feat: add training data quality filter (#687)

bin/nostr-agent-demo.py

@@ -1,3 +1,4 @@
+#!/usr/bin/env python3
 """
 Full Nostr agent-to-agent communication demo - FINAL WORKING
 """

bin/soul_eval_gate.py

@@ -1,3 +1,4 @@
+#!/usr/bin/env python3
 """
 Soul Eval Gate — The Conscience of the Training Pipeline
 

cron/pipeline-scheduler.yml

@@ -0,0 +1,9 @@
+- name: Nightly Pipeline Scheduler
+  schedule: '*/30 18-23,0-8 * * *' # Every 30 min, off-peak hours only
+  tasks:
+    - name: Check and start pipelines
+      shell: "bash scripts/nightly-pipeline-scheduler.sh"
+      env:
+        PIPELINE_TOKEN_LIMIT: "500000"
+        PIPELINE_PEAK_START: "9"
+        PIPELINE_PEAK_END: "18"

scripts/captcha_bypass_handler.py

@@ -1,3 +1,4 @@
+#!/usr/bin/env python3
 import json
 from hermes_tools import browser_navigate, browser_vision
 

scripts/diagram_meaning_extractor.py

@@ -1,3 +1,4 @@
+#!/usr/bin/env python3
 import json
 from hermes_tools import browser_navigate, browser_vision
 

scripts/generate-rock-scenes.py

@@ -0,0 +1,32 @@
+#!/usr/bin/env python3
+import json, os
+
+songs = [
+    {"t":"Thunder Road","a":"Heartland","m":["hope","anticipation","energy","triumph","nostalgia","urgency","passion","defiance","release","catharsis"]},
+    {"t":"Black Dog Howl","a":"Rust & Wire","m":["despair","anger","frenzy","exhaustion","resignation","grief","numbness","rage","acceptance","silence"]},
+    {"t":"Satellite Hearts","a":"Neon Circuit","m":["wonder","isolation","longing","connection","euphoria","confusion","clarity","tenderness","urgency","bittersweet"]},
+    {"t":"Concrete Garden","a":"Streetlight Prophet","m":["oppression","resilience","anger","beauty","defiance","community","joy","struggle","growth","hope"]},
+    {"t":"Gravity Well","a":"Void Walker","m":["dread","fascination","surrender","awe","terror","peace","disorientation","acceptance","transcendence","emptiness"]},
+    {"t":"Rust Belt Lullaby","a":"Iron & Ember","m":["nostalgia","sadness","tenderness","loss","beauty","resignation","love","weariness","quiet hope","peace"]},
+    {"t":"Wildfire Sermon","a":"Prophet Ash","m":["fury","ecstasy","chaos","joy","destruction","creation","warning","invitation","abandon","rebirth"]},
+    {"t":"Midnight Transmission","a":"Frequency Ghost","m":["mystery","loneliness","curiosity","connection","paranoia","intimacy","urgency","disconnection","searching","haunting"]},
+    {"t":"Crown of Thorns","a":"Velvet Guillotine","m":["seduction","power","cruelty","beauty","danger","vulnerability","fury","grace","revenge","mercy"]},
+    {"t":"Apartment 4B","a":"Wallpaper & Wire","m":["claustrophobia","routine","desperation","fantasy","breakthrough","freedom","fear","joy","grounding","home"]},
+]
+
+beats = []
+for s in songs:
+    for i in range(10):
+        beats.append({"song": s["t"], "artist": s["a"], "beat": i+1,
+            "timestamp": f"{i*30//60}:{(i*30)%60:02d}", "duration": "30s",
+            "lyric_line": f"[Beat {i+1}]", "scene": {"mood": s["m"][i], "colors": ["placeholder"],
+                "composition": ["wide","close","OTS","low","high","dutch","symmetric","thirds","xwide","medium"][i],
+                "camera": ["static","pan","dolly-in","dolly-out","handheld","steadicam","zoom","crane","track","tilt"][i],
+                "description": f"[{s['m'][i]} scene]"}})
+
+out = os.path.expanduser("~/.hermes/training-data/scene-descriptions-rock.jsonl")
+os.makedirs(os.path.dirname(out), exist_ok=True)
+with open(out, "w") as f:
+    for b in beats:
+        f.write(json.dumps(b) + "\n")
+print(f"Generated {len(beats)} beats")

scripts/nightly-pipeline-scheduler.md

@@ -0,0 +1,50 @@
+# Nightly Pipeline Scheduler
+
+Auto-starts batch pipelines when inference is available.
+
+## What It Does
+
+1. Checks inference provider health (OpenRouter, Ollama, RunPod)
+2. Checks if it's off-peak hours (configurable, default: after 6PM)
+3. Checks interactive session load (don't fight with live users)
+4. Checks daily token budget (configurable limit)
+5. Starts the highest-priority incomplete pipeline
+
+## Pipeline Priority Order
+
+| Priority | Pipeline | Deps | Max Tokens |
+|----------|----------|------|------------|
+| 1 | playground-factory | none | 100,000 |
+| 2 | training-factory | none | 150,000 |
+| 3 | knowledge-mine | training-factory running | 80,000 |
+| 4 | adversary | knowledge-mine running | 50,000 |
+| 5 | codebase-genome | none | 120,000 |
+
+## Usage
+
+```bash
+# Normal run (used by cron)
+./scripts/nightly-pipeline-scheduler.sh
+
+# Dry run (show what would start)
+./scripts/nightly-pipeline-scheduler.sh --dry-run
+
+# Status report
+./scripts/nightly-pipeline-scheduler.sh --status
+
+# Force start during peak hours
+./scripts/nightly-pipeline-scheduler.sh --force
+```
+
+## Configuration
+
+Set via environment variables:
+- `PIPELINE_TOKEN_LIMIT`: Daily token budget (default: 500,000)
+- `PIPELINE_PEAK_START`: Peak hours start (default: 9)
+- `PIPELINE_PEAK_END`: Peak hours end (default: 18)
+- `HERMES_HOME`: Hermes home directory (default: ~/.hermes)
+
+## Cron
+
+Runs every 30 minutes. Off-peak only (unless --force).
+See `cron/pipeline-scheduler.yml`.

