AI agents rebuild programs from behavior

Recent AI research demonstrates that advanced agents can rebuild working programs from behavior alone without viewing their source code, using the original program as an iterative answer key. Benchmarks like MirrorCode show leading models achieving a 56% success rate on command-line utilities, while specialized tools can recover equations from machine code or generate static web pages from screenshots. Open article →