Percolator has been one of the most talked about concepts on Solana recently, and for good reason. @toly vibecoded a perpetual DEX protocol using Claude AI, published it to GitHub, and the community ran with it. The core idea is compelling: use a token as collateral for leveraged perp trading, fees get permanently locked in an insurance fund with a burned admin key, and circulating supply only goes down over time. The math works if you get the volume. That's a real "if" though, because right now the protocol isn't live, the liquidation engine isn't built, there's no functioning perp platform, and zero actual deflationary pressure exists on any token today. Every dollar of value on Percolator community tokens is pure narrative premium on a product that doesn't exist yet. The entire model depends on sustained perpetual trading volume on a platform that still needs to be built, audited, and adopted. LIQUIDIOT takes a fundamentally different approach to the same problem. Instead of waiting on a future product to create deflationary mechanics, the structure is live and working right now. The model is straightforward: a large supplemental LP was deployed on Orca at launch alongside the locked @Pumpfun pool. 100% of creator fees and all harvested LP trading fees get routed back into that supplemental pool. The LP mechanically buys dips and sells rips as price moves. Every trade generates fees. Those fees compound into deeper liquidity. The floor gets stronger over time, not weaker. This isn't a whitepaper or a GitHub repo. It's happening on-chain right now and the dashboard at tracks every transaction, every rebalance, and every dollar of LP growth in real-time. The comparison worth making is about where the fees actually come from. Percolator's soft burn needs users to learn a new perp trading platform, deposit collateral, and take leveraged positions. A token can do $500K a day in DEX swap volume and generate exactly zero dollars in insurance fund fees if nobody is using the perp platform. LIQUIDIOT's fees come directly from normal token trading activity, the thing that's already happening every day. No new platform adoption required. No oracle manipulation risk. No liquidation cascade doom loops. No inverse contract blowup risk. Just a mechanical loop where trading activity feeds liquidity growth, and liquidity growth makes the structure more resilient. Both projects were vibecoded. One shipped a working product in two weeks for $219. The other remains an unfinished experiment. None of this is to disrespect Percolator or Toly's vision. The architecture is legitimate and if it ships and finds adoption, the soft burn model could be powerful. But the crypto space is full of compelling theories that never make it to production. What's rare is something that actually works today, on-chain, verifiably, with no dependencies on future product launches or platform adoption curves. LIQUIDIOT is that. The LP has been compounding since day one and the dashboard proves it in real-time. Don't trust, verify.