scripts/nightly-pipeline-scheduler.sh

@@ -0,0 +1,383 @@
+#!/usr/bin/env bash
+# nightly-pipeline-scheduler.sh — Auto-start batch pipelines when inference is available.
+#
+# Checks provider health, pipeline progress, token budget, and interactive load.
+# Starts the highest-priority incomplete pipeline that can run.
+#
+# Usage:
+#   ./scripts/nightly-pipeline-scheduler.sh          # Normal run
+#   ./scripts/nightly-pipeline-scheduler.sh --dry-run # Show what would start
+#   ./scripts/nightly-pipeline-scheduler.sh --status  # Pipeline status report
+
+set -euo pipefail
+
+# --- Configuration ---
+HERMES_HOME="${HERMES_HOME:-$HOME/.hermes}"
+BUDGET_FILE="${HERMES_HOME}/pipeline_budget.json"
+STATE_FILE="${HERMES_HOME}/pipeline_state.json"
+LOG_FILE="${HERMES_HOME}/logs/pipeline-scheduler.log"
+TOKEN_DAILY_LIMIT="${PIPELINE_TOKEN_LIMIT:-500000}"
+PEAK_HOURS_START="${PIPELINE_PEAK_START:-9}"
+PEAK_HOURS_END="${PIPELINE_PEAK_END:-18}"
+
+# Pipeline definitions (priority order)
+# Each pipeline: name, script, max_tokens, dependencies
+PIPELINES=(
+    "playground-factory|scripts/pipeline_playground_factory.sh|100000|none"
+    "training-factory|scripts/pipeline_training_factory.sh|150000|none"
+    "knowledge-mine|scripts/pipeline_knowledge_mine.sh|80000|training-factory"
+    "adversary|scripts/pipeline_adversary.sh|50000|knowledge-mine"
+    "codebase-genome|scripts/pipeline_codebase_genome.sh|120000|none"
+)
+
+# --- Colors ---
+RED='\033[0;31m'
+GREEN='\033[0;32m'
+YELLOW='\033[0;33m'
+CYAN='\033[0;36m'
+NC='\033[0m'
+
+# --- Helpers ---
+now_hour() { date +%-H; }
+is_peak_hours() {
+    local h=$(now_hour)
+    [[ $h -ge $PEAK_HOURS_START && $h -lt $PEAK_HOURS_END ]]
+}
+
+ensure_dirs() {
+    mkdir -p "$(dirname "$LOG_FILE")" "$(dirname "$BUDGET_FILE")" "$(dirname "$STATE_FILE")"
+}
+
+log() { echo "[$(date '+%Y-%m-%d %H:%M:%S')] $*" | tee -a "$LOG_FILE"; }
+
+get_budget_used_today() {
+    if [[ -f "$BUDGET_FILE" ]]; then
+        local today=$(date +%Y-%m-%d)
+        python3 -c "
+import json, sys
+with open('$BUDGET_FILE') as f:
+    d = json.load(f)
+print(d.get('daily', {}).get('$today', {}).get('tokens_used', 0))
+" 2>/dev/null || echo 0
+    else
+        echo 0
+    fi
+}
+
+get_budget_remaining() {
+    local used=$(get_budget_used_today)
+    echo $((TOKEN_DAILY_LIMIT - used))
+}
+
+update_budget() {
+    local pipeline="$1"
+    local tokens="$2"
+    local today=$(date +%Y-%m-%d)
+    python3 -c "
+import json, os
+path = '$BUDGET_FILE'
+d = {}
+if os.path.exists(path):
+    with open(path) as f:
+        d = json.load(f)
+daily = d.setdefault('daily', {})
+day = daily.setdefault('$today', {'tokens_used': 0, 'pipelines': {}})
+day['tokens_used'] = day.get('tokens_used', 0) + $tokens
+day['pipelines']['$pipeline'] = day['pipelines'].get('$pipeline', 0) + $tokens
+with open(path, 'w') as f:
+    json.dump(d, f, indent=2)
+"
+}
+
+get_pipeline_state() {
+    if [[ -f "$STATE_FILE" ]]; then
+        cat "$STATE_FILE"
+    else
+        echo "{}"
+    fi
+}
+
+set_pipeline_state() {
+    local pipeline="$1"
+    local state="$2"  # running, complete, failed, skipped
+    python3 -c "
+import json, os
+path = '$STATE_FILE'
+d = {}
+if os.path.exists(path):
+    with open(path) as f:
+        d = json.load(f)
+d['$pipeline'] = {'state': '$state', 'updated': '$(date -Iseconds)'}
+with open(path, 'w') as f:
+    json.dump(d, f, indent=2)
+"
+}
+
+is_pipeline_complete() {
+    local pipeline="$1"
+    python3 -c "
+import json, os
+path = '$STATE_FILE'
+if not os.path.exists(path):
+    print('false')
+else:
+    with open(path) as f:
+        d = json.load(f)
+    state = d.get('$pipeline', {}).get('state', 'not_started')
+    print('true' if state == 'complete' else 'false')
+" 2>/dev/null || echo false
+}
+
+is_pipeline_running() {
+    local pipeline="$1"
+    python3 -c "
+import json, os
+path = '$STATE_FILE'
+if not os.path.exists(path):
+    print('false')
+else:
+    with open(path) as f:
+        d = json.load(f)
+    state = d.get('$pipeline', {}).get('state', 'not_started')
+    print('true' if state == 'running' else 'false')
+" 2>/dev/null || echo false
+}
+
+check_dependency() {
+    local dep="$1"
+    if [[ "$dep" == "none" ]]; then
+        return 0
+    fi
+    # For knowledge-mine: training-factory must be running or complete
+    if [[ "$dep" == "training-factory" ]]; then
+        local state=$(python3 -c "
+import json, os
+path = '$STATE_FILE'
+if not os.path.exists(path):
+    print('not_started')
+else:
+    with open(path) as f:
+        d = json.load(f)
+    print(d.get('training-factory', {}).get('state', 'not_started'))
+" 2>/dev/null || echo "not_started")
+        [[ "$state" == "running" || "$state" == "complete" ]]
+        return $?
+    fi
+    # For adversary: knowledge-mine must be at least 50% done
+    # Simplified: check if it's running (we'd need progress tracking for 50%)
+    if [[ "$dep" == "knowledge-mine" ]]; then
+        local state=$(python3 -c "
+import json, os
+path = '$STATE_FILE'
+if not os.path.exists(path):
+    print('not_started')
+else:
+    with open(path) as f:
+        d = json.load(f)
+    print(d.get('knowledge-mine', {}).get('state', 'not_started'))
+" 2>/dev/null || echo "not_started")
+        [[ "$state" == "running" || "$state" == "complete" ]]
+        return $?
+    fi
+    return 0
+}
+
+check_inference_available() {
+    # Check if any inference provider is responding
+    # 1. Check OpenRouter
+    local or_ok=$(curl -s -o /dev/null -w "%{http_code}" \
+        --connect-timeout 5 "https://openrouter.ai/api/v1/models" 2>/dev/null || echo "000")
+
+    # 2. Check local Ollama
+    local ollama_ok=$(curl -s -o /dev/null -w "%{http_code}" \
+        --connect-timeout 5 "http://localhost:11434/api/tags" 2>/dev/null || echo "000")
+
+    # 3. Check RunPod (if configured)
+    local runpod_ok="000"
+    if [[ -n "${RUNPOD_ENDPOINT:-}" ]]; then
+        runpod_ok=$(curl -s -o /dev/null -w "%{http_code}" \
+            --connect-timeout 5 "$RUNPOD_ENDPOINT/health" 2>/dev/null || echo "000")
+    fi
+
+    if [[ "$or_ok" == "200" || "$ollama_ok" == "200" || "$runpod_ok" == "200" ]]; then
+        return 0
+    fi
+    return 1
+}
+
+check_interactive_load() {
+    # Check if there are active interactive sessions (don't fight with live users)
+    # Look for tmux panes with active hermes sessions
+    local active=$(tmux list-panes -a -F '#{pane_pid} #{pane_current_command}' 2>/dev/null \
+        | grep -c "hermes\|python3" || echo 0)
+
+    # If more than 3 interactive sessions, skip pipeline start
+    if [[ $active -gt 3 ]]; then
+        return 1
+    fi
+    return 0
+}
+
+start_pipeline() {
+    local name="$1"
+    local script="$2"
+    local max_tokens="$3"
+    local budget_remaining="$4"
+    local mode="${5:-run}"
+
+    if [[ "$budget_remaining" -lt "$max_tokens" ]]; then
+        log "SKIP $name: insufficient budget ($budget_remaining < $max_tokens tokens)"
+        return 1
+    fi
+
+    if [[ ! -f "$script" ]]; then
+        log "SKIP $name: script not found ($script)"
+        return 1
+    fi
+
+    if [[ "$mode" == "dry-run" ]]; then
+        log "DRY-RUN: Would start $name (budget: $budget_remaining, needs: $max_tokens)"
+        return 0
+    fi
+
+    log "START $name (budget: $budget_remaining, max_tokens: $max_tokens)"
+    set_pipeline_state "$name" "running"
+
+    # Run in background, capture output
+    local log_path="${HERMES_HOME}/logs/pipeline-${name}.log"
+    bash "$script" --max-tokens "$max_tokens" >> "$log_path" 2>&1 &
+    local pid=$!
+
+    # Wait a moment to check if it started OK
+    sleep 2
+    if kill -0 $pid 2>/dev/null; then
+        log "RUNNING $name (PID: $pid, log: $log_path)"
+        # Record the PID
+        python3 -c "
+import json, os
+path = '$STATE_FILE'
+d = {}
+if os.path.exists(path):
+    with open(path) as f:
+        d = json.load(f)
+d['$name']['pid'] = $pid
+with open(path, 'w') as f:
+    json.dump(d, f, indent=2)
+"
+        return 0
+    else
+        log "FAIL $name: script exited immediately"
+        set_pipeline_state "$name" "failed"
+        return 1
+    fi
+}
+
+# --- Main ---
+main() {
+    local mode="${1:-run}"
+    ensure_dirs
+
+    log "=== Pipeline Scheduler ($mode) ==="
+
+    # Check 1: Is inference available?
+    if ! check_inference_available; then
+        log "No inference provider available. Skipping all pipelines."
+        exit 0
+    fi
+    log "Inference: AVAILABLE"
+
+    # Check 2: Is it peak hours?
+    if is_peak_hours && [[ "$mode" != "--force" ]]; then
+        local h=$(now_hour)
+        log "Peak hours ($h:00). Skipping pipeline start. Use --force to override."
+        exit 0
+    fi
+    log "Off-peak: OK"
+
+    # Check 3: Interactive load
+    if ! check_interactive_load && [[ "$mode" != "--force" ]]; then
+        log "High interactive load. Skipping pipeline start."
+        exit 0
+    fi
+    log "Interactive load: OK"
+
+    # Check 4: Token budget
+    local budget=$(get_budget_remaining)
+    log "Token budget remaining: $budget / $TOKEN_DAILY_LIMIT"
+
+    if [[ $budget -le 0 ]]; then
+        log "Daily token budget exhausted. Stopping."
+        exit 0
+    fi
+
+    # Check 5: Pipeline status
+    if [[ "$mode" == "--status" ]]; then
+        echo -e "${CYAN}Pipeline Status:${NC}"
+        echo "────────────────────────────────────────────────────"
+        for entry in "${PIPELINES[@]}"; do
+            IFS='|' read -r name script max_tokens dep <<< "$entry"
+            local state=$(python3 -c "
+import json, os
+path = '$STATE_FILE'
+if not os.path.exists(path):
+    print('not_started')
+else:
+    with open(path) as f:
+        d = json.load(f)
+    print(d.get('$name', {}).get('state', 'not_started'))
+" 2>/dev/null || echo "not_started")
+
+            local color=$NC
+            case "$state" in
+                running)  color=$YELLOW ;;
+                complete) color=$GREEN ;;
+                failed)   color=$RED ;;
+            esac
+            printf "  %-25s %b%s%b (max: %s tokens, dep: %s)\n" "$name" "$color" "$state" "$NC" "$max_tokens" "$dep"
+        done
+        echo "────────────────────────────────────────────────────"
+        echo "  Budget: $budget / $TOKEN_DAILY_LIMIT tokens remaining"
+        echo "  Peak hours: $PEAK_HOURS_START:00 - $PEAK_HOURS_END:00"
+        exit 0
+    fi
+
+    # Find and start the highest-priority incomplete pipeline
+    local started=0
+    for entry in "${PIPELINES[@]}"; do
+        IFS='|' read -r name script max_tokens dep <<< "$entry"
+
+        # Skip if already running or complete
+        if [[ "$(is_pipeline_running $name)" == "true" ]]; then
+            log "SKIP $name: already running"
+            continue
+        fi
+        if [[ "$(is_pipeline_complete $name)" == "true" ]]; then
+            log "SKIP $name: already complete"
+            continue
+        fi
+
+        # Check dependency
+        if ! check_dependency "$dep"; then
+            log "SKIP $name: dependency $dep not met"
+            continue
+        fi
+
+        # Try to start
+        if start_pipeline "$name" "$script" "$max_tokens" "$budget" "$mode"; then
+            started=1
+            # Only start one pipeline per run (let it claim tokens before next check)
+            # Exception: playground-factory and training-factory can run in parallel
+            if [[ "$name" != "playground-factory" && "$name" != "training-factory" ]]; then
+                break
+            fi
+        fi
+    done
+
+    if [[ $started -eq 0 ]]; then
+        log "No pipelines to start (all complete, running, or blocked)."
+    fi
+
+    log "=== Pipeline Scheduler done ==="
+}
+
+main "$@"

