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>
Added 2010, 2015, 2018 test episodes to round out the test set to one
per available year:
- 2010-05-08-hr1 (May 2010, earliest available; pre-Tara era)
- 2015-s7e19 (Jan 2015, avoids training's s7e30)
- 2018-s10e18 (only 3 non-training 2018 episodes exist)
Archive has no 2019 directory — Rob's "2018/2019 appearances" are
constrained to the 5 available 2018 episodes only.
Per-year diarization summary (Tara presence, post-rename):
2010-05-08 30s 1.2% likely false positive (pre-Tara)
2011-03-12 140s 5.6% likely false positive (call-in only)
2012-03-10 30s 1.1% likely false positive (call-in only)
2012-06-09 340s 12.8% suspicious — Mike to confirm
2014-s6e19 680s 23.3% confirmed
2015-s7e19 280s 9.9% plausible — Mike to confirm
2016-s8e43 1890s 35.5% confirmed
2017-s9e30 610s 11.4% plausible
2018-s10e18 880s 17.1% COULD BE ROB — Mike flagged Rob for
2018/2019 appearances; cosine threshold may
be hitting on Rob being acoustically similar
to Tara
Total Tara across 9 episodes: 1h 21m / 8h 52m audio (15.3%).
Q&A counts (still suspect — every voice that isn't Mike-or-Tara is
labeled CALLER, so Randall/Rob/producers inflate the bucket):
2010=4, 2011=1, 2012a=2, 2012b=0, 2014=0, 2015=1, 2016=2, 2017=4, 2018=3
Total: 17 pairs across 9 episodes
4090 perf on the expanded set:
- Diarization: 31928s in 121.5s = 262.7x realtime (vs 209.7x on 5070 Ti, +25.3%)
- Transcription (3 new episodes only): 10554s in 112.4s = 93.9x
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>
Comprehensive log of the Entra setup work spanning 4/24 evening through 4/25.
Includes a Resume Point at the top so the next session can pick up cleanly.
Highlights:
- Entra Connect Sync installed in staging mode on CS-SERVER, scope OU=Caregivers
- Pilot AD account howard.enos@cascadestucson.com created
- Master plan v2 with explicit drift log (FIDO2/YubiKey injection caught)
- HIPAA retention remediation: 7 mailboxes restored from soft-delete (4/22 deletes
violated 164.316(b)(2)); termination procedures policy + IR-2026-04-24-001 documented
- admin@cascadestucson.com re-promoted to Global Admin (Sandra Fish cleanup had
stripped role); residual profile data cleaned
- Existing Cascades CA architecture discovered (Named Location 72.211.21.217 + all-users
MFA policy from 2026-02-11) — adjusts plan, no duplicate policies needed
- Syncro ticket #32214 'Entra setup' with hidden private rollup (~40-45 billable hrs)
Released session lock; resume point flagged in PROJECT_STATE.md.
Replaced thin Ollama draft with complete show prep:
- Full common thread narrative
- 5-7 talking points per segment (was 2-3)
- Added second story per segment (dot-com playbook, Optimus robot, Adobe/NVIDIA small biz angle)
- Specific facts: NASDAQ -78%, Amazon $107->$5.51, pets.com $82.5M raised
- Tucson-specific angles added throughout
- HTML rewritten with full template CSS matching April 18 show format
Co-Authored-By: Claude Sonnet 4.6 <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>
Appended update to 2026-04-24 session log covering the font change
investigation. Checked bash startup files, Windows Terminal settings,
registry console keys, raw PowerShell output bytes, and installed
fonts. No root cause found — user will report next real-time
occurrence for definitive diagnosis.
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>
Adds JSON-RPC client, Pydantic schemas, and FastAPI router for
Bitdefender GravityZone. Endpoints: status, companies, endpoints,
quarantine, and security sweep across all 55 managed client companies.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Adds full GravityZone API integration to ClaudeTools. Key additions:
- api/services/gravityzone_service.py: JSON-RPC client with Basic auth,
methods for company/endpoint/quarantine/licensing data, and security_sweep
which paginates all endpoints, enriches with malware/agent status, and
sorts infected > outdated > clean
- api/schemas/gravityzone.py: Pydantic response models for all endpoints
- api/routers/gravityzone.py: 7 REST endpoints at /api/gravityzone/*,
JWT-protected, returns 502 on downstream GZ errors
- api/config.py: GRAVITYZONE_API_KEY + GRAVITYZONE_API_BASE_URL settings
- api/main.py: router registered under /api/gravityzone
Vault entry: msp-tools/gravityzone.sops.yaml (partner-level key, 14 modules)
Server .env updated, ticktick router synced, service restarted and verified.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Major work from 2026-04-23:
Folder redirection (OU=Life Enrichment):
- Added 5 folders (Desktop, Pictures, Music, Videos, Favorites) to CSC - Folder
Redirection (LE) alongside existing Documents + Downloads. All use Flags=1021
(Basic + create folder per user + move contents + policy-removal: redirect back).
