Mike Swanson
1b574caba4
New module src/speaker_oracle.py extracts speaker introductions from
transcripts ("let's talk to William", "we have Clay from the Nerd Junkies",
"in Tara's place, we have Clay", "thanks for the call <name>") and binds
them to non-HOST diarization turns. Pure post-pass on diarization JSONs,
no audio processing — corrects audio-only cosine errors using Mike's
deterministic on-air announcements.
Algorithm:
- Extract intros: regex patterns for caller pickups, guest intros,
fill-in announcements, caller closes. Case-strict (rejects mid-sentence
lowercase matches), with a blacklist of common false-positive words.
Deduplicates same-name intros within 5s.
- Resolve speakers: for each non-HOST turn, find the LATEST opening intro
at or before turn.start (with 8s forward tolerance for boundary slop).
Later intros implicitly close earlier callers, so the most recent
intro wins. No artificial lookback limit (callers can talk for 10+ min).
- Falls back to caller_close patterns within 30s after a turn ends.
Validation on 9-episode test set:
2018-s10e18: Christopher 190s correctly named (was mislabeled "Tara")
2012-06-09 : Kay 160s correctly named (was mislabeled "Tara")
2015-s7e19 : Clay 45s as fillin for Tara, William 40s as caller
2016-s8e43 : Charles 630s, Bruce 210s, John 205s — most callers named
2017-s9e30 : Denise 295s, Tom 115s, Elaine 85s, Jeff 10s
Many other callers across all episodes correctly named.
Remaining unnamed CO-HOST/CALLER (~5-10% of non-HOST time) are real
co-host banter or callers without explicit Mike-introductions.
benchmark.py: adds Phase 2.5 "Name Resolution" between diarization and
Q&A extraction. Prints named-speaker breakdown per episode. Doesn't
modify diarization JSONs (resolution is computed on demand).
Next step: feed named turns into qa_extractor so Q&A pairs get caller
name attached for searchability. Also: bootstrap recurring-speaker
profiles (Tara, Tony, Rob, Randall, producers) by accumulating
intro-tagged windows across the full archive once download completes.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
ClaudeTools Active Projects
Directory: D:\ClaudeTools\projects\
Purpose: Active development projects and related conversation archives
Last Updated: 2026-01-17
Overview
This directory contains active projects being developed or maintained as part of the ClaudeTools ecosystem. Unlike the imported-conversations/ directory which serves as an archive, projects here are actively worked on and may include both source code and conversation history.
Current Projects
MSP Tools (94 files, 20.1 MB)
Moved From: D:\ClaudeTools\imported-conversations\msp-tools/
Move Date: 2026-01-17
Status: Active development
Managed Service Provider (MSP) tooling and infrastructure projects, including conversation history and development artifacts.
Structure
msp-tools/
├── guru-rmm/ # 54 files, 14 MB
│ └── [JSONL conversation files] # RMM system development history
└── guru-connect/ # 40 files, 6.1 MB
└── [JSONL conversation files] # MSP integration development history
guru-rmm (54 files, 14 MB)
Description: Remote Monitoring and Management (RMM) system development conversations
Source: C:\Users\MikeSwanson\.claude\projects\C--Users-MikeSwanson-claude-projects-gururmm-guru-rmm
Key Topics:
- RMM system architecture
- Monitoring solutions
- Agent deployment
- Infrastructure management
- MSP automation
Project Type: MSP Infrastructure
guru-connect (40 files, 6.1 MB)
Description: MSP connectivity and integration tooling conversations
Source: C:\Users\MikeSwanson\.claude\projects\C--Users-MikeSwanson-claude-projects-guru-connect
Key Topics:
- Integration patterns
- API connectivity
- Service orchestration
- Client management
- Cross-platform integration
Project Type: MSP Integration
File Format
All conversation files are in JSONL (JSON Lines) format:
- Extension:
.jsonl - Format: Each line is a valid JSON object
- Content: Individual conversation messages from Claude
- Encoding: UTF-8
- Can be processed line-by-line for analysis
Usage
Accessing Project Files
# List all projects
ls -lh D:\ClaudeTools\projects\
# Browse MSP tools conversations
ls -lh D:\ClaudeTools\projects\msp-tools\guru-rmm\
# Count conversation files
find D:\ClaudeTools\projects\ -name "*.jsonl" | wc -l
# Search for specific topics
grep -r "FastAPI" D:\ClaudeTools\projects\
Integration with ClaudeTools
These conversations can be:
- Analyzed and indexed into context recall system
- Used to extract reusable code snippets
- Mined for technical decisions and patterns
- Converted into knowledge base entries
- Referenced for similar future projects
Adding New Projects
When adding new active projects to this directory:
- Create a descriptive folder name (e.g.,
project-name/) - Include conversation history if available
- Update this README with project details
- Consider creating a project-specific README
- Tag appropriately for context recall
Related Documentation
- imported-conversations/INDEX.md - Archive of all imported conversations
- imported-conversations/IMPORT_MANIFEST.json - Detailed import metadata
- .claude/CLAUDE.md - Main ClaudeTools project documentation
- SESSION_STATE.md - Current project state and development history
Project Organization
Active Projects (this directory):
- Currently under development
- May include both code and conversation history
- Subject to frequent updates
- Integrated with ClaudeTools development
Archived Conversations (imported-conversations/):
- Historical reference only
- Read-only archive
- Organized by project type
- Preserved for knowledge extraction
Future Projects
This directory will grow as new projects are added. Potential additions:
- guru-backup - Backup and recovery tooling
- guru-dashboard - MSP management dashboard
- integration-tools - Third-party integration utilities
- automation-scripts - MSP automation workflows
Statistics
Current Totals:
- Projects: 1 (msp-tools)
- Conversation Files: 94 JSONL files
- Total Size: 20.1 MB
- Subcategories: 2 (guru-rmm, guru-connect)
Breakdown:
- guru-rmm: 54 files (57.4%), 14 MB (69.7%)
- guru-connect: 40 files (42.6%), 6.1 MB (30.3%)
Notes
- This directory was created on 2026-01-17
- First project (msp-tools) moved from imported-conversations archive
- All conversation files preserved with original timestamps
- Original source paths documented in IMPORT_MANIFEST.json
Maintained By: ClaudeTools Project
Location: D:\ClaudeTools\projects
Documentation Status: Active