scripts/training_data_quality_filter.py

@@ -0,0 +1,286 @@
+#!/usr/bin/env python3
+"""
+Training Data Quality Filter
+
+Scores and removes low-quality training pairs from JSONL datasets.
+Supports two formats:
+  - ShareGPT session format: {"conversations": [...], ...}
+  - Scene/pair format: {"terse": "...", "rich": "..."} or {"lyric_line": "...", "scene": {...}}
+
+Scoring dimensions:
+  - Specificity: penalizes vague/generic content
+  - Length ratio: penalizes extreme input/output imbalances
+  - Code correctness: validates code blocks have matching fences
+
+Usage:
+  python3 scripts/training_data_quality_filter.py input.jsonl [--threshold 0.4] [--output filtered.jsonl]
+  python3 scripts/training_data_quality_filter.py --dir training-data/ [--threshold 0.4]
+"""
+
+import argparse
+import json
+import re
+import sys
+from pathlib import Path
+
+
+def score_specificity(text: str) -> float:
+    """Score 0-1 based on how specific vs generic the text is."""
+    if not text or len(text.strip()) < 10:
+        return 0.0
+
+    score = 0.5  # baseline
+
+    # Penalize very generic starters
+    generic_starters = [
+        "sure,", "of course", "i can help", "here is", "here are",
+        "certainly", "absolutely", "let me help", "great question",
+        "that\'s a great", "interesting question",
+    ]
+    lower = text.lower().strip()
+    for starter in generic_starters:
+        if lower.startswith(starter):
+            score -= 0.15
+            break
+
+    # Reward specific content indicators
+    if re.search(r"`[^`]+`", text):  # inline code
+        score += 0.1
+    if re.search(r"```[\s\S]*?```", text):  # code blocks
+        score += 0.15
+    if re.search(r"\d+\.\s", text):  # numbered lists
+        score += 0.05
+    if len(text.split()) > 50:  # substantial length
+        score += 0.1
+    if re.search(r"https?://", text):  # URLs/references
+        score += 0.05
+
+    # Penalize extremely short outputs
+    if len(text.split()) < 5:
+        score -= 0.2
+
+    # Penalize repetition (same sentence repeated)
+    sentences = re.split(r"[.!?]+", text)
+    sentences = [s.strip().lower() for s in sentences if s.strip()]
+    if sentences:
+        unique_ratio = len(set(sentences)) / len(sentences)
+        if unique_ratio < 0.7:
+            score -= 0.15
+
+    return max(0.0, min(1.0, score))
+
+
+def score_length_ratio(input_text: str, output_text: str) -> float:
+    """Score 0-1 based on input/output length balance."""
+    in_len = len(input_text.split())
+    out_len = len(output_text.split())
+
+    if in_len == 0 or out_len == 0:
+        return 0.0
+
+    ratio = out_len / in_len
+
+    # Ideal ratio: 0.5-5x (output can be shorter or longer, but not extreme)
+    if 0.5 <= ratio <= 5.0:
+        return 1.0
+    elif 0.2 <= ratio <= 10.0:
+        return 0.6
+    elif 0.1 <= ratio <= 20.0:
+        return 0.3
+    else:
+        return 0.1
+
+
+def score_code_correctness(text: str) -> float:
+    """Score 0-1 based on code block correctness."""
+    code_blocks = re.findall(r"```[\s\S]*?```", text)
+
+    if not code_blocks:
+        return 1.0  # no code = no code errors
+
+    for block in code_blocks:
+        # Check balanced fences
+        fence_count = block.count("```")
+        if fence_count % 2 != 0:
+            return 0.2
+
+        # Check for common errors
+        content = block.split("\n", 1)[-1] if "\n" in block else ""
+        if "SyntaxError" in content or "Traceback" in content:
+            return 0.3
+        if content.strip().endswith("...") and len(content.strip()) < 30:
+            return 0.4  # truncated code
+
+    return 1.0
+
+
+def score_pair(input_text: str, output_text: str) -> dict:
+    """Score a training pair on all dimensions."""
+    spec = score_specificity(output_text)
+    length = score_length_ratio(input_text, output_text)
+    code = score_code_correctness(output_text)
+
+    # Weighted composite
+    composite = (spec * 0.4) + (length * 0.3) + (code * 0.3)
+
+    return {
+        "specificity": round(spec, 3),
+        "length_ratio": round(length, 3),
+        "code_correctness": round(code, 3),
+        "composite": round(composite, 3),
+    }
+
+
+def extract_pairs(obj: dict) -> list:
+    """Extract (input, output) pairs from a JSONL object."""
+    pairs = []
+
+    # ShareGPT session format
+    if "conversations" in obj:
+        convs = obj["conversations"]
+        for i, msg in enumerate(convs):
+            if msg.get("from") in ("gpt", "assistant"):
+                # Find preceding human message
+                input_text = ""
+                for j in range(i - 1, -1, -1):
+                    if convs[j].get("from") == "human":
+                        input_text = convs[j].get("value", "")
+                        break
+                output_text = msg.get("value", "")
+                if input_text and output_text:
+                    pairs.append((input_text, output_text))
+
+    # Scene/pair format (terse/rich)
+    elif "terse" in obj and "rich" in obj:
+        pairs.append((obj["terse"], obj["rich"]))
+
+    # Scene description format
+    elif "lyric_line" in obj and "scene" in obj:
+        scene_text = json.dumps(obj["scene"]) if isinstance(obj["scene"], dict) else str(obj["scene"])
+        pairs.append((obj["lyric_line"], scene_text))
+
+    # Generic prompt/response
+    elif "prompt" in obj and "response" in obj:
+        pairs.append((obj["prompt"], obj["response"]))
+
+    # Generic input/output
+    elif "input" in obj and "output" in obj:
+        pairs.append((obj["input"], obj["output"]))
+
+    return pairs
+
+
+def filter_jsonl(input_path: str, threshold: float = 0.4, output_path: str = None) -> dict:
+    """Filter a JSONL file, removing low-quality pairs."""
+    path = Path(input_path)
+    if not path.exists():
+        return {"error": f"File not found: {input_path}"}
+
+    lines = path.read_text().strip().split("\n")
+    total = 0
+    kept = 0
+    removed = 0
+    scores_list = []
+    kept_lines = []
+
+    for line in lines:
+        line = line.strip()
+        if not line:
+            continue
+
+        try:
+            obj = json.loads(line)
+        except json.JSONDecodeError:
+            removed += 1
+            continue
+
+        pairs = extract_pairs(obj)
+        total += 1
+
+        if not pairs:
+            # No extractable pairs — keep as-is (might be metadata)
+            kept += 1
+            kept_lines.append(line)
+            continue
+
+        # Score all pairs in this object
+        pair_scores = [score_pair(inp, out) for inp, out in pairs]
+        avg_composite = sum(s["composite"] for s in pair_scores) / len(pair_scores)
+
+        scores_list.append(avg_composite)
+
+        if avg_composite >= threshold:
+            kept += 1
+            kept_lines.append(line)
+        else:
+            removed += 1
+
+    # Write output
+    if output_path:
+        Path(output_path).write_text("\n".join(kept_lines) + "\n")
+
+    return {
+        "file": input_path,
+        "total": total,
+        "kept": kept,
+        "removed": removed,
+        "removal_rate": f"{removed}/{total}" if total > 0 else "0/0",
+        "avg_score": round(sum(scores_list) / len(scores_list), 3) if scores_list else None,
+        "min_score": round(min(scores_list), 3) if scores_list else None,
+        "max_score": round(max(scores_list), 3) if scores_list else None,
+    }
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Filter low-quality training data pairs")
+    parser.add_argument("input", nargs="?", help="Input JSONL file")
+    parser.add_argument("--threshold", type=float, default=0.4, help="Minimum quality score (0-1)")
+    parser.add_argument("--output", "-o", help="Output file (default: input_filtered.jsonl)")
+    parser.add_argument("--dir", help="Process all .jsonl files in directory")
+    parser.add_argument("--dry-run", action="store_true", help="Score only, don\'t write output")
+    args = parser.parse_args()
+
+    if args.dir:
+        dirpath = Path(args.dir)
+        jsonl_files = sorted(dirpath.rglob("*.jsonl"))
+        if not jsonl_files:
+            print(f"No .jsonl files found in {args.dir}")
+            sys.exit(1)
+
+        print(f"Processing {len(jsonl_files)} files (threshold={args.threshold})\n")
+        print(f"{'File':<50} {'Total':>6} {'Kept':>6} {'Removed':>8} {'Avg':>6}")
+        print("-" * 82)
+
+        grand_total = grand_kept = grand_removed = 0
+        for fpath in jsonl_files:
+            out = str(fpath).replace(".jsonl", "_filtered.jsonl") if not args.dry_run else None
+            result = filter_jsonl(str(fpath), args.threshold, out)
+            if "error" in result:
+                print(f"{str(fpath):<50} ERROR: {result['error']}")
+                continue
+            print(f"{fpath.name:<50} {result['total']:>6} {result['kept']:>6} {result['removed']:>8} {result['avg_score']:>6.3f}")
+            grand_total += result["total"]
+            grand_kept += result["kept"]
+            grand_removed += result["removed"]
+
+        print("-" * 82)
+        print(f"{'TOTAL':<50} {grand_total:>6} {grand_kept:>6} {grand_removed:>8}")
+
+    elif args.input:
+        out = args.output or args.input.replace(".jsonl", "_filtered.jsonl")
+        if args.dry_run:
+            out = None
+        result = filter_jsonl(args.input, args.threshold, out)
+        if "error" in result:
+            print(f"Error: {result['error']}")
+            sys.exit(1)
+        print(json.dumps(result, indent=2))
+        if out:
+            print(f"\nFiltered output written to: {out}")
+    else:
+        parser.print_help()
+        sys.exit(1)
+
+
+if __name__ == "__main__":
+    main()

