22 tasks across 5 phases: scaffolding, regulars v2, main.py integration
behind feature flag, user validation gate, then deletion of ~2000 lines.
TDD where possible; manual verification of LLM outputs.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Session.reset() calls intern_service.new_show() to reset per-show state,
but the method was never defined (added in 376265e without the impl).
Clears pending_interjection, pending_sources, and research_cache.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Two-stage architecture: sonnet-4.6 pre-gen batch for rich identities,
haiku-4.5 for live dialog. Replaces static pools + 9-model routing +
scoring/weighting scaffolding. Introduces tiered regulars system with
Silas as canonical (lore in Obsidian vault) and hard-gated arc regulars.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
7 new endpoints: summary, timeline, models, categories, sessions,
session detail, expensive calls. All support period filtering.
Page route at /costs serves costs.html before the catch-all.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Each LLM/TTS call now writes to both in-memory records and SQLite
via cost_db. Session totals updated on save(). All DB writes wrapped
in try/except to never break live shows.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
- Add check_same_thread=False for background thread access
- Add standalone timestamp index for non-session queries
- Join to sessions table for consistent period filtering in get_models/categories/expensive_calls
- Wrap record imports in try/except with .get() for timestamp
- Add avg_cost_per_session to get_summary()
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Ep47 post-mortem: fixed theme ignored by callers (backgrounds now
regenerate when theme is set), style-to-model race condition (fallback
to sonnet instead of pool[0]), removed bad pronunciation fixes, added
age-awareness to voice matching, raised MIN_RESPONSE_WORDS to 50.
Swapped problematic model mappings: conspiracy→qwen, know_it_all→mistral,
quiet_nervous→llama, emotional→kimi.
Added GET /api/show/preflight endpoint with 4 checks: model diversity,
theme penetration, voice-age alignment, response coherence (2-exchange
simulation of all callers). Frontend preflight modal with expandable
check cards.
Fixed active caller button not highlighting (moved highlight code before
potentially-failing caller info panel code).
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
- Devon: more conversational when addressed directly (500 tokens, 3-5 sentences)
- Devon: monitor prompt rewritten to encourage more contributions
- Devon: polling interval 15s (was 30s), removed 2-message minimum
- Whisper: no fuzzy name matching for 3-char names, require first letter match
- fetch_music.py: post-fetch vocal detection filter using musicinfo tags
- scan_music_vocals.py: new script to scan existing library for vocal tracks
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
- Remove caller names from Whisper hint (was corrupting transcriptions)
- Background gen switched to Claude Sonnet 4.6 (cheap models = thin backgrounds)
- "WHAT MAKES A GOOD CALLER" rewritten with concrete examples
- Grok guardrails loosened (were cutting too much edge)
- Response length guidance added to caller prompt
- Retry under-20-word responses once for more detail
- Devon monitor softened from "default silence" to balanced
- Ban stalling phrases: "where was I", "as I was saying", etc.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
The 2+ requirement created a catch-22: regulars couldn't return because they
needed 2 calls, but couldn't get a second call without returning. Dynamic
count already prevents flooding.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Only inject 2 returners if pool has 3+ eligible (so it's not the same every show).
With 2 eligible, inject 1. With 1 or 0, inject none.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
- One-click genre buttons play random track from that genre
- Active genre highlighted, now-playing bar shows track name
- Only genres with tracks shown, crossfade on genre switch
- M key replays active genre or picks random
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Style-matched defaults:
- Grok 4.1 Fast for edgy callers (high_energy, confrontational, comedian etc.)
