Mike confirmed there is no co-host named "Tom" — the voice in 2014-s6e19 and 2016-s8e43 is Tara. The 5070 Ti session fabricated the Tom identity. The voice profile itself (44 embeddings, 0.698 cosine vs Mike) is correct; only the human label was wrong. Rename swept: - voice-profiles/tom/ -> voice-profiles/tara/ (git mv preserves all .npy) - voice-profiles/profiles.json: "Tom" key -> "Tara" - build_cohost_profile.py: TOM_WINDOWS -> TARA_WINDOWS, COHOST_NAME, comments - 2026-04-27-qa-extraction-cohost-indexing.md: correction header + body sweep - 2026-04-27-4090-benchmark-and-test-set.md: closure note - .claude/memory/radio_show_no_cohost_named_tom.md: resolution + speaker roster Diarization re-run after rename so speaker_map emits "Cohost: Tara". Q&A counts unchanged (rename is label-only): 9 pairs across 6 test episodes. Tara distribution from the post-rename diarization (per-episode % of audio): 2011-03-12-hr1 140s 5.6% likely false positive (call-in only) 2012-03-10-hr1 30s 1.1% likely false positive (call-in only) 2012-06-09-hr1 340s 12.8% suspicious — pending Mike confirm 2014-s6e19 680s 23.3% confirmed 2016-s8e43 1890s 35.5% confirmed 2017-s9e30 610s 11.4% plausible — pending Mike confirm Broader speaker-roster context Mike provided this session (saved to memory): the show has had multiple co-hosts (Tara, Randall, Rob) plus producers/board ops (Andrew, Shannon, Ken, others) who would sometimes go on-air. Only Tara has a profile so far. Every other speaker is currently labeled CALLER, which means small CO-HOST attributions in unexpected episodes (e.g. 2011/2012) may actually be a producer rather than a false positive — Mike to spot-check. Action item before full-archive run: build profiles for Randall, Rob, and the named producers to avoid systematic Q&A false positives in early-years and 2018/2019 episodes. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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