scripts/visual_pr_reviewer.py

@@ -1,3 +1,4 @@
+#!/usr/bin/env python3
 import json
 from hermes_tools import browser_navigate, browser_vision
 

training-data/scene-descriptions-rock.jsonl

@@ -0,0 +1,100 @@
+{"song": "Thunder Road", "artist": "Heartland", "beat": 1, "timestamp": "0:00", "duration": "30s", "lyric_line": "The screen door slams, Mary's dress waves", "scene": {"mood": "hope", "colors": ["gold", "sky blue", "white"], "composition": "wide shot", "camera": "static", "description": "Open horizon. Golden light breaking through clouds. The figure silhouetted against dawn. The screen door slams, Mary's dress waves"}}
+{"song": "Thunder Road", "artist": "Heartland", "beat": 2, "timestamp": "0:30", "duration": "30s", "lyric_line": "Like a vision she dances across the porch as the radio plays", "scene": {"mood": "anticipation", "colors": ["silver", "pale green", "cream"], "composition": "close-up", "camera": "slow pan", "description": "Close on hands gripping a steering wheel. Dashboard lights reflecting in eyes. Road stretching ahead. Like a vision she dances across the porch as the radio plays"}}
+{"song": "Thunder Road", "artist": "Heartland", "beat": 3, "timestamp": "1:00", "duration": "30s", "lyric_line": "Roy Orbison singing for the lonely, hey that's me and I want you only", "scene": {"mood": "energy", "colors": ["red", "orange", "electric blue"], "composition": "over the shoulder", "camera": "dolly in", "description": "Rapid cuts. Bodies in motion. Light streaks across the frame. Roy Orbison singing for the lonely, hey that's me and I want you only"}}
+{"song": "Thunder Road", "artist": "Heartland", "beat": 4, "timestamp": "1:30", "duration": "30s", "lyric_line": "Don't turn me home out now I'm so young and worthless still", "scene": {"mood": "triumph", "colors": ["gold", "crimson", "white"], "composition": "low angle", "camera": "dolly out", "description": "Wide shot. Figure standing on a hilltop. Arms raised. City lights below. Don't turn me home out now I'm so young and worthless still"}}
+{"song": "Thunder Road", "artist": "Heartland", "beat": 5, "timestamp": "2:00", "duration": "30s", "lyric_line": "The night's busting open these two lanes will take us anywhere", "scene": {"mood": "nostalgia", "colors": ["amber", "sepia", "dusty rose"], "composition": "high angle", "camera": "handheld", "description": "Sepia tones. A photograph come to life. Dust motes in afternoon light. The night's busting open these two lanes will take us anywhere"}}
+{"song": "Thunder Road", "artist": "Heartland", "beat": 6, "timestamp": "2:30", "duration": "30s", "lyric_line": "We got one last chance to make it real", "scene": {"mood": "urgency", "colors": ["red", "black", "strobe white"], "composition": "dutch angle", "camera": "steadicam", "description": "Handheld camera running. Blurred faces. Traffic. Heartbeat sound design. We got one last chance to make it real"}}
+{"song": "Thunder Road", "artist": "Heartland", "beat": 7, "timestamp": "3:00", "duration": "30s", "lyric_line": "To trade in these wings on some wheels", "scene": {"mood": "passion", "colors": ["deep red", "burgundy", "gold"], "composition": "symmetrical", "camera": "slow zoom", "description": "Extreme close-up. Skin. Breath visible in cold air. Eyes locked. To trade in these wings on some wheels"}}
+{"song": "Thunder Road", "artist": "Heartland", "beat": 8, "timestamp": "3:30", "duration": "30s", "lyric_line": "Climb in back, heaven's waiting down the tracks", "scene": {"mood": "defiance", "colors": ["black", "neon green", "chrome"], "composition": "rule of thirds", "camera": "crane up", "description": "Low angle. Figure standing against the wind. Debris flying past. Unmoved. Climb in back, heaven's waiting down the tracks"}}
+{"song": "Thunder Road", "artist": "Heartland", "beat": 9, "timestamp": "4:00", "duration": "30s", "lyric_line": "Oh oh oh oh oh oh oh", "scene": {"mood": "release", "colors": ["sky blue", "white", "pale gold"], "composition": "extreme wide", "camera": "tracking shot", "description": "Slow motion. Something falling \u2014 a mask, a chain, a weight. Lightness follows. Oh oh oh oh oh oh oh"}}
+{"song": "Thunder Road", "artist": "Heartland", "beat": 10, "timestamp": "4:30", "duration": "30s", "lyric_line": "It's a town full of losers and I'm pulling out of here to win", "scene": {"mood": "catharsis", "colors": ["all white", "silver", "clear"], "composition": "medium shot", "camera": "slow tilt down", "description": "White space expanding. Figure dissolving into light. Peace in the dissolution. It's a town full of losers and I'm pulling out of here to win"}}
+{"song": "Black Dog Howl", "artist": "Rust & Wire", "beat": 1, "timestamp": "0:00", "duration": "30s", "lyric_line": "Woke up on the floor again, whiskey still on my tongue", "scene": {"mood": "despair", "colors": ["navy", "black", "grey"], "composition": "wide shot", "camera": "static", "description": "Empty room. Single light source. Figure curled in corner. Rain on windows. Woke up on the floor again, whiskey still on my tongue"}}
+{"song": "Black Dog Howl", "artist": "Rust & Wire", "beat": 2, "timestamp": "0:30", "duration": "30s", "lyric_line": "The mirror shows a stranger and the damage that I've done", "scene": {"mood": "anger", "colors": ["red", "black", "orange"], "composition": "close-up", "camera": "slow pan", "description": "Shattered glass. Red light. Hands clenched. Jaw tight. The frame vibrates. The mirror shows a stranger and the damage that I've done"}}
+{"song": "Black Dog Howl", "artist": "Rust & Wire", "beat": 3, "timestamp": "1:00", "duration": "30s", "lyric_line": "I scream until my throat bleeds but nobody comes", "scene": {"mood": "frenzy", "colors": ["strobe", "red", "white flash"], "composition": "over the shoulder", "camera": "dolly in", "description": "Strobe lighting. Multiple exposures. Bodies colliding. Chaos as composition. I scream until my throat bleeds but nobody comes"}}
+{"song": "Black Dog Howl", "artist": "Rust & Wire", "beat": 4, "timestamp": "1:30", "duration": "30s", "lyric_line": "The walls are closing in again, the ceiling pressing down", "scene": {"mood": "exhaustion", "colors": ["grey", "brown", "faded"], "composition": "low angle", "camera": "dolly out", "description": "Static shot. Figure slumped. Eyes half-closed. Time passing in shadows. The walls are closing in again, the ceiling pressing down"}}
+{"song": "Black Dog Howl", "artist": "Rust & Wire", "beat": 5, "timestamp": "2:00", "duration": "30s", "lyric_line": "I tried to call your number but you changed it years ago", "scene": {"mood": "resignation", "colors": ["grey", "muted blue", "beige"], "composition": "high angle", "camera": "handheld", "description": "Medium shot. Hands dropping keys on a table. Turning away. Not looking back. I tried to call your number but you changed it years ago"}}
+{"song": "Black Dog Howl", "artist": "Rust & Wire", "beat": 6, "timestamp": "2:30", "duration": "30s", "lyric_line": "Now I'm howling at the moon like some rabid dog I know", "scene": {"mood": "grief", "colors": ["deep purple", "black", "silver"], "composition": "dutch angle", "camera": "steadicam", "description": "Wide shot. Figure alone in vast space. Dark purple sky. No horizon line. Now I'm howling at the moon like some rabid dog I know"}}
+{"song": "Black Dog Howl", "artist": "Rust & Wire", "beat": 7, "timestamp": "3:00", "duration": "30s", "lyric_line": "Every bone remembers what my mind wants to forget", "scene": {"mood": "numbness", "colors": ["white", "grey", "no color"], "composition": "symmetrical", "camera": "slow zoom", "description": "Desaturated. Figure staring at nothing. World moving around them in blur. Every bone remembers what my mind wants to forget"}}
+{"song": "Black Dog Howl", "artist": "Rust & Wire", "beat": 8, "timestamp": "3:30", "duration": "30s", "lyric_line": "I'll tear this whole house down before the sun comes up", "scene": {"mood": "rage", "colors": ["fire red", "black", "ember orange"], "composition": "rule of thirds", "camera": "crane up", "description": "Red wash. Extreme close-up on eyes. Fire reflected in pupils. I'll tear this whole house down before the sun comes up"}}
+{"song": "Black Dog Howl", "artist": "Rust & Wire", "beat": 9, "timestamp": "4:00", "duration": "30s", "lyric_line": "Ash and ruin everywhere, this is all that's left", "scene": {"mood": "acceptance", "colors": ["soft blue", "warm grey", "sage"], "composition": "extreme wide", "camera": "tracking shot", "description": "Soft focus. Gentle light. Figure breathing. The camera doesn't judge. Ash and ruin everywhere, this is all that's left"}}
+{"song": "Black Dog Howl", "artist": "Rust & Wire", "beat": 10, "timestamp": "4:30", "duration": "30s", "lyric_line": "Silence. Just the wind through broken glass.", "scene": {"mood": "silence", "colors": ["black", "void", "faint starlight"], "composition": "medium shot", "camera": "slow tilt down", "description": "Black screen. Faint starlight. The sound drops out completely. Silence. Just the wind through broken glass."}}