- Claude Sonnet 4.6 for emotional callers (quiet_nervous, sweet_earnest, emotional)
- Mistral Large 2512 for deadpan/mysterious/world-weary
- DeepSeek R1 Distill for storyteller/oversharer/conspiracy/rambler
- Gemini 2.5 Flash for know_it_all
- Llama 3.3 70B for first_time/reluctant callers
Category routing: Grok 4.1 Fast for dialog/devon/backgrounds, Gemini Flash for monitor/summary
Updated OPENROUTER_MODELS and OPENROUTER_PRICING with all new models
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
- Devon audio independent of caller hangup (separate stop events)
- Personal anecdotes capped at ~30% of responses (was every time)
- Interjection criteria tightened ("default is silence")
- Devon sees his own recent history to avoid repeating info
- Response variety: permits minimal reactions, confusion, silence
- Monitor prompt rewritten to be gatekeeping, not encouraging
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
- Avatar prefetch checks gender marker, re-fetches on mismatch
- Returning callers need 2+ actual calls before re-eligible (was 1)
- Promotion rate lowered 10% → 5% to prevent pool flooding
- Callback injection skipped for returning callers (already have context)
- Show history clarifies "you are NOT that caller" to prevent identity confusion
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
- Three strategies: single model, cycle through pool, style-matched
- 18 communication styles mapped to 7 models (Grok, Sonnet, Mistral, Qwen, DeepSeek, Gemini, Llama)
- Per-caller model locked for entire call, overridable mid-show
- Model badges on caller buttons and info panel
- Settings UI for strategy, pool, style mapping, fallback
- Fallback to Sonnet on model failure
- 6 new models added to pricing and dropdown
- Checkpoint persistence for all model state
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
- 60s timeout + retry on all LLM calls
- 120-300s timeout on all subprocess/ffmpeg calls
- Per-clip error isolation (one failure doesn't kill the run)
- Progress indicators for each clip being processed
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
- Pass all caller names as Whisper initial_prompt hint for correct spelling
- Post-transcription fuzzy match corrects remaining misspellings (Levenshtein)
- Prevents AI callers from "correcting" the host on their own name
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
- Regex strips all parentheticals and asterisk actions before TTS
- Catches (laughs nervously), *sighs*, etc. that Grok generates
- Strengthened SPEECH ONLY instructions in caller and Devon prompts
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
- Route caller_dialog, devon_ask, background_gen to x-ai/grok-4
- Add Grok-4 to OPENROUTER_MODELS and OPENROUTER_PRICING
- Add Grok-specific banned phrases (I hear you, fair enough, that's wild, etc.)
- Add background gen guardrails for Grok (no active violence, no real public figures)
- Soften theme prompt hot-take language for organic connections
- Tighten Devon flirting guardrail (awkward not crude)
- Fix Devon "first day" contradiction on line 36
- Strip silence: preserve music intro, fix ad normalization (direct WAV reading)
- Strip silence: loop range starts 0.5s before audible music
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
- Preserve first silence in first DIALOG region (music intro before host speaks)
- Fix ad/ident normalization using direct WAV reading (accessor failed after splits)
- Loop range starts 0.5s before audible music, ends at last item
- Disable broken music lead-in nudge (intro preservation handles it)
- Caller dialog model set to Grok for testing
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
- Fix Devon "if that makes sense" overuse (limit to once per show)
- Suppress Devon failed lookup notifications for self-initiated searches
- Strengthen show theme prompts (2/3 callers call because of theme)
- Fix sentence trimmer splitting on abbreviations (Mr. Mrs. Dr. etc.)
- Fix cost tracker data lost on server restart (persist in checkpoint)
- Ad/ident normalization targets -4dB below dialog for perceived loudness match
- Lower cross-speaker transition threshold to 5s
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
- Add show theme UI in header bar + backend API (inject into caller prompts)
- Add Irish genre category for music dropdown
- Strip silence: RMS-based speaker detection (fixes Devon not being identified)
- Strip silence: Devon-specific 3s threshold for interjections
- Strip silence: sparse track item handling in shift logic
- Strip silence: music lead-in preservation after silence removal
- Strip silence: no max gap limit (IDENT/AD regions protect breaks)
- Add analyze_gaps.py tool for per-show threshold analysis
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
luke
