claude
88c086482e
The heads trained in V-661 ran nowhere. This loads the exported graph and reads intent, destination and clarify off one forward pass. It declines below 0.6 max softmax rather than clarifying, so a declined turn reaches whatever is behind it. The slot head is exported and deliberately not read: slots already come from the stage-2 extractor, and mapping BIO tags back to text needs character offsets the tokenizer does not keep. The clarify head decides on its own and decides first. It answers a different question from the intent head, so a low intent confidence is no reason to discard it. Reading it only above the intent threshold cost 6 of the 8 ambiguous cases on the fixture: the word for water reads as intent act at 0.23 and clarify at 0.98. 0.6 is the knee measured on the intent fixture: every higher value up to 0.9 drops right answers and keeps the same two wrong ones. The body is a fine-tuned COPY of the resident embedder and must never replace it, because memory recall depends on that file scoring what it scored. Co-Authored-By: Claude Opus 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_013ptwopxyo3Z2kwFckHkLvN