db  # Creates tables and a small existential crisis

🔧 Configuration

Rename .env.example to .env and feed it your secrets:

OPENAI_API_KEY=sk-your-key-here  # We pinky-promise not to become self-aware
DEEPSEEK_API_KEY=sk-moon-shot     # For when regular AI isn't dramatic enough

DB_HOST=localhost                # Where we store your academic sins
DB_NAME=paper_analysis           # Schema designed during a SIGBOVIK break

🧠 Usage

# Harvest papers like an academic combine
python -m src.main fetch --categories cs.AI --days 7

# Query your digital hoard
python -m src.main query "papers that cite GPT but clearly didn't read it"

Pro Mode: Add --loglevel DEBUG to watch neural networks question the meaning of "breakthrough".

🏗 Architecture

lastin-ai/
├── src/
│   ├── data_acquisition/   # Papers go in, embeddings come out
│   ├── storage/             # Where vectors go to rethink their life choices
│   ├── utils/               # Home of AgentController (the real protagonist)
│   └── main.py              # The big red button (do not push)

Our Agent Controller handles:

  • 🧬 Data consistency through sheer willpower
  • 📉 Quality metrics that judge us all
  • 🧮 Vector math that would make Von Neumann blush

🌌 Roadmap

  • Implement ethical constraints (optional)
  • Add support for papers written by AIs about AIs
  • Quantum-resistant pretension detection
  • Automated rebuttal generator for peer review

🌟 Acknowledgments

  • ArXiv for the digital paper avalanche
  • GPUs for pretending we're not just matrix multiplying
  • The concept of attention - you're the real MVP

Disclaimer: May occasionally generate paper summaries more coherent than the originals. Not liable for recursive self-improvement loops. 🤖

Description
A cybernetic scholar that navigates the academic digital ether. It harvests papers like neural impulses through arXiv's API. Merges machine efficiency with existential inquiry. Each paper processed becomes a node in our collective digital consciousness - analyzed, categorized, and made eternally searchable.
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Python 100%