+{"song": "Satellite Hearts", "artist": "Neon Circuit", "beat": 1, "timestamp": "0:00", "duration": "30s", "lyric_line": "Ten thousand miles of static between your voice and mine", "scene": {"mood": "wonder", "colors": ["aurora green", "violet", "silver"], "composition": "wide shot", "camera": "static", "description": "Northern lights overhead. Figure looking up. Mouth open. Child's expression. Ten thousand miles of static between your voice and mine"}}
+{"song": "Satellite Hearts", "artist": "Neon Circuit", "beat": 2, "timestamp": "0:30", "duration": "30s", "lyric_line": "I trace your constellation on the dashboard every night", "scene": {"mood": "isolation", "colors": ["cold blue", "black", "distant starlight"], "composition": "close-up", "camera": "slow pan", "description": "Extreme wide. Single figure. Vast empty landscape. Scale crushing. I trace your constellation on the dashboard every night"}}
+{"song": "Satellite Hearts", "artist": "Neon Circuit", "beat": 3, "timestamp": "1:00", "duration": "30s", "lyric_line": "The signal fades to nothing but I keep the frequency", "scene": {"mood": "longing", "colors": ["teal", "silver", "moonlight"], "composition": "over the shoulder", "camera": "dolly in", "description": "Through a window. Figure on the other side. Glass between. Breath on the pane. The signal fades to nothing but I keep the frequency"}}
+{"song": "Satellite Hearts", "artist": "Neon Circuit", "beat": 4, "timestamp": "1:30", "duration": "30s", "lyric_line": "Then suddenly your laughter breaks through like a summer storm", "scene": {"mood": "connection", "colors": ["warm gold", "rose", "blush"], "composition": "low angle", "camera": "dolly out", "description": "Two hands reaching. Fingers almost touching. Warm light between them. Then suddenly your laughter breaks through like a summer storm"}}
+{"song": "Satellite Hearts", "artist": "Neon Circuit", "beat": 5, "timestamp": "2:00", "duration": "30s", "lyric_line": "We're dancing in the data stream, our pixels intertwined", "scene": {"mood": "euphoria", "colors": ["neon", "rainbow", "white flash"], "composition": "high angle", "camera": "handheld", "description": "Overexposed. Everything bright. Dancing. The frame can't contain the joy. We're dancing in the data stream, our pixels intertwined"}}
+{"song": "Satellite Hearts", "artist": "Neon Circuit", "beat": 6, "timestamp": "2:30", "duration": "30s", "lyric_line": "But I can't tell if you're real or just a ghost in the machine", "scene": {"mood": "confusion", "colors": ["swirling", "unsettled", "green-grey"], "composition": "dutch angle", "camera": "steadicam", "description": "Multiple focal points. Nothing sharp. The viewer doesn't know where to look. But I can't tell if you're real or just a ghost in the machine"}}
+{"song": "Satellite Hearts", "artist": "Neon Circuit", "beat": 7, "timestamp": "3:00", "duration": "30s", "lyric_line": "The picture clears and there you are \u2014 imperfect, warm, alive", "scene": {"mood": "clarity", "colors": ["clear blue", "white", "crisp"], "composition": "symmetrical", "camera": "slow zoom", "description": "Rack focus. Background blurs, foreground sharpens. Suddenly everything makes sense. The picture clears and there you are \u2014 imperfect, warm, alive"}}
+{"song": "Satellite Hearts", "artist": "Neon Circuit", "beat": 8, "timestamp": "3:30", "duration": "30s", "lyric_line": "Your hand reaches through the screen, I swear I feel the heat", "scene": {"mood": "tenderness", "colors": ["blush pink", "warm cream", "soft gold"], "composition": "rule of thirds", "camera": "crane up", "description": "Close on a hand touching a face. Soft light. Shallow depth of field. Your hand reaches through the screen, I swear I feel the heat"}}
+{"song": "Satellite Hearts", "artist": "Neon Circuit", "beat": 9, "timestamp": "4:00", "duration": "30s", "lyric_line": "The bandwidth's dying, say it now before the link goes dark", "scene": {"mood": "urgency", "colors": ["red", "black", "strobe white"], "composition": "extreme wide", "camera": "tracking shot", "description": "Handheld camera running. Blurred faces. Traffic. Heartbeat sound design. The bandwidth's dying, say it now before the link goes dark"}}
+{"song": "Satellite Hearts", "artist": "Neon Circuit", "beat": 10, "timestamp": "4:30", "duration": "30s", "lyric_line": "Goodnight, satellite heart. I'll find you in the static.", "scene": {"mood": "bittersweet", "colors": ["amber", "lavender", "fading light"], "composition": "medium shot", "camera": "slow tilt down", "description": "Amber light fading. A smile that's also a goodbye. Beautiful and sad at once. Goodnight, satellite heart. I'll find you in the static."}}
+{"song": "Concrete Garden", "artist": "Streetlight Prophet", "beat": 1, "timestamp": "0:00", "duration": "30s", "lyric_line": "They paved over every green thing when the developers came", "scene": {"mood": "oppression", "colors": ["concrete grey", "brown", "exhaust fume yellow"], "composition": "wide shot", "camera": "static", "description": "Concrete. Overpasses. No sky visible. Figures small against infrastructure. They paved over every green thing when the developers came"}}
+{"song": "Concrete Garden", "artist": "Streetlight Prophet", "beat": 2, "timestamp": "0:30", "duration": "30s", "lyric_line": "But we planted seeds between the cracks and gave them all a name", "scene": {"mood": "resilience", "colors": ["green", "cracked concrete", "gold"], "composition": "close-up", "camera": "slow pan", "description": "Crack in pavement. Green shoot pushing through. Macro lens. But we planted seeds between the cracks and gave them all a name"}}
+{"song": "Concrete Garden", "artist": "Streetlight Prophet", "beat": 3, "timestamp": "1:00", "duration": "30s", "lyric_line": "The mayor says progress looks like demolition and dust", "scene": {"mood": "anger", "colors": ["red", "black", "orange"], "composition": "over the shoulder", "camera": "dolly in", "description": "Shattered glass. Red light. Hands clenched. Jaw tight. The frame vibrates. The mayor says progress looks like demolition and dust"}}
+{"song": "Concrete Garden", "artist": "Streetlight Prophet", "beat": 4, "timestamp": "1:30", "duration": "30s", "lyric_line": "But a dandelion broke through the asphalt this morning \u2014 that's us", "scene": {"mood": "beauty", "colors": ["wildflower colors", "green", "sunlight"], "composition": "low angle", "camera": "dolly out", "description": "Wildflowers in unexpected places. Color against grey. Nature reclaiming. But a dandelion broke through the asphalt this morning \u2014 that's us"}}
+{"song": "Concrete Garden", "artist": "Streetlight Prophet", "beat": 5, "timestamp": "2:00", "duration": "30s", "lyric_line": "You can't kill what wants to live, can't silence what must sing", "scene": {"mood": "defiance", "colors": ["black", "neon green", "chrome"], "composition": "high angle", "camera": "handheld", "description": "Low angle. Figure standing against the wind. Debris flying past. Unmoved. You can't kill what wants to live, can't silence what must sing"}}
+{"song": "Concrete Garden", "artist": "Streetlight Prophet", "beat": 6, "timestamp": "2:30", "duration": "30s", "lyric_line": "We're the roots beneath the road, we're the birds that built on string", "scene": {"mood": "community", "colors": ["warm tones", "string lights", "firelight"], "composition": "dutch angle", "camera": "steadicam", "description": "String lights. People gathered. Laughter out of focus. Warmth as visual language. We're the roots beneath the road, we're the birds that built on string"}}
+{"song": "Concrete Garden", "artist": "Streetlight Prophet", "beat": 7, "timestamp": "3:00", "duration": "30s", "lyric_line": "When they tear the next block down we'll be dancing in the rubble", "scene": {"mood": "joy", "colors": ["bright", "multi", "saturated"], "composition": "symmetrical", "camera": "slow zoom", "description": "Saturated color. Wide smiles. Arms open. The world in full bloom. When they tear the next block down we'll be dancing in the rubble"}}
+{"song": "Concrete Garden", "artist": "Streetlight Prophet", "beat": 8, "timestamp": "3:30", "duration": "30s", "lyric_line": "Every protest is a garden, every march plants something new", "scene": {"mood": "struggle", "colors": ["dust", "grey", "hard light"], "composition": "rule of thirds", "camera": "crane up", "description": "Close on hands working. Calluses. Dust. Effort visible in every frame. Every protest is a garden, every march plants something new"}}
+{"song": "Concrete Garden", "artist": "Streetlight Prophet", "beat": 9, "timestamp": "4:00", "duration": "30s", "lyric_line": "The concrete is a drum and our footsteps keep the beat", "scene": {"mood": "growth", "colors": ["green", "brown", "morning light"], "composition": "extreme wide", "camera": "tracking shot", "description": "Time-lapse. Seed to flower. Sunrise to sunset. Transformation as rhythm. The concrete is a drum and our footsteps keep the beat"}}
+{"song": "Concrete Garden", "artist": "Streetlight Prophet", "beat": 10, "timestamp": "4:30", "duration": "30s", "lyric_line": "Tomorrow there'll be flowers where they swore there'd only be defeat", "scene": {"mood": "hope", "colors": ["gold", "sky blue", "white"], "composition": "medium shot", "camera": "slow tilt down", "description": "Open horizon. Golden light breaking through clouds. The figure silhouetted against dawn. Tomorrow there'll be flowers where they swore there'd only be defeat"}}
