Developers are increasingly relying on large language models (LLMs) for everyday computing tasks such as fixing bugs, ...

IIInB performs deterministic, bounded, pre‑semantic surface‑level repair on the output of InB. It applies rule‑based, non‑inferential expansions that normalize user‑approved shorthand and correct ...

The Routing Row (RRw) is the deterministic routing record produced during Path‑A by RB/TR and validated by RBU. RRw binds behavior, voice, and mapping selections into a single immutable routing ...