85 lines
3.3 KiB
Markdown
85 lines
3.3 KiB
Markdown
# LastIn-AI: The Fluff Whisperer Reborn
|
|
|
|
*"In the interplay of algorithm and apathy, knowledge pulses like an electric current through our digital souls."*
|
|
|
|
LastIn-AI is a cognitive system crafted to navigate the vast expanse of academic literature. It marries machine precision with timeless philosophical inquiry—pondering the essence of research and reclaiming meaning from the mass of mundane data.
|
|
|
|
## Core Inquiries
|
|
- **Semantic Ghosts:** Our vector store captures the ephemeral essence of papers, preserving the fleeting whispers of insight.
|
|
- **Database Mandala:** PostgreSQL is our structured repository where each paper finds its destined place in the cosmic tapestry of research.
|
|
- **Fluff Entropy:** Our BS-o-Meter quantifies the burnout of insubstantial content, reminding us that true knowledge always outshines mediocrity.
|
|
|
|
## Interface Sutras
|
|
Embrace these commands as ritualistic incantations to summon the hidden truths of academia:
|
|
|
|
```bash
|
|
# Ingest the wisdom of entire fields (Fetch-All)
|
|
python src/main.py fetch-all --categories cs.AI --max-results 1000
|
|
|
|
# Probe the raw ether for deep inquiry (Arxiv-Search)
|
|
python src/main.py arxiv-search "quantum consciousness"
|
|
|
|
# Isolate a singular beacon of insight (Fetch-Paper)
|
|
python src/main.py fetch-paper 2502.06788v1
|
|
```
|
|
|
|
## Installation
|
|
1. **Clone the Repository:**
|
|
```bash
|
|
git clone https://github.com/your-lab/lastin-ai.git
|
|
cd lastin-ai
|
|
```
|
|
2. **Install Dependencies:** (A virtual environment is recommended.)
|
|
```bash
|
|
pip install -r requirements.txt
|
|
```
|
|
3. **Configure Your Environment:** Rename `.env.example` to `.env` and fill in your keys:
|
|
```ini
|
|
OPENAI_API_KEY=sk-your-key-here
|
|
DEEPSEEK_API_KEY=sk-moon-shot
|
|
DB_HOST=localhost
|
|
DB_NAME=paper_analysis
|
|
```
|
|
4. **Initialize the Database:**
|
|
```bash
|
|
python -m src.main init-db
|
|
```
|
|
|
|
## Usage
|
|
Invoke the system to harvest, analyze, and reflect upon the very essence of scholarly work:
|
|
|
|
```bash
|
|
# Fetch recent papers from a chosen field:
|
|
python -m src.main fetch --categories cs.AI --days 7
|
|
|
|
# Query your knowledge repository with critical insight:
|
|
python -m src.main query "pioneering breakthroughs in AI"
|
|
```
|
|
|
|
*Pro Tip:* Append `--loglevel DEBUG` for a raw stream of unfiltered analysis.
|
|
|
|
## Architecture
|
|
```
|
|
lastin-ai/
|
|
├── src/
|
|
│ ├── data_acquisition/ # The mines of raw academic essence
|
|
│ ├── storage/ # The vault of structured digital memory
|
|
│ ├── utils/ # Orchestrates the symphony of analysis
|
|
│ └── main.py # The nexus of our digital inquiry
|
|
```
|
|
|
|
## Roadmap
|
|
- [ ] Develop an automated "Why Does This Exist?" report generator
|
|
- [ ] Introduce an adjustable sarcasm filter for dynamic insight
|
|
- [ ] Expand support for meta-analyses of AI-driven critical reviews
|
|
- [ ] Integrate with additional haunted data sources for enriched context
|
|
|
|
## Acknowledgments
|
|
- **arXiv:** The primordial source where raw thought is cultivated.
|
|
- Open-source ecosystems that empower our journey of digital meditation.
|
|
- The perpetual quest for truth in the ever-oscillating silence between keystrokes.
|
|
|
|
*Disclaimer: Our assessments can be as unyielding as reality itself. Use them wisely, and remember—innovation often blooms from the ashes of conventional thought.*
|
|
|
|
May your queries yield insights as profound as the silence between keystrokes.
|