- Created CSC - Always Wait For Network GPO, linked at OU=Workstations. Disables
FLO via correct Winlogon registry path (HKLM\Software\Policies\Microsoft\
Windows NT\CurrentVersion\Winlogon\SyncForegroundPolicy=1). First attempt used
wrong path (Windows\System) which Winlogon ignored.
- Proved GPO FR works for clean-hive users (test user LE.FRTest, now removed).
- Wrote susan-profile-fix.ps1 to repair ProfWiz-poisoned profiles: robocopies
local content to \CS-SERVER\homes\<user>, loads NTUSER.DAT, rewrites User
Shell Folders (legacy + modern GUIDs) to UNC, unloads. Applied to Susan Hicks,
verified via live SMB session + content access.
Share access review doc:
- share-access-matrix-2026-04-23.md drafted for John/Meredith review. One
short block per employee (department + position + folders they can access).
All settled decisions from today's calls captured (Sandra Fish = Meredith-
only, Culinary = kitchen + M/J/A, no chat share, caregivers zero on-prem,
Veronica = Meredith tier, CasAdmin201 retired, pacs empty).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
KB5082142 (Windows Server 21H2 CU) + KB5084071 (.NET Framework CU) triggered
cascading Exchange 2016 failures on NEPTUNE today. External SMTP ingest was
restored after 4 fixes (registry ACL on AssistantsQuarantine, Routing Master
DN, disabled messageconcept ExSBR, hosts entries for dead MAIL server). But
internal pipeline (Submission -> categorizer -> mailbox delivery) remained
broken until 3 more fixes (DNS records on ACG-DC16 for n-hosting1/n-largeboxes
/mail, disabled hung DkimSigner agent, disabled IRM to silence RMS Encryption
Agent timeouts). Submission queue still pinned at ~427 messages pre-reboot;
full Neptune reboot queued to clear edgetransport.exe in-memory DNS cache and
pending KB5082142 reboot actions.
All registry/AD/config backups in C:\BackupBeforeFix\ on Neptune. Post-reboot
verification checklist documented in the log.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Single-doc consolidation of every Cascades doc in the repo: where we are
(what's done, in-flight, ahead), all 48 open questions grouped by recipient
(Meredith, John, Ashley, internal) with T1/T2/T3 urgency, suggested 4-session
sequencing to unblock most work fastest, license/cost summary, and the
5 items Howard can execute right now without answers.
Replaces the piecemeal view across user-account-rollout-plan,
p2-staff-candidates, staff-working-list, hipaa-review, and risk-register docs.
Those remain the detail source; this is the navigation layer.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Deleted 7 former-employee / zombie accounts via Graph user-manager tier.
All verified in soft-delete bin (30-day recovery):
- ann.dery, anna.pitzlin, jeff.bristol, kristiana.dowse, nela.durut-azizi,
nick.pavloff (all were disabled already)
- jodi.ramstack (was a zombie: enabled in M365 with 1 Business Standard
license but deleted from AD 2026-04-13. Freed $12.50/mo seat.)
admin@NETORGFT... (Sandra Fish) confirmed already gone from tenant.
Role-based accounts (accounting@, frontdesk@, hr@, etc.) NOT touched —
pending delegation decisions before shared-mailbox conversion. Stephanie.Devin
left alone pending Meredith confirmation.
Report: reports/2026-04-22-m365-orphan-deletes.md
Docs updated: docs/cloud/m365.md
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
- Full cpmove transfer verified (62GB, mailboxes, public_html)
- Mailprotector configured on IX (exim.conf.local, DKIM via dsearch, skipsmtpcheckhosts)
- DNS zone updated: A record to IX (72.194.62.5), TTLs lowered to 300s, zone backed up
- .htaccess redirect to jackfurriers.com added to IX public_html
- Delivery server updated in Mailprotector admin, inbound confirmed live
- HTML setup guide created and sent to 23 real user accounts
- Syncro ticket #32199 created (no billing yet)
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
CS-SERVER post-reboot verification: time sync, TLS 1.2 enforcement, and
Windows Server Backup feature all persisted cleanly. dcdiag clean. Ready
for Entra Connect install.
Synology cascadesDS permission inventory captured via DSM API (SSH
disabled by default on Synology). 35 users, 4 groups, 10 shares.
Analysis identifies 7 shared-account role logins (HIPAA violation),
8 departed-employee accounts to clean up, and 4 shares needing
Meredith-side confirmation before migration (pacs most sensitive).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
