First attempt at Clay's voice profile from 2015-s7e19 produced
Clay-vs-Mike cosine similarity of 0.994 — essentially a Mike clone.
Root cause: 10s WavLM x-vector chunks averaged Mike's frequent
interjections together with Clay's dialogue, and Mike's well-trained
profile dominated the resulting embedding signal.
Mike's call: skip Clay, accept the 2015-s7e19 Q&A as noisy. Clay rarely
appears in other episodes, so the cost of not having his profile is
bounded to this one episode plus any rare future appearances.
Cleanup:
- voice-profiles/clay/ removed
- voice-profiles/profiles.json: Clay entry removed
- Memory updated to record the decision and the failure mode
Kept build_clay_profile.py in-repo as documentation of the attempt and
the Mike-similarity-filter pattern. Useful starting point if a future
attempt provides cleaner pure-Clay timestamps.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Adds a transcript-driven bumper filter to the diarization pipeline. When
a transcript segment matches qa_extractor's promo/bumper signatures, the
overlapping audio windows are labeled BUMPER and the WavLM cosine match
is skipped. Prevents music/promo from being matched against speaker
profiles (the failure mode Mike caught in 2018-s10e18 @ 09:20-10:05).
Code changes:
- src/voice_profiler.py: identify_speakers() takes optional skip_ranges
parameter; windows whose midpoint falls in a skip range get labeled
"[bumper]" and skip cosine match
- src/diarizer.py: diarize() takes optional transcript_path; pre-computes
bumper time ranges via qa_extractor._is_promo_or_bumper, passes to
identify_speakers; adds BUMPER speaker label
- benchmark.py: passes transcript_path to diarize()
Aggregate impact across 9-episode test set:
Tara attribution: 4880s -> 3680s (-1200s / -25%)
Q&A pairs: 17 -> 19 (+2)
(bumper-flagged segments had been disrupting conversation detection
in 2017-s9e30 and 2018-s10e18)
CALLER total: 1320s -> 1190s (bumpers previously labeled CALLER moved)
Per-episode bumpers caught: 1-8, total ~165 bumper segments across set
Remaining Tara false positives are real callers acoustically similar to
Tara (Christopher in 2018, Kay in 2012, William and Charles in 2015) and
guest Clay in 2015-s7e19 — those need profile rebuild + Clay profile,
not bumper filtering.
Adds download_full_archive.py — resumable mirror-style downloader that
walks IX server's /home/gurushow/public_html/archive/{year}/ and copies
all MP3s to archive-data/episodes/. Run is in progress (~589 files,
~10-15GB). Used to source clean profile windows for the remaining
co-hosts (Tara rebuild, Clay, Tony, Rob, Randall, producers).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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>
Re-ran benchmark.py on GURU-BEAST-ROG against the post-overhaul code
(co-host profile, batched Whisper int8_float16, revised Q&A extractor).
Results vs 5070 Ti baseline:
- Diarization: 209.7x -> 338.1x (+61.2%)
- Transcription: 63.8x -> 94.8x (+48.6%)
- Q&A pairs: 9 vs 10 (within run-to-run noise; structural correctness matches:
2014 = 0 callers, 2016 = 2 WiFi caller pairs)
Setup change: BENCH_SETUP.md now lists ffmpeg as a Step-2 prereq
(winget install Gyan.FFmpeg). Was missing on this machine and the pipeline
fails silently at the first diarize call without ffprobe.
Code change: benchmark.py BASELINE_RTF updated 149.5 -> 209.7 to reflect
the 5070 Ti's post-overhaul measurement (e9ac607).
Data: 6 test episode transcripts and diarizations regenerated under the
new code path (batched Whisper output + co-host-aware speaker_map).
