LitGraph Co-Pilot is an autonomous, full-stack scientific discovery and execution engine. It is designed to take a researcher from a raw hypothesis to a fully validated, engineered, and cryptographically protected research protocol in seconds.
By combining deterministic data science, multi-agent AI, Web3 provenance, and automated software engineering, LitGraph acts as a "God Mode" co-pilot for academic and commercial R&D.
- 3D Semantic Knowledge Galaxy: Dynamically ingests real academic papers via the OpenAlex API. It uses Google's PageRank,
specter2_baseembeddings, UMAP, and HDBSCAN to cluster existing literature into an interactive 3D coordinate space. - Blue Ocean Idea Analyzer: Projects your novel abstract into the exact same 3D vector space to mathematically validate if your idea is highly derivative (Red Ocean) or highly novel (Blue Ocean).
- Multi-Agent Peer Review Swarm: Spawns a 3-agent adversarial debate (The Skeptic, The Innovator, The Consensus Engine) powered by Gemini 2.5 Flash to ruthlessly review and refine your methodology against the closest existing papers.
- DeSci Web3 IP Vault: Generates an unforgeable SHA-256 cryptographic hash of the final Swarm Consensus and an ISO timestamp, minting it to an Ethereum Testnet via
web3.pyto cryptographically prove Proof of Provenance. - Autonomous Engineering & Publishing: Instantly generates and downloads functional PyTorch neural network code (
model.py) and fully typeset LaTeX manuscripts (main.tex). - Sci-Comm Audio Synthesis: Utilizes browser-based text-to-speech to dynamically generate and broadcast an audio "Deep Dive" podcast pitch of the newly discovered breakthrough.
Frontend:
- Next.js (App Router)
- Tailwind CSS v4 & Framer Motion (Glassmorphism UI)
- Plotly.js (Interactive 3D rendering)
- Firebase Hosting (Static Export)
Backend / AI:
- Python (FastAPI & Uvicorn)
- Google Gemini 2.5 Flash (Multi-Agent Swarm)
- SentenceTransformers (
allenai/specter2_base) & UMAP (Dimensionality Reduction) - Web3.py & Eth-Tester (Blockchain IP Minting)
- NetworkX (Citation Graph PageRank)