Machine Heart

Apr 18, 2026 · Artificial Intelligence

No Prompt Needed: Press Tab Repeatedly to Refactor with the Instruction‑Free NES Framework

The NES framework introduced by Ant Group’s CodeFuse team learns developers’ historical editing patterns to provide instant, instruction‑free edit suggestions, achieving sub‑250 ms latency and improving the flow of frequent refactoring tasks through a simple Tab‑press interaction.