Omnipair is an immutable protocol that enables permissionless lending and margin trading without reliance on external oracles, governance, or asset whitelists. It introduces a Generalized Automated Market Maker that unifies liquidity for both swaps and lending within a single pool. This architecture maximizes capital efficiency and is purpose-built to support underserved long-tail assets.