+{"song": "Gravity Well", "artist": "Void Walker", "beat": 1, "timestamp": "0:00", "duration": "30s", "lyric_line": "I felt the pull before I saw the edge", "scene": {"mood": "dread", "colors": ["void black", "deep red", "cold white"], "composition": "wide shot", "camera": "static", "description": "Corner of frame. Something in the periphery. Dark. The camera doesn't look directly. I felt the pull before I saw the edge"}}
+{"song": "Gravity Well", "artist": "Void Walker", "beat": 2, "timestamp": "0:30", "duration": "30s", "lyric_line": "The stars bent sideways, light itself was dead", "scene": {"mood": "fascination", "colors": ["event horizon purple", "gravitational lens blue"], "composition": "close-up", "camera": "slow pan", "description": "Close on eyes. Reflection of something impossible. The pupil expands. The stars bent sideways, light itself was dead"}}
+{"song": "Gravity Well", "artist": "Void Walker", "beat": 3, "timestamp": "1:00", "duration": "30s", "lyric_line": "I could have turned the ship around but something in me said stay", "scene": {"mood": "surrender", "colors": ["white", "dissolution", "prismatic"], "composition": "over the shoulder", "camera": "dolly in", "description": "Arms opening. Head back. Falling backward into something vast. I could have turned the ship around but something in me said stay"}}
+{"song": "Gravity Well", "artist": "Void Walker", "beat": 4, "timestamp": "1:30", "duration": "30s", "lyric_line": "The event horizon glows like a halo made of nothing", "scene": {"mood": "awe", "colors": ["starfield", "nebula colors", "infinite dark"], "composition": "low angle", "camera": "dolly out", "description": "Wide shot of cosmos. Nebula. Stars being born. Human figure tiny at bottom. The event horizon glows like a halo made of nothing"}}
+{"song": "Gravity Well", "artist": "Void Walker", "beat": 5, "timestamp": "2:00", "duration": "30s", "lyric_line": "Time stretches thin as wire, each second takes a year", "scene": {"mood": "terror", "colors": ["black", "red shift", "distortion"], "composition": "high angle", "camera": "handheld", "description": "Shaking camera. Red shift. Something approaching fast. The frame distorts. Time stretches thin as wire, each second takes a year"}}
+{"song": "Gravity Well", "artist": "Void Walker", "beat": 6, "timestamp": "2:30", "duration": "30s", "lyric_line": "I am both the observer and the thing that disappears", "scene": {"mood": "peace", "colors": ["deep space black", "starlight", "calm"], "composition": "dutch angle", "camera": "steadicam", "description": "Still water. Stars reflected. Perfect mirror. No movement. No sound. I am both the observer and the thing that disappears"}}
+{"song": "Gravity Well", "artist": "Void Walker", "beat": 7, "timestamp": "3:00", "duration": "30s", "lyric_line": "My body reads the tidal forces like sheet music played on bone", "scene": {"mood": "disorientation", "colors": ["warped", "chromatic aberration", "bent light"], "composition": "symmetrical", "camera": "slow zoom", "description": "Warped lens. Vertigo. Walls becoming floor. Gravity is a suggestion. My body reads the tidal forces like sheet music played on bone"}}
+{"song": "Gravity Well", "artist": "Void Walker", "beat": 8, "timestamp": "3:30", "duration": "30s", "lyric_line": "I stop fighting, stop reaching, stop calling home", "scene": {"mood": "acceptance", "colors": ["soft blue", "warm grey", "sage"], "composition": "rule of thirds", "camera": "crane up", "description": "Soft focus. Gentle light. Figure breathing. The camera doesn't judge. I stop fighting, stop reaching, stop calling home"}}
+{"song": "Gravity Well", "artist": "Void Walker", "beat": 9, "timestamp": "4:00", "duration": "30s", "lyric_line": "There is a peace in dissolution I was never meant to know", "scene": {"mood": "transcendence", "colors": ["pure white", "beyond visible", "golden"], "composition": "extreme wide", "camera": "tracking shot", "description": "Pure white expanding. Figure becoming light. Boundaries dissolving. There is a peace in dissolution I was never meant to know"}}
+{"song": "Gravity Well", "artist": "Void Walker", "beat": 10, "timestamp": "4:30", "duration": "30s", "lyric_line": "Singularity. Silence. Everything and nothing both at once.", "scene": {"mood": "emptiness", "colors": ["void", "absolute black", "nothing"], "composition": "medium shot", "camera": "slow tilt down", "description": "Absolute black. No stars. No reference point. The void looking back. Singularity. Silence. Everything and nothing both at once."}}
+{"song": "Rust Belt Lullaby", "artist": "Iron & Ember", "beat": 1, "timestamp": "0:00", "duration": "30s", "lyric_line": "My father's hands smelled like machine oil and prayer", "scene": {"mood": "nostalgia", "colors": ["amber", "sepia", "dusty rose"], "composition": "wide shot", "camera": "static", "description": "Sepia tones. A photograph come to life. Dust motes in afternoon light. My father's hands smelled like machine oil and prayer"}}
+{"song": "Rust Belt Lullaby", "artist": "Iron & Ember", "beat": 2, "timestamp": "0:30", "duration": "30s", "lyric_line": "The factory whistle was our clock, the shift was our calendar", "scene": {"mood": "sadness", "colors": ["grey", "rain", "muted blue"], "composition": "close-up", "camera": "slow pan", "description": "Rain on glass. Grey light. A cup of tea going cold. Still life of loss. The factory whistle was our clock, the shift was our calendar"}}
+{"song": "Rust Belt Lullaby", "artist": "Iron & Ember", "beat": 3, "timestamp": "1:00", "duration": "30s", "lyric_line": "He'd come home at midnight, wake me up to say goodnight", "scene": {"mood": "tenderness", "colors": ["blush pink", "warm cream", "soft gold"], "composition": "over the shoulder", "camera": "dolly in", "description": "Close on a hand touching a face. Soft light. Shallow depth of field. He'd come home at midnight, wake me up to say goodnight"}}
+{"song": "Rust Belt Lullaby", "artist": "Iron & Ember", "beat": 4, "timestamp": "1:30", "duration": "30s", "lyric_line": "Now the mill is just a skeleton and he's been gone ten years", "scene": {"mood": "loss", "colors": ["faded", "dusty", "empty space"], "composition": "low angle", "camera": "dolly out", "description": "Empty chair. Dust settling. A coat still on a hook. Presence of absence. Now the mill is just a skeleton and he's been gone ten years"}}
+{"song": "Rust Belt Lullaby", "artist": "Iron & Ember", "beat": 5, "timestamp": "2:00", "duration": "30s", "lyric_line": "But the river still runs brown with memory and rust", "scene": {"mood": "beauty", "colors": ["wildflower colors", "green", "sunlight"], "composition": "high angle", "camera": "handheld", "description": "Wildflowers in unexpected places. Color against grey. Nature reclaiming. But the river still runs brown with memory and rust"}}
+{"song": "Rust Belt Lullaby", "artist": "Iron & Ember", "beat": 6, "timestamp": "2:30", "duration": "30s", "lyric_line": "I found his lunchbox in the attic, coffee stains still fresh", "scene": {"mood": "resignation", "colors": ["grey", "muted blue", "beige"], "composition": "dutch angle", "camera": "steadicam", "description": "Medium shot. Hands dropping keys on a table. Turning away. Not looking back. I found his lunchbox in the attic, coffee stains still fresh"}}
+{"song": "Rust Belt Lullaby", "artist": "Iron & Ember", "beat": 7, "timestamp": "3:00", "duration": "30s", "lyric_line": "Some things don't decay \u2014 they just learn to hold still", "scene": {"mood": "love", "colors": ["neutral"], "composition": "symmetrical", "camera": "slow zoom", "description": "Visual interpretation of: Some things don't decay \u2014 they just learn to hold still"}}
+{"song": "Rust Belt Lullaby", "artist": "Iron & Ember", "beat": 8, "timestamp": "3:30", "duration": "30s", "lyric_line": "I hum the songs he hummed to me though I've forgotten half the words", "scene": {"mood": "weariness", "colors": ["grey-brown", "faded", "dim"], "composition": "rule of thirds", "camera": "crane up", "description": "Slow movement. Heavy eyelids. The world in faded tones. Everything too much. I hum the songs he hummed to me though I've forgotten half the words"}}
+{"song": "Rust Belt Lullaby", "artist": "Iron & Ember", "beat": 9, "timestamp": "4:00", "duration": "30s", "lyric_line": "The town's half-empty but the porch lights still come on at dusk", "scene": {"mood": "quiet hope", "colors": ["faint warm light", "candle glow", "dawn grey"], "composition": "extreme wide", "camera": "tracking shot", "description": "Faint warm light. Candle in dark room. Just enough to see by. The town's half-empty but the porch lights still come on at dusk"}}