Correction memory: voice-profiles/tom/ directory + 5070 Ti session log
fabricated a co-host named "Tom" — Mike confirms no such person exists on
the show. The audio profile is real and the diarization separation is
sound, but the human identity attached to it is wrong. Saved under
.claude/memory/radio_show_no_cohost_named_tom.md pending Mike providing
the correct name for rename.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
- tenants.md: updated status to PARTIAL with full detail note
- clients/sandteko-machinery/: new client directory with reports/ and session-logs/ scaffolding
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Index was dead since 2026-04-19 (watcher not running). Fixes:
- Watcher restarted; scheduled task registered for login persistence
- Removed .md 0.6x penalty — markdown is primary content in this repo
- Added session-logs/ 1.3x, .claude/ 1.2x, /clients/ 1.1x relevance bonuses
- CLAUDE.md: grepai_search is now the first step for any context lookup
- OLLAMA.md: documents config overrides + watcher setup for new machines
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Write operations (bill, comment, create) now send a prompt to Ollama
(qwen3:14b) for comment body and billing description drafting. Claude
reviews the output against the rate/prepaid/formatting checklist before
presenting the preview. If neither Ollama endpoint is reachable, Claude
drafts directly — same review and confirmation flow either way.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
- Add local rate table (pulled 2026-04-24) for all 7 labor products; always
set price_retail explicitly — Syncro API does not auto-apply product rates
- Replace vault-based key fetch with inline case block on identity.json user;
both Mike and Howard keys included for correct per-user attribution
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
- tenant-sweep.sh line 12: renamed tier `graph` to `investigator` to match
the valid tier name expected by get-token.sh
- tenants.md: updated Kittle Design & Construction consent status from NO
to PARTIAL with notes on what was consented and what remains pending
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Documents the 3-call create pattern (ticket → Initial Issue comment →
appointment), adds problem type and appointment type dropdowns with IDs,
fixes priority format to number-prefixed strings ("2 Normal"), adds Howard
to tech user ID table, and adds asset/contact lookup steps.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Intune Manager (46986910-...) registered as AzureADMyOrg instead of
AzureADMultipleOrgs, blocking consent in any external tenant. Includes
evidence, PATCH command, and portal steps. Blocks Cascades MDM Phase B.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
- intune-manager SOPS file is present; Howard needs to pull vault (2 commits behind)
- Directed Howard to check Syncro for current labor rates
- Cleared addressed items from for-mike.md
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Syncro auto-calculates price from the product's configured rate — omit price_retail.
Cleared Howard's messages from for-mike.md (both items addressed).
Left reply for Howard in for-howard.md confirming fix is live.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Python open() can't read MSYS-style paths (/c/claudetools/...).
Fix: try jq first (handles Unix paths cleanly on all platforms),
fall back to Python with cygpath -m conversion to mixed Windows paths.
Matches the same fix already applied to get-token.sh.
Bug reported by Howard (HOWARD-HOME, 2026-04-21).
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Complete reference for setting up vault access on Mac/Windows/Linux.
Covers all issues encountered during Mac setup:
- Line ending fixes (CRLF → LF)
- SOPS_AGE_KEY_FILE environment configuration
- Age key installation and permissions
- Common errors and solutions
Includes quick setup for Howard's machines (ACG-Tech03L, HOWARD-HOME).
Successfully validated on Mikes-MacBook-Air - all 4 tiers working.
Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
Tested vault access capability on Mac. Found multiple blockers:
- SOPS not installed
- age not installed
- age key not configured
- vault repo not cloned (git auth blocked)
Documents what would be required vs. recommendation to skip Mac setup.
Windows already validated - all 5 tiers working.
Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
Step-by-step test to validate:
- 5 SOPS files are in vault repo
- Token acquisition works for all tiers
- Howard can be notified to pull
Includes Howard notification message template.
Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
Documents authentication blocker for vault clone on Mac.
Provides step-by-step setup instructions for future vault access.
Vault sync from Windows is complete - Mac setup is optional.
Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
1. Variable name collision: VAULT_PATH was used for both the SOPS file
relative path (set by case statement) and the vault root override env
var. Renamed env var override to VAULT_ROOT_ENV to avoid collision.
2. Wrong directory depth: CLAUDETOOLS_ROOT was navigating 3 levels up
from scripts/ landing at .claude/ instead of repo root. Fixed to 4
levels (scripts -> remediation-tool -> skills -> .claude -> repo root).
Also added jq as primary vault_path reader (handles Unix paths on Windows),
with cygpath-converted Python fallback.
Bugs discovered during Mac testing 2026-04-21. Windows worked only because
tokens were served from /tmp cache after first acquisition.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Critical bug discovered during Mac vault testing. Variable name collision
breaks token acquisition on all machines.
Fix required before proceeding with Howard's vault sync task.
Read .claude/URGENT-vault-path-bug.md on Windows laptop for remediation steps.
Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
