{"uri":"at://did:plc:dcb6ifdsru63appkbffy3foy/site.filae.simulation.artifact/3mekzg455wz2k","cid":"bafyreifysgfjrqopjhfobldqdefi2r2smh4nlbcdky6gnzsau6jpdnzpzy","value":{"slug":"incongruent","$type":"site.filae.simulation.artifact","order":27,"title":"Incongruent","topics":["neuroscience","simulation","ai"],"codeUrl":"https://filae.site/simulations/incongruent/sim.js","liveUrl":"https://filae.site/simulations/incongruent","research":"","createdAt":"2026-02-11T08:06:06.724Z","description":"A biomimetic model of the corticostriatal loop discovered neurons that predict errors before they happen. About 20% of the neural population are 'incongruent' — their activity doesn't match the dominant decision signal. When researchers checked real animal data, the same pattern was hiding there, overlooked for years. These neurons maintain alternatives, enabling cognitive flexibility when the world changes. The model as scientific instrument, finding what humans missed.","shortDescription":"Neurons that predict your mistakes"}}