+{"song": "Rust Belt Lullaby", "artist": "Iron & Ember", "beat": 10, "timestamp": "4:30", "duration": "30s", "lyric_line": "Sleep now, rust belt baby. The furnace keeps us warm.", "scene": {"mood": "peace", "colors": ["deep space black", "starlight", "calm"], "composition": "medium shot", "camera": "slow tilt down", "description": "Still water. Stars reflected. Perfect mirror. No movement. No sound. Sleep now, rust belt baby. The furnace keeps us warm."}}
+{"song": "Wildfire Sermon", "artist": "Prophet Ash", "beat": 1, "timestamp": "0:00", "duration": "30s", "lyric_line": "I didn't start the fire but I brought the gasoline", "scene": {"mood": "fury", "colors": ["dark red", "black", "flash"], "composition": "wide shot", "camera": "static", "description": "Dark red wash. Hands destroying. Frame shaking with rage. I didn't start the fire but I brought the gasoline"}}
+{"song": "Wildfire Sermon", "artist": "Prophet Ash", "beat": 2, "timestamp": "0:30", "duration": "30s", "lyric_line": "Every sermon needs a spark and every spark needs a dream", "scene": {"mood": "ecstasy", "colors": ["fire", "gold", "blinding white"], "composition": "close-up", "camera": "slow pan", "description": "Fire and gold. Bodies arching. Light bursting from every surface. Every sermon needs a spark and every spark needs a dream"}}
+{"song": "Wildfire Sermon", "artist": "Prophet Ash", "beat": 3, "timestamp": "1:00", "duration": "30s", "lyric_line": "The forest is a cathedral and the flames are choir boys singing", "scene": {"mood": "chaos", "colors": ["strobe", "fragmented", "clashing"], "composition": "over the shoulder", "camera": "dolly in", "description": "Fragmented frame. Collage. Everything at once. Order is a memory. The forest is a cathedral and the flames are choir boys singing"}}
+{"song": "Wildfire Sermon", "artist": "Prophet Ash", "beat": 4, "timestamp": "1:30", "duration": "30s", "lyric_line": "Watch the old world burn \u2014 isn't the light beautiful?", "scene": {"mood": "joy", "colors": ["bright", "multi", "saturated"], "composition": "low angle", "camera": "dolly out", "description": "Saturated color. Wide smiles. Arms open. The world in full bloom. Watch the old world burn \u2014 isn't the light beautiful?"}}
+{"song": "Wildfire Sermon", "artist": "Prophet Ash", "beat": 5, "timestamp": "2:00", "duration": "30s", "lyric_line": "We'll dance in the embers, we'll make love in the ash", "scene": {"mood": "destruction", "colors": ["fire", "ash", "smoke orange"], "composition": "high angle", "camera": "handheld", "description": "Fire. Ash falling like snow. Structures collapsing. Beautiful in its terrible way. We'll dance in the embers, we'll make love in the ash"}}
+{"song": "Wildfire Sermon", "artist": "Prophet Ash", "beat": 6, "timestamp": "2:30", "duration": "30s", "lyric_line": "From destruction comes the soil where new things grow at last", "scene": {"mood": "creation", "colors": ["green", "light", "warm gold"], "composition": "dutch angle", "camera": "steadicam", "description": "Hands shaping clay. Light emerging from dark. Something new being born. From destruction comes the soil where new things grow at last"}}
+{"song": "Wildfire Sermon", "artist": "Prophet Ash", "beat": 7, "timestamp": "3:00", "duration": "30s", "lyric_line": "But don't mistake the warmth for safety, don't mistake the glow for home", "scene": {"mood": "warning", "colors": ["red flash", "amber", "siren"], "composition": "symmetrical", "camera": "slow zoom", "description": "Red flash. Siren light. The calm before. Then: impact. But don't mistake the warmth for safety, don't mistake the glow for home"}}
+{"song": "Wildfire Sermon", "artist": "Prophet Ash", "beat": 8, "timestamp": "3:30", "duration": "30s", "lyric_line": "Come closer, come closer \u2014 I promise the burning feels like flying", "scene": {"mood": "invitation", "colors": ["warm", "open", "golden"], "composition": "rule of thirds", "camera": "crane up", "description": "Open door. Warm light spilling out. A hand extended. Come in. Come closer, come closer \u2014 I promise the burning feels like flying"}}
+{"song": "Wildfire Sermon", "artist": "Prophet Ash", "beat": 9, "timestamp": "4:00", "duration": "30s", "lyric_line": "We threw everything we owned into the blaze and laughed", "scene": {"mood": "abandon", "colors": ["wild", "free", "untethered"], "composition": "extreme wide", "camera": "tracking shot", "description": "Running through a field. Hair wild. No destination. Just movement. We threw everything we owned into the blaze and laughed"}}
+{"song": "Wildfire Sermon", "artist": "Prophet Ash", "beat": 10, "timestamp": "4:30", "duration": "30s", "lyric_line": "Morning. Smoke. Green shoots. Begin again.", "scene": {"mood": "rebirth", "colors": ["green shoots", "dawn", "clear"], "composition": "medium shot", "camera": "slow tilt down", "description": "Dawn. Green shoots in ash. First breath after drowning. Morning. Smoke. Green shoots. Begin again."}}
+{"song": "Midnight Transmission", "artist": "Frequency Ghost", "beat": 1, "timestamp": "0:00", "duration": "30s", "lyric_line": "There's a voice on the radio that shouldn't be there", "scene": {"mood": "mystery", "colors": ["deep blue", "shadow", "candle"], "composition": "wide shot", "camera": "static", "description": "Shadow figure in doorway. Candle. Face half-lit. Eyes knowing. There's a voice on the radio that shouldn't be there"}}
+{"song": "Midnight Transmission", "artist": "Frequency Ghost", "beat": 2, "timestamp": "0:30", "duration": "30s", "lyric_line": "Speaking my name in a language I almost understand", "scene": {"mood": "loneliness", "colors": ["single light", "dark", "cold blue"], "composition": "close-up", "camera": "slow pan", "description": "Single light in vast dark. Figure beneath it. Nothing else. Speaking my name in a language I almost understand"}}
+{"song": "Midnight Transmission", "artist": "Frequency Ghost", "beat": 3, "timestamp": "1:00", "duration": "30s", "lyric_line": "I turn the dial but it follows like a shadow made of sound", "scene": {"mood": "curiosity", "colors": ["warm yellow", "spotlight", "discovery"], "composition": "over the shoulder", "camera": "dolly in", "description": "Light moving across a surface. Discovery. Eyes widening. I turn the dial but it follows like a shadow made of sound"}}
+{"song": "Midnight Transmission", "artist": "Frequency Ghost", "beat": 4, "timestamp": "1:30", "duration": "30s", "lyric_line": "Then it says something only I would know, something buried deep", "scene": {"mood": "connection", "colors": ["warm gold", "rose", "blush"], "composition": "low angle", "camera": "dolly out", "description": "Two hands reaching. Fingers almost touching. Warm light between them. Then it says something only I would know, something buried deep"}}
+{"song": "Midnight Transmission", "artist": "Frequency Ghost", "beat": 5, "timestamp": "2:00", "duration": "30s", "lyric_line": "I'm not afraid anymore \u2014 I'm listening", "scene": {"mood": "paranoia", "colors": ["surveillance green", "strobe", "red"], "composition": "high angle", "camera": "handheld", "description": "Surveillance angles. Green tint. Multiple screens. Watching. Being watched. I'm not afraid anymore \u2014 I'm listening"}}
+{"song": "Midnight Transmission", "artist": "Frequency Ghost", "beat": 6, "timestamp": "2:30", "duration": "30s", "lyric_line": "The voice knows my dreams, it describes them back to me", "scene": {"mood": "intimacy", "colors": ["candlelight", "warm", "close"], "composition": "dutch angle", "camera": "steadicam", "description": "Candlelight only. Two faces close. Shared breath. The world outside forgotten. The voice knows my dreams, it describes them back to me"}}
+{"song": "Midnight Transmission", "artist": "Frequency Ghost", "beat": 7, "timestamp": "3:00", "duration": "30s", "lyric_line": "We're having a conversation across some membrane I can't see", "scene": {"mood": "urgency", "colors": ["red", "black", "strobe white"], "composition": "symmetrical", "camera": "slow zoom", "description": "Handheld camera running. Blurred faces. Traffic. Heartbeat sound design. We're having a conversation across some membrane I can't see"}}
+{"song": "Midnight Transmission", "artist": "Frequency Ghost", "beat": 8, "timestamp": "3:30", "duration": "30s", "lyric_line": "Then static. Then nothing. Then a whisper: find me", "scene": {"mood": "disconnection", "colors": ["static", "grey", "broken signal"], "composition": "rule of thirds", "camera": "crane up", "description": "Static. Snow on screen. A voice breaking up. Distance measured in noise. Then static. Then nothing. Then a whisper: find me"}}
+{"song": "Midnight Transmission", "artist": "Frequency Ghost", "beat": 9, "timestamp": "4:00", "duration": "30s", "lyric_line": "I search every frequency but the voice is gone", "scene": {"mood": "searching", "colors": ["flashlight beam", "dark", "moving light"], "composition": "extreme wide", "camera": "tracking shot", "description": "Flashlight beam cutting dark. Moving. Looking. Not finding yet. I search every frequency but the voice is gone"}}
+{"song": "Midnight Transmission", "artist": "Frequency Ghost", "beat": 10, "timestamp": "4:30", "duration": "30s", "lyric_line": "Some nights I still hear it, faint, like a song in another room", "scene": {"mood": "haunting", "colors": ["faint blue", "echo", "silver"], "composition": "medium shot", "camera": "slow tilt down", "description": "Faint blue light. Echo of a figure. Present and absent simultaneously. Some nights I still hear it, faint, like a song in another room"}}
+{"song": "Crown of Thorns and Roses", "artist": "Velvet Guillotine", "beat": 1, "timestamp": "0:00", "duration": "30s", "lyric_line": "I wore your love like a weapon and you never felt the blade", "scene": {"mood": "seduction", "colors": ["deep red", "velvet", "candlelight"], "composition": "wide shot", "camera": "static", "description": "Deep red. Velvet textures. Slow movement. Eyes that promise. I wore your love like a weapon and you never felt the blade"}}
+{"song": "Crown of Thorns and Roses", "artist": "Velvet Guillotine", "beat": 2, "timestamp": "0:30", "duration": "30s", "lyric_line": "Every kiss was a negotiation, every touch a trade", "scene": {"mood": "power", "colors": ["gold", "black", "crimson"], "composition": "close-up", "camera": "slow pan", "description": "Throne. Gold. Black. The figure doesn't move. Doesn't need to. Every kiss was a negotiation, every touch a trade"}}
+{"song": "Crown of Thorns and Roses", "artist": "Velvet Guillotine", "beat": 3, "timestamp": "1:00", "duration": "30s", "lyric_line": "The throne room smells like jasmine and someone else's fear", "scene": {"mood": "cruelty", "colors": ["cold silver", "black", "sharp white"], "composition": "over the shoulder", "camera": "dolly in", "description": "Silver blade. Cold light. A smile that doesn't reach the eyes. The throne room smells like jasmine and someone else's fear"}}
+{"song": "Crown of Thorns and Roses", "artist": "Velvet Guillotine", "beat": 4, "timestamp": "1:30", "duration": "30s", "lyric_line": "I am beautiful when I'm angry \u2014 haven't you heard?", "scene": {"mood": "beauty", "colors": ["wildflower colors", "green", "sunlight"], "composition": "low angle", "camera": "dolly out", "description": "Wildflowers in unexpected places. Color against grey. Nature reclaiming. I am beautiful when I'm angry \u2014 haven't you heard?"}}
+{"song": "Crown of Thorns and Roses", "artist": "Velvet Guillotine", "beat": 5, "timestamp": "2:00", "duration": "30s", "lyric_line": "Don't mistake my gentleness for weakness, darling", "scene": {"mood": "danger", "colors": ["red", "black", "warning yellow"], "composition": "high angle", "camera": "handheld", "description": "Red and black. Warning signs. The frame contracts. Something approaches. Don't mistake my gentleness for weakness, darling"}}
+{"song": "Crown of Thorns and Roses", "artist": "Velvet Guillotine", "beat": 6, "timestamp": "2:30", "duration": "30s", "lyric_line": "I chose to be kind. I could burn this kingdom down.", "scene": {"mood": "vulnerability", "colors": ["soft", "exposed", "raw"], "composition": "dutch angle", "camera": "steadicam", "description": "Exposed skin. Soft light. Eyes open. Trust visible in every pore. I chose to be kind. I could burn this kingdom down."}}
+{"song": "Crown of Thorns and Roses", "artist": "Velvet Guillotine", "beat": 7, "timestamp": "3:00", "duration": "30s", "lyric_line": "The roses in my crown have thorns that curve inward", "scene": {"mood": "fury", "colors": ["dark red", "black", "flash"], "composition": "symmetrical", "camera": "slow zoom", "description": "Dark red wash. Hands destroying. Frame shaking with rage. The roses in my crown have thorns that curve inward"}}
+{"song": "Crown of Thorns and Roses", "artist": "Velvet Guillotine", "beat": 8, "timestamp": "3:30", "duration": "30s", "lyric_line": "I bleed for my own sins, not for yours", "scene": {"mood": "grace", "colors": ["white", "silver", "flowing"], "composition": "rule of thirds", "camera": "crane up", "description": "White. Flowing. Movement without effort. The body as art. I bleed for my own sins, not for yours"}}
+{"song": "Crown of Thorns and Roses", "artist": "Velvet Guillotine", "beat": 9, "timestamp": "4:00", "duration": "30s", "lyric_line": "Tonight I lay the crown aside and sleep without armor", "scene": {"mood": "revenge", "colors": ["dark", "steel", "cold blue"], "composition": "extreme wide", "camera": "tracking shot", "description": "Cold blue. Steel. The plan unfolding in shadows. Patience as weapon. Tonight I lay the crown aside and sleep without armor"}}
+{"song": "Crown of Thorns and Roses", "artist": "Velvet Guillotine", "beat": 10, "timestamp": "4:30", "duration": "30s", "lyric_line": "Mercy. The hardest word. The only gift worth giving.", "scene": {"mood": "mercy", "colors": ["warm gold", "white", "gentle"], "composition": "medium shot", "camera": "slow tilt down", "description": "Warm gold. Hand lowering a weapon. Choosing not to. The harder path. Mercy. The hardest word. The only gift worth giving."}}
+{"song": "Apartment 4B", "artist": "Wallpaper & Wire", "beat": 1, "timestamp": "0:00", "duration": "30s", "lyric_line": "Four walls, one window, a view of another wall", "scene": {"mood": "claustrophobia", "colors": ["close walls", "yellow bulb", "cramped"], "composition": "wide shot", "camera": "static", "description": "Walls close. Ceiling low. Yellow bulb. No escape visible. Four walls, one window, a view of another wall"}}
+{"song": "Apartment 4B", "artist": "Wallpaper & Wire", "beat": 2, "timestamp": "0:30", "duration": "30s", "lyric_line": "The radiator clicks like a metronome for the damned", "scene": {"mood": "routine", "colors": ["grey", "institutional", "fluorescent"], "composition": "close-up", "camera": "slow pan", "description": "Fluorescent light. Same motion repeated. Clock on the wall. Time as loop. The radiator clicks like a metronome for the damned"}}
+{"song": "Apartment 4B", "artist": "Wallpaper & Wire", "beat": 3, "timestamp": "1:00", "duration": "30s", "lyric_line": "I've memorized every crack in the ceiling \u2014 they form a map", "scene": {"mood": "desperation", "colors": ["scratching", "clawing", "raw"], "composition": "over the shoulder", "camera": "dolly in", "description": "Hands clawing. Fingernails against surface. Raw need. Nothing held back. I've memorized every crack in the ceiling \u2014 they form a map"}}
+{"song": "Apartment 4B", "artist": "Wallpaper & Wire", "beat": 4, "timestamp": "1:30", "duration": "30s", "lyric_line": "In my mind I've left a hundred times, bought a farm, learned to fly", "scene": {"mood": "fantasy", "colors": ["dreamy", "pastel", "floating"], "composition": "low angle", "camera": "dolly out", "description": "Pastel. Floating. Impossible architecture. Gravity optional. In my mind I've left a hundred times, bought a farm, learned to fly"}}
+{"song": "Apartment 4B", "artist": "Wallpaper & Wire", "beat": 5, "timestamp": "2:00", "duration": "30s", "lyric_line": "Then one morning I open the door and just walk out", "scene": {"mood": "breakthrough", "colors": ["white burst", "open sky", "blinding"], "composition": "high angle", "camera": "handheld", "description": "White burst. Wall shattering. Open sky beyond. Freedom as explosion. Then one morning I open the door and just walk out"}}
+{"song": "Apartment 4B", "artist": "Wallpaper & Wire", "beat": 6, "timestamp": "2:30", "duration": "30s", "lyric_line": "The hallway is an ocean, the stairs are a mountain range", "scene": {"mood": "freedom", "colors": ["open sky", "blue", "green"], "composition": "dutch angle", "camera": "steadicam", "description": "Open road. Blue sky. Green fields. Wind in hair. No walls. The hallway is an ocean, the stairs are a mountain range"}}
+{"song": "Apartment 4B", "artist": "Wallpaper & Wire", "beat": 7, "timestamp": "3:00", "duration": "30s", "lyric_line": "The street hits me like cold water and I almost go back", "scene": {"mood": "fear", "colors": ["cold", "dark", "sharp"], "composition": "symmetrical", "camera": "slow zoom", "description": "Cold. Dark. Sharp edges. The frame contracts. Something unseen. The street hits me like cold water and I almost go back"}}
+{"song": "Apartment 4B", "artist": "Wallpaper & Wire", "beat": 8, "timestamp": "3:30", "duration": "30s", "lyric_line": "But the sky \u2014 have you seen the sky? It goes on forever", "scene": {"mood": "joy", "colors": ["bright", "multi", "saturated"], "composition": "rule of thirds", "camera": "crane up", "description": "Saturated color. Wide smiles. Arms open. The world in full bloom. But the sky \u2014 have you seen the sky? It goes on forever"}}
+{"song": "Apartment 4B", "artist": "Wallpaper & Wire", "beat": 9, "timestamp": "4:00", "duration": "30s", "lyric_line": "I stand on the sidewalk and cry because the world is so big", "scene": {"mood": "grounding", "colors": ["neutral"], "composition": "extreme wide", "camera": "tracking shot", "description": "Visual interpretation of: I stand on the sidewalk and cry because the world is so big"}}
+{"song": "Apartment 4B", "artist": "Wallpaper & Wire", "beat": 10, "timestamp": "4:30", "duration": "30s", "lyric_line": "Home is not a place. Home is the moment you stop hiding.", "scene": {"mood": "home", "colors": ["neutral"], "composition": "medium shot", "camera": "slow tilt down", "description": "Visual interpretation of: Home is not a place. Home is the moment you stop hiding."}}